WO2022100272A1 - Indoor positioning method and related apparatus - Google Patents

Indoor positioning method and related apparatus Download PDF

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Publication number
WO2022100272A1
WO2022100272A1 PCT/CN2021/118520 CN2021118520W WO2022100272A1 WO 2022100272 A1 WO2022100272 A1 WO 2022100272A1 CN 2021118520 W CN2021118520 W CN 2021118520W WO 2022100272 A1 WO2022100272 A1 WO 2022100272A1
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Prior art keywords
test
information
electronic device
sensing data
positioning
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PCT/CN2021/118520
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French (fr)
Chinese (zh)
Inventor
张烨
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Oppo广东移动通信有限公司
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Publication of WO2022100272A1 publication Critical patent/WO2022100272A1/en

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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20Instruments for performing navigational calculations
    • G01C21/206Instruments for performing navigational calculations specially adapted for indoor navigation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/18Stabilised platforms, e.g. by gyroscope
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20Instruments for performing navigational calculations
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S19/00Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
    • G01S19/38Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
    • G01S19/39Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
    • G01S19/42Determining position
    • G01S19/48Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S19/00Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
    • G01S19/38Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
    • G01S19/39Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
    • G01S19/42Determining position
    • G01S19/48Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system
    • G01S19/49Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system whereby the further system is an inertial position system, e.g. loosely-coupled
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor

Definitions

  • the present application relates to the field of electronic technologies, and in particular, to an indoor positioning method and related devices.
  • GPS Global Positioning System
  • GNSS Global Navigation Satellite System
  • indoors especially in complex indoor environments such as airport halls, exhibition halls, warehouses, supermarkets, libraries, underground parking lots, mines, etc., it is often necessary to determine the indoor location information of the mobile terminal or its holder. Due to the limitations of complex indoor environments, the current positioning accuracy is not high, so how to improve the accuracy of indoor positioning is a technical problem that needs to be solved urgently.
  • Embodiments of the present application provide an indoor positioning method and a related device.
  • an embodiment of the present application provides an indoor positioning method, which is applied to a server in an indoor positioning system, where the indoor positioning system further includes an electronic device, and the method includes:
  • first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first IMU information;
  • the positioning information of the electronic device is determined based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a piece of sensing data.
  • the sensing data include a WIFI information and/or an IMU information;
  • an embodiment of the present application provides an indoor positioning method, which is applied to an electronic device in an indoor positioning system, the indoor positioning system further includes a server, and the method includes:
  • first sensing data includes first WIFI information and/or first IMU information
  • Receive the positioning information of the electronic device sent by the server where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, and there are multiple calibrations on the indoor positioning map position, each of the calibrated positions is associated with a piece of sensory data, and the sensory data includes a piece of WIFI information and/or a piece of IMU information.
  • an embodiment of the present application provides an indoor positioning system, where the indoor positioning system includes a server and an electronic device, wherein:
  • the electronic device configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first IMU information;
  • the server is configured to receive the first sensing data; determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, each The calibration position is associated with a sensory data, and the sensory data includes a WIFI information and/or an IMU information; send the positioning information of the electronic device to the electronic device;
  • the electronic device is further configured to receive positioning information of the electronic device.
  • an embodiment of the present application provides an indoor positioning device, which is applied to a server in an indoor positioning system, where the indoor positioning system further includes electronic equipment, and the device includes:
  • a receiving unit configured to receive first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first IMU information;
  • a determining unit configured to determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, and each of the calibration positions is associated with one sensing data,
  • the sensing data includes a WIFI information and/or an IMU information;
  • a sending unit configured to send the positioning information of the electronic device to the electronic device.
  • an embodiment of the present application provides an indoor positioning device, which is applied to an electronic device in an indoor positioning system, the indoor positioning system further includes a server, and the device includes:
  • a sending unit configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first IMU information;
  • a receiving unit configured to receive the positioning information of the electronic device sent by the server, where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, the indoor positioning map There are multiple calibration positions on the device, and each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
  • an embodiment of the present application provides a server, including a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured by the processor
  • the above program includes instructions for executing steps in any method of the first aspect of the embodiments of the present application.
  • an embodiment of the present application provides an electronic device, including a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory, and are configured to be processed by the above
  • the above program includes instructions for executing steps in any method in the second aspect of the embodiments of the present application.
  • an embodiment of the present application provides a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program for electronic data exchange, wherein the computer program enables a computer to execute the computer program as described in the first embodiment of the present application.
  • an embodiment of the present application provides a computer program product, wherein the computer program product includes a non-transitory computer-readable storage medium storing a computer program, and the computer program is operable to cause a computer to execute as implemented in the present application. Examples include some or all of the steps described in any method of the first aspect or any method of the second aspect.
  • the computer program product may be a software installation package.
  • FIG. 1 is a schematic diagram of an indoor positioning system provided by an embodiment of the present application.
  • FIG. 2 is a schematic flowchart of an indoor positioning method provided by an embodiment of the present application.
  • FIG. 3 is a schematic flowchart of another indoor positioning method provided by an embodiment of the present application.
  • FIG. 4 is a schematic diagram of the distribution of a test location provided by an embodiment of the present application.
  • Fig. 5 is a kind of positioning error distribution histogram provided by the embodiment of the present application.
  • FIG. 6 is a schematic diagram of a positioning error provided by an embodiment of the present application.
  • FIG. 7 is a schematic flowchart of another indoor positioning method provided by an embodiment of the present application.
  • FIG. 8 is a schematic diagram of a positioning trajectory of an electronic device provided by an embodiment of the present application.
  • FIG. 9 is an exemplary schematic diagram provided by an embodiment of the present application.
  • FIG. 10 is another exemplary schematic diagram provided by an embodiment of the present application.
  • FIG. 11 is a schematic structural diagram of a server provided by an embodiment of the present application.
  • FIG. 12 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
  • FIG. 13 is a schematic structural diagram of an indoor positioning device provided by an embodiment of the present application.
  • FIG. 14 is a schematic structural diagram of another indoor positioning device provided by an embodiment of the present application.
  • the research on indoor positioning technology is mainly divided into two categories: positioning technology based on radio frequency signals and positioning technology based on Inertial Measurement Unit (IMU).
  • the first type of technology requires the arrangement of signal transmitters or receivers in application scenarios, and is often used in offices, factories, homes and other places.
  • Such technologies include WIFI, Bluetooth (Bluetooth), Long Range Radio (Long Range Radio, LoRa) and Ultra Wideband (Ultra Wideband, UWB), etc.
  • WIFI is a relatively mature and widely used technology.
  • Wi-Fi coverage is wide in short and medium distances and is minimally affected by non-line-of-sight (NLOS).
  • NLOS non-line-of-sight
  • the hardware platform is relatively mature.
  • the multipath effect of WIFI is still widespread, so the positioning method based on the signal attenuation model cannot be used.
  • WIFI positioning system generally uses machine learning to achieve its positioning. The specific implementation process is divided into two stages: offline stage, first use a large amount of WIFI signal data for training to build an environment model that can describe the strength of WIFI signal in detail; online stage, The system first collects data in real time, and substitutes it into the signal distribution model established in the previous stage, and then calculates the detailed position of the signal by the classification algorithm.
  • Bluetooth beacon technology is currently a relatively mature technology. Bluetooth realizes positioning by receiving the Received Signal Strength Indicator (RSSI) value of the measured signal, and its principle is similar to WIFI positioning. On the other hand, since the measurement of Angle-of-Arrival (AoA) is also integrated in the Bluetooth technology, the positioning accuracy is higher than that of WIFI, and it has the advantages of small size, simple deployment, and strong battery life.
  • the Bluetooth function of the device can realize its positioning. Bluetooth transmission is not affected by line-of-sight. Based on the above characteristics, Bluetooth technology is very suitable for indoor positioning, but the Bluetooth communication distance is short, the stability is average, and it is easily affected by occlusion, so it is often used for positioning in small areas such as classrooms and offices.
  • LoRa technology is a wireless technology that has recently emerged. In August 2013, Semtech integrated the newly developed long-range low-power technology on a single chip.
  • the receiving sensitivity of the LoRa chip is -148dbm, that is, LoRa can receive weak wireless signals.
  • the distance between the anchor point and the positioning tag is estimated by the signal flight time and received signal strength between the LoRa gateway and the node, and the target node is located by combining the measurement values of multiple anchor points. Due to its low-power and long-distance transmission capability, LoRa positioning has important research value in the positioning of equipment and assets.
  • the UWB positioning system mainly includes anchor nodes and positioning nodes.
  • the anchor node coordinates are known, and it needs to be arranged in the positioning area in advance, and the positioning node waiting for the network to communicate with it.
  • the UWB positioning system mainly realizes positioning by means of ranging.
  • the system first obtains distance information based on different ranging technologies, and combines different position estimation algorithms to calculate the position.
  • the representative of ultra-wideband positioning is Ubisense.
  • Its positioning scheme uses UWB pulse signals.
  • Multiple sensors use TDOA and AOA positioning algorithms to analyze the position of tags. It has high accuracy (up to sub-meter level) and strong multipath resolution.
  • Ultra-wideband communication does not need to use carrier waves in traditional communication systems, but transmits data by sending and receiving extremely narrow pulses with nanoseconds or less, so it has a bandwidth on the order of GHz. Because UWB positioning technology has the advantages of strong penetrating power, good anti-multipath effect, high security, low system complexity, and can provide precise positioning accuracy, the prospect is quite broad. In recent years, many start-up companies have used UWB technology to launch lower-cost positioning solutions that do not affect performance, so that UWB is no longer limited to niche markets.
  • IMU-based indoor technology is widely used in the field of navigation and guidance.
  • Inertial measurement units are common sensors on mobile robots and mobile smart devices.
  • the IMU is equipped with an accelerometer that outputs three-axis acceleration and a gyroscope that outputs three-axis angular velocity.
  • the output frequency is high, and there is no need to consider the factors of illumination and scene image texture. It can provide accurate data when the mobile robot moves rapidly, with good real-time performance. But serious cumulative error is a problem to be solved by a single inertial navigation system.
  • PDR Pedestrian Trajectory Reckoning
  • a multi-parameter constrained step detection algorithm is designed by using the corresponding relationship between the pedestrian's walking motion model and the acceleration data.
  • Aiming at the problem of step size estimation by studying the advantages, disadvantages and application scope of common step size estimation models, a step size estimation model with different motion states is designed.
  • the motion states are obtained by processing inertial data through BP neural network algorithm.
  • Aiming at the problem of heading detection by studying the relationship between the heading sampling value and the pedestrian motion model, self-correction measures are taken to reduce the random error of heading sampling. Due to the accumulated errors in the IMU measurement and estimation, the phenomenon of drift still occurs during long-term operation. The problem of improving system stability is often achieved by fusing data from other sensors.
  • the indoor positioning system based on intelligent terminal is an effective means to solve the problem of positioning and PDR navigation without GPS signal and map indoors, and can play a huge advantage in large supermarkets, warehousing and logistics, and public buildings. Indoor positioning navigation is a very marketable application scenario.
  • an embodiment of the present application provides an indoor positioning system, the system includes a server 100 and an electronic device 200, wherein:
  • the electronic device 200 is configured to send first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first IMU information;
  • the server 100 is configured to receive the first sensing data; determine the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each The calibration position is associated with a sensor data, and the sensor data includes a WIFI information and/or an IMU information; send the positioning information of the electronic device 200 to the electronic device 200;
  • the electronic device 200 is further configured to receive the positioning information of the electronic device 200 sent by the server 100 .
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the server 100 before receiving the first sensing data, the server 100 is further configured to:
  • A1 Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all
  • the test equipment is obtained through ultra-wideband UWB positioning;
  • A2 demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
  • A3 Repeat steps A1-A2 until data collection is completed;
  • A4 Process the indoor map after location calibration to obtain the indoor positioning map.
  • the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the server 100 Specifically for:
  • test sensing data associated with the first test location is replaced with the first test sensing data.
  • the server 100 is specifically configured to:
  • the first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
  • the first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  • the test WIFI information includes the identification of at least one access point (Access Point, AP) and the signal strength of each AP in the at least one AP;
  • AP access point
  • the server 100 is specifically used for:
  • the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
  • M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
  • the identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  • the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the server 100 specifically uses At:
  • the average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  • the server 100 is specifically configured to:
  • the first target calibration position is used as the position of the electronic device 200 .
  • the server 100 is specifically configured to:
  • B1 Determine the first position of the electronic device based on the indoor positioning map and the first sensing data
  • B2 Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
  • B3 Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent at least once before by the electronic device, and the second sensor data;
  • B5 Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
  • the server 100 is also used for:
  • a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position,
  • the plurality of calibration positions include the second test position, and the second test position is on the positioning track;
  • the test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  • the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold
  • the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  • the server 100 is further configured to:
  • the untested position and the test position i are less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
  • the test positions demarcated on the indoor map include the test position i and the test position j.
  • the server 100 is further configured to:
  • the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  • FIG. 2 is a schematic flowchart of an indoor positioning method provided by an embodiment of the present application, which is applied to the server 100 in an indoor positioning system.
  • the indoor positioning system further includes an electronic device 200. As shown in the figure, this The indoor positioning method includes the following operations.
  • Step 210 The electronic device 200 sends first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first IMU information.
  • the first WIFI information is obtained by the WIFI module of the electronic device 200, and the first WIFI information includes at least one of the following: the identifier (such as MAC address, name, etc.) of at least one AP currently searched by the electronic device 200, the searched Signal strength, channel information, timestamp of each AP.
  • the identifier such as MAC address, name, etc.
  • the first IMU information is obtained by the IMU of the electronic device 200, and the first IMU information includes at least one of the following: the magnetic field intensity components in the three directions of x, y, and z currently detected by the electronic device 200 (the northeast space coordinate system ), the total strength of the magnetic field.
  • Step 220 The server 100 receives the first sensing data sent by the electronic device 200; the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data.
  • each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
  • the WIFI information includes at least one of the following information: the identification of at least one AP, the signal strength of each AP, channel information, and a timestamp.
  • the IMU information includes at least one of the following information: magnetic field intensity components in three directions of x, y, and z (northeast space coordinate system), and total magnetic field intensity.
  • Step 230 the server 100 sends the positioning information of the electronic device 200 to the electronic device 200 ; the electronic device 200 receives the positioning information of the electronic device 200 sent by the server 100 .
  • the positioning information of the electronic device 200 includes the position of the electronic device 200 and/or the positioning track of the electronic device 200 .
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the method before the server 100 receives the first sensing data sent by the electronic device 200, the method further includes:
  • the server 100 receives test data sent by the test equipment, the test data includes a test position and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, the test position is obtained by the test equipment through UWB positioning;
  • A2 The server 100 calibrates the test location on an indoor map, and associates the test sensor data with the test location, and the multiple calibrated locations include the test location;
  • A3 The server 100 repeats steps A1-A2 until the data collection is completed;
  • A4 The server 100 processes the indoor map after location calibration to obtain the indoor positioning map.
  • the indoor map is the indoor map of the current indoor place. For example, if the current indoor place is shopping mall A, then the indoor map is the indoor map of shopping mall A. For another example, assuming that the current indoor place is the museum B, the indoor map is the indoor map of the museum B. For another example, assuming that the current indoor place is Theater C, the indoor map is the indoor map of Theater C.
  • the test WIFI information is obtained by the WIFI module of the test device, and the test WIFI information includes at least one of the following: the identifier of at least one AP currently searched by the test device, the signal strength of each AP searched for, channel information, timestamp .
  • the test IMU information is obtained by the IMU of the test equipment, and the test IMU information includes at least one of the following: the magnetic field strength components in the three directions of x, y, and z currently detected by the test equipment (northeast space coordinate system), the total magnetic field strength.
  • the test position is obtained by the UWB module of the test equipment through the positioning technology, and the test position can be represented by coordinates.
  • the distribution of test positions is shown in FIG. 4 .
  • the selection of test positions is random, and the entire test area is uniformly covered.
  • the WIFI positioning result can be calculated by the signal strength of the AP, and the coordinate distance of the test position can be calibrated, and the histogram is drawn as shown in Figure 5.
  • the result of WIFI positioning should control 90% of the positioning error within 5 meters, and then by limiting the WIFI positioning error to 0-2m, the location where the geomagnetism improves the WIFI positioning accuracy will also be slightly improved to 1-1.8m, such as shown in Figure 6.
  • the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; the server 100 processes the indoor map after the position calibration, include:
  • the server 100 determines to obtain the first test sensor data based on a plurality of test sensor data associated with the first test location;
  • the server 100 replaces the test sensing data associated with the first test location with the first test sensing data.
  • the first test position may be one or more.
  • the server 100 determines to obtain the first test sensing data based on a plurality of test sensing data associated with the first test location, including:
  • the server 100 determines to obtain first test WIFI information based on multiple pieces of test WIFI information associated with the first test location; and/or determines to obtain first test IMU information based on multiple pieces of test IMU information associated with the first test location;
  • the server 100 uses the first test WIFI information and/or the first test IMU information as the first test sensing data.
  • the test WIFI information includes the identifier of at least one AP and the signal strength of each AP in the at least one AP; the server 100 determines and obtains the test WIFI information based on a plurality of test WIFI information associated with the first test location.
  • the first test WIFI information including:
  • the server 100 obtains the identifiers of K APs and at least one signal strength of each of the K APs based on a plurality of test WIFI information associated with the first test location, and the identifiers of the K APs are mutually are not the same, the K is a positive integer;
  • the server 100 selects M APs from the K APs, at least one signal strength of each AP in the M APs has a signal strength greater than or equal to a first threshold, and the M is less than or equal to the K , and the M is a positive integer;
  • the server 100 uses the identifiers of the M APs and at least one signal strength of each of the M APs as the first test WIFI information.
  • test WIFI information For example, suppose that the first test location is associated with two test WIFI information, one test WIFI information includes the ID of AP1, the ID of AP2, the signal strength 1 of AP1, and the signal strength 2 of AP2, and the other test WIFI information includes the ID of AP2 , AP3 ID, AP2 signal strength 3, AP3 signal strength 4, then through these 2 test WIFI information, 3 AP IDs (such as AP1 ID, AP2 ID and AP3 ID), AP1 signal strength are obtained. 1.
  • Signal strength 2 and signal strength 3 of AP2, and signal strength 4 of AP3 if signal strength 1 is greater than the first threshold, signal strength 2 is less than the first threshold, signal strength 3 is greater than the first threshold, and signal strength 4 is less than the first threshold , then 2 APs (such as AP1 and AP2) are selected from the 3 APs, so the finally obtained first test WIFI information includes the identification of AP1, the identification of AP2, the signal strength of AP1, the signal strength of AP2, and the signal strength of AP2. Intensity 3.
  • the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; the server 100 determines and obtains the first test IMU information based on a plurality of test IMU information associated with the first test position, including:
  • the server 100 determines the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on the multiple test IMU information associated with the first test position;
  • the server 100 uses the mean value of the magnetic field strength components and the mean value of the total strength of the magnetic field as the first test IMU information.
  • the first test position is associated with two test IMU information, and one test IMU information includes the magnetic field strength component 1 in the x direction, the magnetic field strength component 2 in the y direction, the magnetic field strength component 3 in the z direction, and the total magnetic field strength 1.
  • Another test IMU information includes the magnetic field strength component 4 in the x direction, the magnetic field strength component 5 in the y direction, the magnetic field strength component 6 in the z direction, and the total magnetic field strength 2, then the finally obtained first test IMU information includes the (magnetic field strength) Intensity component 1 + magnetic field intensity component 2)/2, in y direction (magnetic field intensity component 3 + magnetic field intensity component 4)/2, in z direction (magnetic field intensity component 5 + magnetic field intensity component 6)/2, (total magnetic field intensity 1 + total magnetic field strength 2)/2.
  • the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, including:
  • the server 100 matches the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matches the first IMU information with the IMU information associated with each of the calibration positions;
  • the server 100 takes the first target calibration position as the position of the electronic device 200 .
  • the first WIFI information includes the identifiers of the T first APs and the signal strength of each of the first APs
  • the WIFI information associated with the first target calibration location includes the identifiers of the P second APs and the signal strength of each of the first APs.
  • the signal strength of the second AP, the P is greater than or equal to the T, the T and the P are both positive integers; if the identifiers of the t first APs in the T first APs are the same as the P The identifiers of the t second APs in the second APs match, and the signal strengths of the t first APs match the signal strengths of the t second APs, then it is determined that the first WIFI information matches the first WIFI information.
  • the WIFI information associated with the target calibration position matches, otherwise it is determined that the first WIFI information does not match the WIFI information associated with the first target calibration position, and the quotient of t and P is greater than or equal to a sixth threshold.
  • the first WIFI information includes three AP identifiers (such as the identifier of AP1, the identifier of AP2, and the identifier of AP3), and the WIFI information associated with the first target calibration location includes four AP identifiers (for example, the identifier of AP1, the identifier of AP2 It can be seen that the 3 AP identities included in the first WIFI information match the 3 AP identities included in the WIFI information associated with the first target calibration location; it is also assumed that the first WIFI information includes AP1
  • the signal strength 1 of AP2, the signal strength of AP3 3, the WIFI information associated with the first target calibration location includes the signal strength of AP1 4, the signal strength of AP2 5, the signal strength of AP3 6, the signal strength of AP4 7 , if signal strength 1 is in the range [signal strength 4-k, signal strength 4+k], signal strength 2 is in the range [signal strength 5-k, signal strength 5+k], and signal strength 3 is in the range [signal strength [signal
  • the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, including:
  • the server 100 determines the first position of the electronic device 200 based on the indoor positioning map and the first sensing data;
  • the server 100 receives the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
  • the server 100 determines the second position of the electronic device 200 based on the indoor positioning map, the sensing data sent by the electronic device 200 at least once before, and the second sensing data;
  • the server 100 determines a positioning trajectory of the electronic device 200 based on the first position and the at least one second position.
  • the server 100 connects the first position and at least one second position and performs smoothing processing to obtain the positioning trajectory. For example, assuming that the positions of the electronic device 200 determined by the server 100 are the first position, the second position 1, the second position 2 and the second position 3 respectively, the server 100 sequentially assigns the first position, the second position 1, the second position The two positions 2 and the second position 3 are connected and smoothed to obtain the positioning trajectory of the electronic device 200 , as shown in FIG. 8 .
  • the method further includes: the server 100 obtains the height of the user of the electronic device 200, and determines the step length of the user according to the height of the user;
  • the server 100 determines the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent at least once before by the electronic device 200, and the second sensor data, including:
  • the server 100 determines the first position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, the step length of the user, and the second sensor data. Second position.
  • the sensing data sent by the electronic device 200 at least once before includes L sensing data, and the L is a positive integer;
  • the server 100 based on the indoor positioning map, the electronic device 200 sent at least once The sensing data, the second sensing data, and the step size of the user determine the second position of the electronic device 200, including:
  • the server 100 determines to obtain L first position sets based on the indoor positioning map and the L pieces of sensing data.
  • the L first position sets are in one-to-one correspondence with the L pieces of sensing data.
  • the first position set includes at least one position a;
  • the server 100 determines to obtain a second position set based on the indoor positioning map and the second sensor data, and the second position set includes at least one position b;
  • the server 100 determines to obtain R trajectories based on the L first position sets and the second position sets, where R is a positive integer;
  • the server 100 selects a target trajectory from the R trajectories, the distance between any two adjacent positions included in the target trajectory is in a first distance range, and the middle value of the first distance range is the use is the product of the user's step size and the target time interval, and the target time interval is the receiving time interval of two adjacent sensing data;
  • the server 100 takes the position b included in the target positioning track as the second position of the electronic device 200 .
  • the server 100 determines to obtain a first location set based on the indoor positioning map and the sensing data previously sent by the electronic device 200, and the server 100 determines to obtain a second location set based on the indoor positioning map and the second sensing data.
  • Position set if the first position set includes position a1, and the second position set includes position b1 and position b2, then two positioning tracks are determined based on the two position sets, which are positioning track 1 and position of position a1-position b1 respectively.
  • a1-positioning track 2 of position b2 if the distance between position a1 and position b1 is not within the first distance range, and the distance between position a1 and position b2 is within the first distance range, then the second position of the electronic device 200 is position b2.
  • the method further includes:
  • the server 100 determines a second test position based on the positioning track, where the first target position is at least one of the first position and the at least one second position One, the plurality of calibration positions include the second test position, and the second test position is on the positioning track;
  • the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, where the second target position is at least one of the first position and the at least one second position .
  • the second target position includes the first target position; the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, including:
  • the server 100 updates the test sensing data associated with the second test position to the sensing data associated with the first target position.
  • the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, including:
  • the server 100 determines average sensing data based on the sensing data associated with the second target position, and updates the sensing data associated with the second target position to the average sensing data.
  • the second position 2 is not on the positioning track, but the test position 1 is on the positioning track, which indicates that the second position 2 is not accurately determined, which in turn reflects the test data associated with the test position 1.
  • the sensor data is not accurate.
  • the test sensor data associated with the test location 1 needs to be updated.
  • the test sensor data associated with the test location 1 can be updated to the sensor data associated with the second location 2.
  • the average sensing data may be determined based on the sensing data associated with the second position 2 and the sensing data associated with the second position 3, and then the test sensing data associated with the testing position 1 may be updated to the average sensing data.
  • the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold.
  • the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  • the second threshold may be equal to the third threshold, or may not be equal to the third threshold, which is not limited herein.
  • step A2 the method further includes:
  • the service device determines a plurality of untested positions on the indoor map, the plurality of calibrated positions include the plurality of untested positions;
  • the service device associates the test WIFI information associated with the untested position with the test position i; and/or if the untested position If the distance from the test position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
  • the test positions demarcated on the indoor map include the test position i and the test position j.
  • the fifth threshold may be smaller than the fourth threshold, or may be larger than the fourth threshold, which is not limited herein.
  • the untested location since the test location is random, in order to enrich the data of the indoor positioning map, the untested location also needs to correlate sensor data. For example, as shown in Figure 8, the indoor map is divided into small areas of 1 decimeter x 1 decimeter. As shown in Figure 10, the small areas without test points in the small area are all untested locations.
  • the sensor data that needs to be associated with the location depends on the surrounding test location. For example, suppose the fourth threshold is 5 decimeters and the fifth threshold is 2 decimeters.
  • test point in the upper left corner of Figure 10 is associated with test WIFI information 1 and test IMU information 1
  • the WIFI information associated with the untested location within 5 decimeters from the test point is the test WIFI information 1
  • the IMU information associated with the untested location within 2 decimeters from the test point is the test IMU information 1.
  • the method further includes:
  • the server 100 replaces the WIFI information associated with the multiple first untested locations with the updated WIFI information associated with the second testing location; and/or replaces the IMU information associated with the multiple second untested locations with the second Test the IMU information associated with the location update;
  • the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  • the information associated with a certain test position when the information associated with a certain test position is updated, the information associated with the untested positions around the test position also needs to be updated at this time, so as to improve the accuracy of indoor positioning.
  • FIG. 11 is a schematic structural diagram of a server provided by an embodiment of the present application.
  • the server is the server 100 in the above indoor positioning system.
  • the above indoor positioning system further includes an electronic device 200.
  • the server Comprising a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the processor, and the program includes instructions for performing the following steps:
  • first sensing data sent by the electronic device 200, where the first sensing data includes first WIFI information and/or first IMU information;
  • the positioning information of the electronic device 200 is determined based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a piece of sensing data. Data includes a WIFI information and/or an IMU information;
  • the positioning information of the electronic device 200 is sent to the electronic device 200 .
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the above-mentioned program before receiving the first sensing data sent by the electronic device 200, the above-mentioned program includes an instruction for performing the following steps:
  • A1 Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all
  • the test equipment is obtained through ultra-wideband UWB positioning;
  • A2 demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
  • A3 Repeat steps A1-A2 until data collection is completed;
  • A4 Process the indoor map after location calibration to obtain the indoor positioning map.
  • test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the above procedure includes instructions specifically for performing the following steps:
  • test sensing data associated with the first test location is replaced with the first test sensing data.
  • the above-mentioned program includes instructions specifically for performing the following steps:
  • the first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
  • the first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  • the test WIFI information includes the identification of at least one access node AP and the signal strength of each AP in the at least one AP; determined based on a plurality of test WIFI information associated with the first test location
  • the above program includes instructions specifically for executing the following steps:
  • the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
  • M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
  • the identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  • the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the above-mentioned program includes specific steps. Instructions to perform the following steps:
  • the average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  • the above program includes instructions specifically for executing the following steps:
  • the first target calibration position is used as the position of the electronic device 200 .
  • the above program includes instructions specifically for executing the following steps:
  • B2 Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
  • B3 Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data;
  • B5 Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
  • the above-mentioned program includes instructions for performing the following steps:
  • a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position,
  • the plurality of calibration positions include the second test position, and the second test position is on the positioning track;
  • the test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  • the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold;
  • the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  • the above-mentioned program includes an instruction that is also used to perform the following steps:
  • the untested position and the test position i are less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
  • the test positions demarcated on the indoor map include the test position i and the test position j.
  • the above program includes instructions for further performing the following steps:
  • the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  • FIG. 12 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
  • the electronic device is an electronic device 200 in the above-mentioned indoor positioning system.
  • the above-mentioned indoor positioning system further includes a server 100.
  • the electronic device includes a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the processor, and the program includes steps for performing the following steps command:
  • first sensing data includes first WIFI information and/or first IMU information
  • the positioning information of the electronic device 200 is determined by the server 100 based on the indoor positioning map and the first sensing data. There are a plurality of calibration positions, and each of the calibration positions is associated with a piece of sensing data, where the sensing data includes a piece of WIFI information and/or one piece of IMU information.
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the positioning information of the electronic device 200 includes the location of the electronic device 200;
  • the position of the electronic device 200 is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target The IMU information associated with the calibration position matches the first IMU information.
  • the positioning information of the electronic device 200 includes a positioning track of the electronic device 200;
  • the positioning track of the electronic device 200 is determined based on a first position and at least one second position, the first position is determined by the server 100 based on an indoor positioning map and the first sensing data, the at least one second position is determined.
  • a second position is obtained by the server 100 by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or Second IMU information, the step B3 is to determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data .
  • FIG. 13 is a schematic diagram of an indoor positioning device provided by an embodiment of the present application, which is applied to the server 100 in an indoor positioning system.
  • the indoor positioning system further includes an electronic device 200 , and the device includes:
  • a receiving unit 1301 configured to receive first sensing data sent by the electronic device 200, where the first sensing data includes first WIFI information and/or first IMU information;
  • the determining unit 1302 is configured to determine the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a sensor. data, the sensor data includes a WIFI information and/or an IMU information;
  • the sending unit 1303 is configured to send the positioning information of the electronic device 200 to the electronic device 200 .
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the determining unit 1302 before receiving the first sensing data sent by the electronic device 200, the determining unit 1302 is further configured to:
  • A1 Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all
  • the test equipment is obtained through ultra-wideband UWB positioning;
  • A2 demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
  • A3 Repeat steps A1-A2 until data collection is completed;
  • A4 Process the indoor map after location calibration to obtain the indoor positioning map.
  • test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the above-mentioned determination Unit 1302 is specifically used for:
  • test sensing data associated with the first test location is replaced with the first test sensing data.
  • the above determining unit 1302 is specifically configured to:
  • the first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
  • the first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  • the test WIFI information includes the identification of at least one access node AP and the signal strength of each AP in the at least one AP; determined based on a plurality of test WIFI information associated with the first test location
  • the above determining unit 1302 is specifically used for:
  • the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
  • M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
  • the identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  • the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the above determining unit 1302 Specifically for:
  • the average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  • the above determining unit 1302 is specifically configured to:
  • the first target calibration position is used as the position of the electronic device 200 .
  • the above determining unit 1302 is specifically configured to:
  • B2 Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
  • B3 Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data;
  • B5 Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
  • the apparatus further includes a first update unit 1304, and the first update unit 1304 is configured to:
  • a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position,
  • the plurality of calibration positions include the second test position, and the second test position is on the positioning track;
  • the test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  • the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold;
  • the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  • the above determining unit 1302 is further configured to:
  • the untested position and the test position i are less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
  • the test positions demarcated on the indoor map include the test position i and the test position j.
  • the apparatus further includes a second update unit 1305, after updating the test sensor data associated with the second test location based on the sensor data associated with the second target location, the second update unit 1305 is configured to:
  • the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  • the determining unit 1302 , the first updating unit 1304 , and the second updating unit 1305 may be implemented by the processor in FIG. 11
  • the receiving unit 1301 and the transmitting unit 1303 may be implemented by the transceiver in FIG. 11 .
  • FIG. 14 is a schematic diagram of an indoor positioning apparatus provided by an embodiment of the present application, which is applied to an electronic device 200 in an indoor positioning system.
  • the indoor positioning system further includes a server 100, and the apparatus includes:
  • a sending unit 1401 configured to send first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
  • the receiving unit 1402 is configured to receive the positioning information of the electronic device 200 sent by the server 100, where the positioning information of the electronic device 200 is determined by the server 100 based on the indoor positioning map and the first sensing data, There are multiple calibration positions on the indoor positioning map, each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
  • each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
  • the positioning information of the electronic device 200 includes the location of the electronic device 200;
  • the position of the electronic device 200 is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target The IMU information associated with the calibration position matches the first IMU information.
  • the positioning information of the electronic device 200 includes a positioning track of the electronic device 200;
  • the positioning track of the electronic device 200 is determined based on a first position and at least one second position, the first position is determined by the server 100 based on an indoor positioning map and the first sensing data, the at least one second position is determined.
  • a second position is obtained by the server 100 by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or Second IMU information, the step B3 is to determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data .
  • sending unit 1401 and the receiving unit 1402 may be implemented by the transceiver in FIG. 12 .
  • Embodiments of the present application further provide a computer storage medium, wherein the computer storage medium stores a computer program for electronic data exchange, and the computer program causes the computer to execute part or all of the steps of any method described in the above method embodiments , the above computer includes an electronic device or a server.
  • Embodiments of the present application further provide a computer program product, where the computer program product includes a non-transitory computer-readable storage medium storing a computer program, and the computer program is operable to cause a computer to execute any one of the method embodiments described above. some or all of the steps of the method.
  • the computer program product may be a software installation package, and the above-mentioned computer includes an electronic device or a server.
  • the disclosed apparatus may be implemented in other manners.
  • the apparatus embodiments described above are only illustrative, for example, the division of the above-mentioned units is only a logical function division, and other division methods may be used in actual implementation, for example, multiple units or components may be combined or integrated. to another system, or some features can be ignored, or not implemented.
  • the shown or discussed mutual coupling or direct coupling or communication connection may be through some interfaces, indirect coupling or communication connection of devices or units, and may be in electrical or other forms.
  • the above-mentioned units described as separate components may or may not be physically separated, and components displayed as units may or may not be physical units, that is, may be located in one place, or may be distributed to multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution in this embodiment.
  • each functional unit in each embodiment of the present application may be integrated into one processing unit, or each unit may exist physically alone, or two or more units may be integrated into one unit.
  • the above-mentioned integrated units may be implemented in the form of hardware, or may be implemented in the form of software functional units.
  • the above-mentioned integrated units if implemented in the form of software functional units and sold or used as independent products, may be stored in a computer-readable memory.
  • the technical solution of the present application can be embodied in the form of a software product in essence, or the part that contributes to the prior art, or all or part of the technical solution, and the computer software product is stored in a memory.
  • a computer device which may be a personal computer, a server, or a network device, etc.
  • the aforementioned memory includes: U disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), mobile hard disk, magnetic disk or optical disk and other media that can store program codes.

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Abstract

An indoor positioning method, being applied to an indoor positioning system. The indoor positioning system comprises a server (100) and an electronic device (200). The indoor positioning method comprises: the server (100) receives first sensing data sent by the electronic device (200) (210), the first sensing data comprising first WiFi information and/or first IMU information; the server (100) determines the position information of the electronic device (200) on the basis of an indoor positioning map and the first sensing data (220), there being multiple calibration positions on the indoor positioning map, each calibration position being associated with a piece of sensing data, and the sensing data comprising a piece of WiFi information and/or a piece of IMU information; and the server sends the position information of the electronic device to the electronic device (230). Further disclosed are an indoor positioning method and apparatus applied to the electronic device (200), the electronic device (200), an apparatus applied to the server (100), the server (100), and a computer readable storage medium. The present application can improve indoor positioning accuracy.

Description

室内定位方法及相关装置Indoor positioning method and related device
本发明要求2020年11月11日递交的发明名称为“室内定位方法及相关装置”的申请号202011254242.5的在先申请优先权,上述在先申请的内容以引入的方式并入本文本中。The present application claims the priority of an earlier application with the title of "Indoor Positioning Method and Related Apparatus" filed on November 11, 2020, and the priority of the earlier application, the contents of which are incorporated into this text by way of reference.
技术领域technical field
本申请涉及电子技术领域,尤其涉及一种室内定位方法及相关装置。The present application relates to the field of electronic technologies, and in particular, to an indoor positioning method and related devices.
背景技术Background technique
随着数据业务和多媒体业务的快速增加,人们对定位与导航的需求日益增大,在室外环境下,基于全球卫星导航系统(GNSS)的全球定位系统(GPS)或北斗星定位系统已经可以满足一定的室外定位需求。然而在室内,尤其在复杂的室内环境,如机场大厅、展厅、仓库、超市、图书馆、地下停车场、矿井等环境中,常常需要确定移动终端或其持有者在室内的位置信息,但是由于存在复杂室内环境等限制的问题,目前的定位精度不高,因此如何提高室内定位的精度是亟待解决的技术问题。With the rapid increase of data services and multimedia services, people's demand for positioning and navigation is increasing. In the outdoor environment, the Global Positioning System (GPS) or Beidou satellite positioning system based on the Global Navigation Satellite System (GNSS) can already meet certain requirements. outdoor positioning requirements. However, indoors, especially in complex indoor environments such as airport halls, exhibition halls, warehouses, supermarkets, libraries, underground parking lots, mines, etc., it is often necessary to determine the indoor location information of the mobile terminal or its holder. Due to the limitations of complex indoor environments, the current positioning accuracy is not high, so how to improve the accuracy of indoor positioning is a technical problem that needs to be solved urgently.
发明内容SUMMARY OF THE INVENTION
本申请实施例提供一种室内定位方法及相关装置。Embodiments of the present application provide an indoor positioning method and a related device.
第一方面,本申请实施例提供一种室内定位方法,应用于室内定位系统中的服务器,所述室内定位系统还包括电子设备,所述方法包括:In a first aspect, an embodiment of the present application provides an indoor positioning method, which is applied to a server in an indoor positioning system, where the indoor positioning system further includes an electronic device, and the method includes:
接收所述电子设备发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;receiving first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first IMU information;
基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;The positioning information of the electronic device is determined based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a piece of sensing data. The sensing data Include a WIFI information and/or an IMU information;
向所述电子设备发送所述电子设备的定位信息。Sending positioning information of the electronic device to the electronic device.
第二方面,本申请实施例提供一种室内定位方法,应用于室内定位系统中的电子设备,所述室内定位系统还包括服务器,所述方法包括:In a second aspect, an embodiment of the present application provides an indoor positioning method, which is applied to an electronic device in an indoor positioning system, the indoor positioning system further includes a server, and the method includes:
向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;sending first sensing data to the server, where the first sensing data includes first WIFI information and/or first IMU information;
接收所述服务器发送的所述电子设备的定位信息,所述电子设备的定位信息是所述服务器基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。Receive the positioning information of the electronic device sent by the server, where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, and there are multiple calibrations on the indoor positioning map position, each of the calibrated positions is associated with a piece of sensory data, and the sensory data includes a piece of WIFI information and/or a piece of IMU information.
第三方面,本申请实施例提供一种室内定位系统,所述室内定位系统包括服务器和电子设备,其中:In a third aspect, an embodiment of the present application provides an indoor positioning system, where the indoor positioning system includes a server and an electronic device, wherein:
所述电子设备,用于向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;the electronic device, configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first IMU information;
所述服务器,用于接收所述第一传感数据;基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;向所述电子设备发送所述电子设备的定位信息;The server is configured to receive the first sensing data; determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, each The calibration position is associated with a sensory data, and the sensory data includes a WIFI information and/or an IMU information; send the positioning information of the electronic device to the electronic device;
所述电子设备,还用于接收所述电子设备的定位信息。The electronic device is further configured to receive positioning information of the electronic device.
第四方面,本申请实施例提供一种室内定位装置,应用于室内定位系统中的服务器,所述室内定位系统还包括电子设备,所述装置包括:In a fourth aspect, an embodiment of the present application provides an indoor positioning device, which is applied to a server in an indoor positioning system, where the indoor positioning system further includes electronic equipment, and the device includes:
接收单元,用于接收所述电子设备发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;a receiving unit, configured to receive first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first IMU information;
确定单元,用于基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;a determining unit, configured to determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, and each of the calibration positions is associated with one sensing data, The sensing data includes a WIFI information and/or an IMU information;
发送单元,用于向所述电子设备发送所述电子设备的定位信息。A sending unit, configured to send the positioning information of the electronic device to the electronic device.
第五方面,本申请实施例提供一种室内定位装置,应用于室内定位系统中的电子设备,所述室内定位系统还包括服务器,所述装置包括:In a fifth aspect, an embodiment of the present application provides an indoor positioning device, which is applied to an electronic device in an indoor positioning system, the indoor positioning system further includes a server, and the device includes:
发送单元,用于向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;a sending unit, configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first IMU information;
接收单元,用于接收所述服务器发送的所述电子设备的定位信息,所述电子设备的定位信息是所述服务器基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。a receiving unit, configured to receive the positioning information of the electronic device sent by the server, where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, the indoor positioning map There are multiple calibration positions on the device, and each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
第六方面,本申请实施例提供一种服务器,包括处理器、存储器、收发器以及一个或多个程序,其中,上述一个或多个程序被存储在上述存储器中,并且被配置由上述处理器执行,上述程序包括用于执行本申请实施例第一方面任一方法中的步骤的指令。In a sixth aspect, an embodiment of the present application provides a server, including a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured by the processor For execution, the above program includes instructions for executing steps in any method of the first aspect of the embodiments of the present application.
第七方面,本申请实施例提供一种电子设备,包括处理器、存储器、收发器以及一个或多个程序,其中,上述一个或多个程序被存储在上述存储器中,并且被配置由上述处理器执行,上述程序包括用于执行本申请实施例第二方面任一方法中的步骤的指令。In a seventh aspect, an embodiment of the present application provides an electronic device, including a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory, and are configured to be processed by the above The above program includes instructions for executing steps in any method in the second aspect of the embodiments of the present application.
第八方面,本申请实施例提供了一种计算机可读存储介质,其中,上述计算机可读存储介质存储用于电子数据交换的计算机程序,其中,上述计算机程序使得计算机执行如本申请实施例第一方面任一方法或第二方面任一方法中所描述的部分或全部步骤。In an eighth aspect, an embodiment of the present application provides a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program for electronic data exchange, wherein the computer program enables a computer to execute the computer program as described in the first embodiment of the present application. Some or all of the steps described in any method of one aspect or any method of the second aspect.
第九方面,本申请实施例提供了一种计算机程序产品,其中,上述计算机程序产品包括存储了计算机程序的非瞬时性计算机可读存储介质,上述计算机程序可操作来使计算机执行如本申请实施例第一方面任一方法或第二方面任一方法中所描述的部分或全部步骤。该计算机程序产品可以为一个软件安装包。In a ninth aspect, an embodiment of the present application provides a computer program product, wherein the computer program product includes a non-transitory computer-readable storage medium storing a computer program, and the computer program is operable to cause a computer to execute as implemented in the present application. Examples include some or all of the steps described in any method of the first aspect or any method of the second aspect. The computer program product may be a software installation package.
附图说明Description of drawings
为了更清楚地说明本申请实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the following briefly introduces the accompanying drawings required for the description of the embodiments or the prior art. Obviously, the drawings in the following description are only These are some embodiments of the present application. For those of ordinary skill in the art, other drawings can also be obtained based on these drawings without any creative effort.
图1是本申请实施例提供的一种室内定位系统的示意图;1 is a schematic diagram of an indoor positioning system provided by an embodiment of the present application;
图2是本申请实施例提供的一种室内定位方法的流程示意图;2 is a schematic flowchart of an indoor positioning method provided by an embodiment of the present application;
图3是本申请实施例提供的另一种室内定位方法的流程示意图;3 is a schematic flowchart of another indoor positioning method provided by an embodiment of the present application;
图4是本申请实施例提供的一种测试位置的分布示意图;4 is a schematic diagram of the distribution of a test location provided by an embodiment of the present application;
图5是本申请实施例提供的一种定位误差分布直方图;Fig. 5 is a kind of positioning error distribution histogram provided by the embodiment of the present application;
图6是本申请实施例提供的一种定位误差的示意图;6 is a schematic diagram of a positioning error provided by an embodiment of the present application;
图7是本申请实施例提供的另一种室内定位方法的流程示意图;7 is a schematic flowchart of another indoor positioning method provided by an embodiment of the present application;
图8是本申请实施例提供的一种电子设备的定位轨迹的示意图;8 is a schematic diagram of a positioning trajectory of an electronic device provided by an embodiment of the present application;
图9是本申请实施例提供的一种示例示意图;FIG. 9 is an exemplary schematic diagram provided by an embodiment of the present application;
图10是本申请实施例提供的另一种示例示意图;FIG. 10 is another exemplary schematic diagram provided by an embodiment of the present application;
图11是本申请实施例提供的一种服务器的结构示意图;11 is a schematic structural diagram of a server provided by an embodiment of the present application;
图12是本申请实施例提供的一种电子设备的结构示意图;12 is a schematic structural diagram of an electronic device provided by an embodiment of the present application;
图13是本申请实施例提供的一种室内定位装置的结构示意图;13 is a schematic structural diagram of an indoor positioning device provided by an embodiment of the present application;
图14是本申请实施例提供的另一种室内定位装置的结构示意图。FIG. 14 is a schematic structural diagram of another indoor positioning device provided by an embodiment of the present application.
具体实施方式Detailed ways
为了使本技术领域的人员更好地理解本申请方案,下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。In order to make those skilled in the art better understand the solutions of the present application, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are only It is a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of the present application.
本申请的说明书和权利要求书及上述附图中的术语“第一”、“第二”等是用于区别不同对象,而不是用于描述特定顺序。此外,术语“包括”和“具有”以及它们任何变形,意图在于覆盖不排他的包含。例如包含了一系列步骤或单元的过程、方法、系统、产品或设备没有限定于已列出的步骤或单元,而是可选地还包括没有列出的步骤或单元,或可选地还包括对于这些过程、方法、产品或设备固有的其他步骤或单元。The terms "first", "second" and the like in the description and claims of the present application and the above drawings are used to distinguish different objects, rather than to describe a specific order. Furthermore, the terms "comprising" and "having" and any variations thereof are intended to cover non-exclusive inclusion. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but optionally also includes unlisted steps or units, or optionally also includes For other steps or units inherent to these processes, methods, products or devices.
在本文中提及“实施例”意味着,结合实施例描述的特定特征、结构或特性可以包含在本申请的至少一个实施例中。在说明书中的各个位置出现该短语并不一定均是指相同的实施例,也不是与其它实施例互斥的独立的或备选的实施例。本领域技术人员显式地和隐式地理解的是,本文所描述的实施例可以与其它实施例相结合。Reference herein to an "embodiment" means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one embodiment of the present application. The appearances of the phrase in various places in the specification are not necessarily all referring to the same embodiment, nor a separate or alternative embodiment that is mutually exclusive of other embodiments. It is explicitly and implicitly understood by those skilled in the art that the embodiments described herein may be combined with other embodiments.
关于室内定位技术的研究主要分为两类:基于无线射频信号的定位技术和基于惯性测量单元(Inertial Measurement Unit,IMU)的定位技术。第一类技术需要在应用场景中布置信号发射机或接收机,在办公室、工厂、家庭等场所中较多使用。此类技术包括WIFI、蓝牙(Bluetooth)、远距离无线电(Long Range Radio,LoRa)和超宽带(Ultra Wideband,UWB)等,其中,WIFI是相对成熟且应用较多的技术。The research on indoor positioning technology is mainly divided into two categories: positioning technology based on radio frequency signals and positioning technology based on Inertial Measurement Unit (IMU). The first type of technology requires the arrangement of signal transmitters or receivers in application scenarios, and is often used in offices, factories, homes and other places. Such technologies include WIFI, Bluetooth (Bluetooth), Long Range Radio (Long Range Radio, LoRa) and Ultra Wideband (Ultra Wideband, UWB), etc. Among them, WIFI is a relatively mature and widely used technology.
在中短距离内Wi-Fi覆盖度广,受非视距(NLOS)影响极少。对于WIFI定位系统而言,硬件平台已相对成熟。但是在复杂的室内环境中,WIFI的多径效应仍旧普遍存在,因而无法使用基于信号衰减模型的定位方法。WIFI定位系统一般利用机器学习实现其定位,具体的实现过程分为两个阶段:离线阶段,先利用大量的WIFI信号数据进行训练,以建立能详细描述WIFI信号强弱的环境模型;在线阶段,系统先实时采集数据,并将其代入由上一阶段已建立好的信号分布模型,再由分类算法计算出该信号的详细位置。Wi-Fi coverage is wide in short and medium distances and is minimally affected by non-line-of-sight (NLOS). For the WIFI positioning system, the hardware platform is relatively mature. However, in a complex indoor environment, the multipath effect of WIFI is still widespread, so the positioning method based on the signal attenuation model cannot be used. WIFI positioning system generally uses machine learning to achieve its positioning. The specific implementation process is divided into two stages: offline stage, first use a large amount of WIFI signal data for training to build an environment model that can describe the strength of WIFI signal in detail; online stage, The system first collects data in real time, and substitutes it into the signal distribution model established in the previous stage, and then calculates the detailed position of the signal by the classification algorithm.
蓝牙信标技术目前也是相对比较成熟的技术。蓝牙是通过接收测量到的信号的接收信号的强度指示(Received Signal Strength Indicator,RSSI)值实现定位的,其原理与WIFI定位类似。另一方面,由于蓝牙技术中还集成了达到角度测距(Angle-of-Arrival,AoA)的测量,定位精度比WIFI高,其具有设备体积小、部署简单、续航能力强等优点,只要启动设备的蓝牙功能,就可以实现对其定位。蓝牙传输不受视距的影响。基于以上特点,蓝牙技术非常适合用于室内定位,但蓝牙通信距离短,稳定性一般,容易受遮挡影响,因此常用于教室、办公室等小范围区域的定位。Bluetooth beacon technology is currently a relatively mature technology. Bluetooth realizes positioning by receiving the Received Signal Strength Indicator (RSSI) value of the measured signal, and its principle is similar to WIFI positioning. On the other hand, since the measurement of Angle-of-Arrival (AoA) is also integrated in the Bluetooth technology, the positioning accuracy is higher than that of WIFI, and it has the advantages of small size, simple deployment, and strong battery life. The Bluetooth function of the device can realize its positioning. Bluetooth transmission is not affected by line-of-sight. Based on the above characteristics, Bluetooth technology is very suitable for indoor positioning, but the Bluetooth communication distance is short, the stability is average, and it is easily affected by occlusion, so it is often used for positioning in small areas such as classrooms and offices.
LoRa技术是最近出现的一种无线技术。2013年8月,Semtech公司将新开发的远距离低功耗技术集成在一种芯片上。LoRa芯片的接收灵敏度是-148dbm,即LoRa可以接收弱强度的无线信号。通过LoRa网关与节点之间的信号飞行时间和接收信号强度来估计锚点与定位标签之间的距离,再结合多个锚点的测量值实现对目标节点的定位。由于其低功耗远距离的传输能力,LoRa定位在设备、资产的定位中具有重要的研究价值。LoRa technology is a wireless technology that has recently emerged. In August 2013, Semtech integrated the newly developed long-range low-power technology on a single chip. The receiving sensitivity of the LoRa chip is -148dbm, that is, LoRa can receive weak wireless signals. The distance between the anchor point and the positioning tag is estimated by the signal flight time and received signal strength between the LoRa gateway and the node, and the target node is located by combining the measurement values of multiple anchor points. Due to its low-power and long-distance transmission capability, LoRa positioning has important research value in the positioning of equipment and assets.
UWB定位系统主要包含锚节点与定位节点。其中锚节点坐标已知,需在定位区域提前布置,等待入网的定位节点与其通信。目前,UWB定位系统主要通过测距的方式实现定位。定位时,系统先基于不同的测距技术获得距离信息,并结合不同的位置估计算法来计算位置。超宽带定位的代表是Ubisense,其定位方案采用UWB脉冲信号,由多个传感器采用TDOA和AOA定位算法对标签位置进行分析,精度高(最高可达亚米级),多径分辨能力强。超宽带通信无需使用传统通信体制里的载波,而是通过发送和接收具有纳秒或纳秒级以下的极窄脉冲来传输数据,因此具有GHz量级的带宽。由于超宽带定位技术具有穿透力强、抗多径效果好、安全性高、系统复杂度低、能提供精确定位精度等优点,前景相当广阔。近年来,众多初创型公司利用UWB技术推出了成本更低且不影响性能的定位方案,使得UWB不再限制于小众市场。The UWB positioning system mainly includes anchor nodes and positioning nodes. The anchor node coordinates are known, and it needs to be arranged in the positioning area in advance, and the positioning node waiting for the network to communicate with it. At present, the UWB positioning system mainly realizes positioning by means of ranging. When positioning, the system first obtains distance information based on different ranging technologies, and combines different position estimation algorithms to calculate the position. The representative of ultra-wideband positioning is Ubisense. Its positioning scheme uses UWB pulse signals. Multiple sensors use TDOA and AOA positioning algorithms to analyze the position of tags. It has high accuracy (up to sub-meter level) and strong multipath resolution. Ultra-wideband communication does not need to use carrier waves in traditional communication systems, but transmits data by sending and receiving extremely narrow pulses with nanoseconds or less, so it has a bandwidth on the order of GHz. Because UWB positioning technology has the advantages of strong penetrating power, good anti-multipath effect, high security, low system complexity, and can provide precise positioning accuracy, the prospect is quite broad. In recent years, many start-up companies have used UWB technology to launch lower-cost positioning solutions that do not affect performance, so that UWB is no longer limited to niche markets.
基于IMU的室内技术在导航与制导领域被广泛使用。惯性测量单元是移动机器人、移动智能设备上常见的传感器。IMU配备输出三轴加速度的加速度计和输出三轴角速度的陀螺仪,输出频率高,无需考虑光照和场景图像纹理的因素,对于移动机器人快速运动的情况下能够提供精确的数据,实时性好,但是严重的累计误差是单独的惯性导航系统需解决的问题。基于行人轨迹推算(PDR)原理利用行人步行的运动模型与加速度数据变化的对应关系,设计了一种多参数约束的步伐检测算法。针对步长估计问题,通过研究常用步长估算模型优缺点与适用范围,设计了一种不同运动状态的步长估计模型,其中,运动状态是通过BP神经网络算法处理惯性数据获得。针对航向检测问题,通过研究航向采样值与行人运动模型的关系,采取了自矫正措施,减少了航向采样的随机误差。由于IMU测量和估计中的积累误差,在长时间工作时仍会产生漂移的现象。往往通过融合其他传感器的数据来达到提升系统稳定性的问题。IMU-based indoor technology is widely used in the field of navigation and guidance. Inertial measurement units are common sensors on mobile robots and mobile smart devices. The IMU is equipped with an accelerometer that outputs three-axis acceleration and a gyroscope that outputs three-axis angular velocity. The output frequency is high, and there is no need to consider the factors of illumination and scene image texture. It can provide accurate data when the mobile robot moves rapidly, with good real-time performance. But serious cumulative error is a problem to be solved by a single inertial navigation system. Based on the principle of Pedestrian Trajectory Reckoning (PDR), a multi-parameter constrained step detection algorithm is designed by using the corresponding relationship between the pedestrian's walking motion model and the acceleration data. Aiming at the problem of step size estimation, by studying the advantages, disadvantages and application scope of common step size estimation models, a step size estimation model with different motion states is designed. The motion states are obtained by processing inertial data through BP neural network algorithm. Aiming at the problem of heading detection, by studying the relationship between the heading sampling value and the pedestrian motion model, self-correction measures are taken to reduce the random error of heading sampling. Due to the accumulated errors in the IMU measurement and estimation, the phenomenon of drift still occurs during long-term operation. The problem of improving system stability is often achieved by fusing data from other sensors.
基于智能终端的室内定位系统是解决室内无GPS信号与地图情况下的定位与PDR导航问题的有效手段,并可在大型商超,仓储与物流,公共建筑中发挥巨大的优势。室内的定位导览就是一个很有市场的应用场景。The indoor positioning system based on intelligent terminal is an effective means to solve the problem of positioning and PDR navigation without GPS signal and map indoors, and can play a huge advantage in large supermarkets, warehousing and logistics, and public buildings. Indoor positioning navigation is a very marketable application scenario.
请参见图1,本申请实施例提供了一种室内定位系统,该系统包括服务器100和电子设备200,其中:Referring to FIG. 1, an embodiment of the present application provides an indoor positioning system, the system includes a server 100 and an electronic device 200, wherein:
电子设备200,用于向服务器100发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;The electronic device 200 is configured to send first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first IMU information;
服务器100,用于接收所述第一传感数据;基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;向所述电子设备200发送所述电子设备200的定位信息;The server 100 is configured to receive the first sensing data; determine the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each The calibration position is associated with a sensor data, and the sensor data includes a WIFI information and/or an IMU information; send the positioning information of the electronic device 200 to the electronic device 200;
电子设备200,还用于接收服务器100发送的该电子设备200的定位信息。The electronic device 200 is further configured to receive the positioning information of the electronic device 200 sent by the server 100 .
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在一实现方式中,在接收所述第一传感数据之前,服务器100还用于:In an implementation manner, before receiving the first sensing data, the server 100 is further configured to:
A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
可选地,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;在对位置标定后的所述室内地图进行处理方面,服务器100具体用于:Optionally, the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the server 100 Specifically for:
基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
可选地,在基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据方面,服务器100具体用于:Optionally, in terms of determining to obtain the first test sensing data based on a plurality of test sensing data associated with the first test location, the server 100 is specifically configured to:
基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
可选地,所述测试WIFI信息包括至少一个接入点(Access Point,AP)的标识和所述至少一个AP中的每个AP的信号强度;在基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息方面,服务器100具体用于:Optionally, the test WIFI information includes the identification of at least one access point (Access Point, AP) and the signal strength of each AP in the at least one AP; In terms of determining the test WIFI information to obtain the first test WIFI information, the server 100 is specifically used for:
基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
可选地,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;在基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息方面,服务器100具体用于:Optionally, the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the server 100 specifically uses At:
基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
在一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息方面,服务器100具体用于:In an implementation manner, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the server 100 is specifically configured to:
将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述电子设备200的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device 200 .
在一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息方面,服务器100具体用于:In an implementation manner, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the server 100 is specifically configured to:
B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备的第一位置;B1: Determine the first position of the electronic device based on the indoor positioning map and the first sensing data;
B2:接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
B3:基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置;B3: Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent at least once before by the electronic device, and the second sensor data;
B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备200的定位轨迹。B5: Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
可选地,服务器100还用于:Optionally, the server 100 is also used for:
若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
可选地,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值,Optionally, the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold,
或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
在本申请的一实现方式中,步骤A2之后,所述服务器100还用于:In an implementation manner of the present application, after step A2, the server 100 is further configured to:
确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
可选地,在基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,所述服务器100还用于:Optionally, after updating the test sensing data associated with the second test position based on the sensing data associated with the second target position, the server 100 is further configured to:
将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
需要说明的是,本实施例的具体实现过程可参见下述方法实施例所述的具体实现过程,在此不再叙述。It should be noted that, for the specific implementation process of this embodiment, reference may be made to the specific implementation process described in the following method embodiments, which will not be described herein again.
请参见图2,图2是本申请实施例提供了一种室内定位方法的流程示意图,应用于室内定位系统中的服务器100,所述室内定位系统还包括电子设备200,如图所示,本室内定位方法包括以下操作。Please refer to FIG. 2. FIG. 2 is a schematic flowchart of an indoor positioning method provided by an embodiment of the present application, which is applied to the server 100 in an indoor positioning system. The indoor positioning system further includes an electronic device 200. As shown in the figure, this The indoor positioning method includes the following operations.
步骤210:电子设备200向服务器100发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息。Step 210: The electronic device 200 sends first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first IMU information.
其中,第一WIFI信息是电子设备200的WIFI模块获取到的,第一WIFI信息包括以下至少一种:电子设备200当前搜索到的至少一个AP的标识(如MAC地址、名称等)、搜索到每个AP的信号强度、信道(channel)信息、时间戳。The first WIFI information is obtained by the WIFI module of the electronic device 200, and the first WIFI information includes at least one of the following: the identifier (such as MAC address, name, etc.) of at least one AP currently searched by the electronic device 200, the searched Signal strength, channel information, timestamp of each AP.
其中,第一IMU信息是电子设备200的IMU获取到的,第一IMU信息包括以下至少一种:电子设备200当前检测到的x、y、z三个方向的磁场强度分量(东北空坐标系)、磁场总强度。The first IMU information is obtained by the IMU of the electronic device 200, and the first IMU information includes at least one of the following: the magnetic field intensity components in the three directions of x, y, and z currently detected by the electronic device 200 (the northeast space coordinate system ), the total strength of the magnetic field.
步骤220:服务器100接收电子设备200发送的第一传感数据;服务器100基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息。Step 220: The server 100 receives the first sensing data sent by the electronic device 200; the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data.
其中,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。Wherein, there are multiple calibration positions on the indoor positioning map, each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
其中,所述WIFI信息包括以下至少一种信息:至少一个AP的标识、每个AP的信号强度、channel信息、时间戳。Wherein, the WIFI information includes at least one of the following information: the identification of at least one AP, the signal strength of each AP, channel information, and a timestamp.
其中,所述IMU信息包括以下至少一种信息:x、y、z三个方向的磁场强度分量(东北空坐标系)、磁场总强度。Wherein, the IMU information includes at least one of the following information: magnetic field intensity components in three directions of x, y, and z (northeast space coordinate system), and total magnetic field intensity.
步骤230:服务器100向电子设备200发送电子设备200的定位信息;电子设备200接收服务器100发送的电子设备200的定位信息。Step 230 : the server 100 sends the positioning information of the electronic device 200 to the electronic device 200 ; the electronic device 200 receives the positioning information of the electronic device 200 sent by the server 100 .
其中,电子设备200的定位信息包括电子设备200的位置,和/或电子设备200的定位轨迹。The positioning information of the electronic device 200 includes the position of the electronic device 200 and/or the positioning track of the electronic device 200 .
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在本申请的一实现方式中,如图3所示,所述服务器100接收所述电子设备200发送的第一传感数据之前,所述方法还包括:In an implementation manner of the present application, as shown in FIG. 3 , before the server 100 receives the first sensing data sent by the electronic device 200, the method further includes:
A1:服务器100接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备 通过UWB定位得到的;A1: The server 100 receives test data sent by the test equipment, the test data includes a test position and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, the test position is obtained by the test equipment through UWB positioning;
A2:服务器100在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: The server 100 calibrates the test location on an indoor map, and associates the test sensor data with the test location, and the multiple calibrated locations include the test location;
A3:服务器100重复步骤A1-A2直至数据采集完成;A3: The server 100 repeats steps A1-A2 until the data collection is completed;
A4:服务器100对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: The server 100 processes the indoor map after location calibration to obtain the indoor positioning map.
其中,所述室内地图为当前室内场所的室内地图。例如,假如当前室内场所为商场A,那么该室内地图为商场A的室内地图。又例如,假设当前室内场所为博物馆B,那么该室内地图为博物馆B的室内地图。又例如,假设当前室内场所为剧院C,那么该室内地图为剧院C的室内地图。Wherein, the indoor map is the indoor map of the current indoor place. For example, if the current indoor place is shopping mall A, then the indoor map is the indoor map of shopping mall A. For another example, assuming that the current indoor place is the museum B, the indoor map is the indoor map of the museum B. For another example, assuming that the current indoor place is Theater C, the indoor map is the indoor map of Theater C.
其中,测试WIFI信息是测试设备的WIFI模块获取到的,测试WIFI信息包括以下至少一种:测试设备当前搜索到的至少一个AP的标识、搜索到每个AP的信号强度、channel信息、时间戳。The test WIFI information is obtained by the WIFI module of the test device, and the test WIFI information includes at least one of the following: the identifier of at least one AP currently searched by the test device, the signal strength of each AP searched for, channel information, timestamp .
其中,测试IMU信息是测试设备的IMU获取到的,测试IMU信息包括以下至少一种:测试设备当前检测到的x、y、z三个方向的磁场强度分量(东北空坐标系)、磁场总强度。The test IMU information is obtained by the IMU of the test equipment, and the test IMU information includes at least one of the following: the magnetic field strength components in the three directions of x, y, and z currently detected by the test equipment (northeast space coordinate system), the total magnetic field strength.
其中,测试位置是测试设备的UWB模块通过定位技术得到的,测试位置可以用坐标表示。Among them, the test position is obtained by the UWB module of the test equipment through the positioning technology, and the test position can be represented by coordinates.
其中,测试位置的分布如图4所示,如图4所示,测试位置的选取是随机的,均匀覆盖整个测试区域。通过AP的信号强度可计算WIFI定位结果,并标定出于测试位置的坐标距离,绘制直方图如图5。WIFI定位的结果应当将90%的定位误差控制在5米以内,再通过将WIFI定位误差限制在0~2m,地磁对WIFI定位精度有改善的地方也会略有改善到1~1.8m,如图6所示。Among them, the distribution of test positions is shown in FIG. 4 . As shown in FIG. 4 , the selection of test positions is random, and the entire test area is uniformly covered. The WIFI positioning result can be calculated by the signal strength of the AP, and the coordinate distance of the test position can be calibrated, and the histogram is drawn as shown in Figure 5. The result of WIFI positioning should control 90% of the positioning error within 5 meters, and then by limiting the WIFI positioning error to 0-2m, the location where the geomagnetism improves the WIFI positioning accuracy will also be slightly improved to 1-1.8m, such as shown in Figure 6.
可选地,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;所述服务器100对位置标定后的所述室内地图进行处理,包括:Optionally, the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; the server 100 processes the indoor map after the position calibration, include:
服务器100基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;The server 100 determines to obtain the first test sensor data based on a plurality of test sensor data associated with the first test location;
服务器100将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The server 100 replaces the test sensing data associated with the first test location with the first test sensing data.
其中,第一测试位置可以是一个或多个。Wherein, the first test position may be one or more.
可选地,所述服务器100基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据,包括:Optionally, the server 100 determines to obtain the first test sensing data based on a plurality of test sensing data associated with the first test location, including:
服务器100基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The server 100 determines to obtain first test WIFI information based on multiple pieces of test WIFI information associated with the first test location; and/or determines to obtain first test IMU information based on multiple pieces of test IMU information associated with the first test location;
服务器100将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The server 100 uses the first test WIFI information and/or the first test IMU information as the first test sensing data.
可选地,所述测试WIFI信息包括至少一个AP的标识和所述至少一个AP中的每个AP的信号强度;所述服务器100基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息,包括:Optionally, the test WIFI information includes the identifier of at least one AP and the signal strength of each AP in the at least one AP; the server 100 determines and obtains the test WIFI information based on a plurality of test WIFI information associated with the first test location. The first test WIFI information, including:
服务器100基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;The server 100 obtains the identifiers of K APs and at least one signal strength of each of the K APs based on a plurality of test WIFI information associated with the first test location, and the identifiers of the K APs are mutually are not the same, the K is a positive integer;
服务器100从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;The server 100 selects M APs from the K APs, at least one signal strength of each AP in the M APs has a signal strength greater than or equal to a first threshold, and the M is less than or equal to the K , and the M is a positive integer;
服务器100将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The server 100 uses the identifiers of the M APs and at least one signal strength of each of the M APs as the first test WIFI information.
举例来说,假设第一测试位置关联2个测试WIFI信息,一个测试WIFI信息包括AP1的标识、AP2的标识、AP1的信号强度1、AP2的信号强度2,另一个测试WIFI信息包括AP2的标识、AP3的标识、AP2的信号强度3、AP3的信号强度4,那么通过这2个测试WIFI信息得到3个AP的标识(如AP1的标识、AP2的标识和AP3的标识)、AP1的信号强度1、AP2的信号强度2和信号强度3、AP3的信号强度4,假如信号强度1大于第一阈值、信号强度2小于第一阈值、信号强度3大于第一阈值、信号强度4小于第一阈值,那么从3个AP中选取得到2个AP(如AP1和AP2),因此最后得到的第一测试WIFI信息包括AP1的标识、AP2的标识、AP1的信号强度1、AP2的信号强度2和信号强度3。For example, suppose that the first test location is associated with two test WIFI information, one test WIFI information includes the ID of AP1, the ID of AP2, the signal strength 1 of AP1, and the signal strength 2 of AP2, and the other test WIFI information includes the ID of AP2 , AP3 ID, AP2 signal strength 3, AP3 signal strength 4, then through these 2 test WIFI information, 3 AP IDs (such as AP1 ID, AP2 ID and AP3 ID), AP1 signal strength are obtained. 1. Signal strength 2 and signal strength 3 of AP2, and signal strength 4 of AP3, if signal strength 1 is greater than the first threshold, signal strength 2 is less than the first threshold, signal strength 3 is greater than the first threshold, and signal strength 4 is less than the first threshold , then 2 APs (such as AP1 and AP2) are selected from the 3 APs, so the finally obtained first test WIFI information includes the identification of AP1, the identification of AP2, the signal strength of AP1, the signal strength of AP2, and the signal strength of AP2. Intensity 3.
可选地,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;所述服务器100基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息,包括:Optionally, the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; the server 100 determines and obtains the first test IMU information based on a plurality of test IMU information associated with the first test position, including:
服务器100基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;The server 100 determines the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on the multiple test IMU information associated with the first test position;
服务器100将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The server 100 uses the mean value of the magnetic field strength components and the mean value of the total strength of the magnetic field as the first test IMU information.
举例来说,假设第一测试位置关联2个测试IMU信息,一个测试IMU信息包括x方向的磁场强度分量1、y方向的磁场强度分量2、z方向的磁场强度分量3、磁场总强度1,另一个测试IMU信息包括x方向的磁场强度分量4、y方向的磁场强度分量5、z方向的磁场强度分量6、磁场总强度2,那么最后得到的第一测试IMU信息包括x方向的(磁场强度分量1+磁场强度分量2)/2、y方向的(磁场强度分量3+磁场强度 分量4)/2、z方向的(磁场强度分量5+磁场强度分量6)/2、(磁场总强度1+磁场总强度2)/2。For example, it is assumed that the first test position is associated with two test IMU information, and one test IMU information includes the magnetic field strength component 1 in the x direction, the magnetic field strength component 2 in the y direction, the magnetic field strength component 3 in the z direction, and the total magnetic field strength 1. Another test IMU information includes the magnetic field strength component 4 in the x direction, the magnetic field strength component 5 in the y direction, the magnetic field strength component 6 in the z direction, and the total magnetic field strength 2, then the finally obtained first test IMU information includes the (magnetic field strength) Intensity component 1 + magnetic field intensity component 2)/2, in y direction (magnetic field intensity component 3 + magnetic field intensity component 4)/2, in z direction (magnetic field intensity component 5 + magnetic field intensity component 6)/2, (total magnetic field intensity 1 + total magnetic field strength 2)/2.
在本申请的一实现方式中,所述服务器100基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息,包括:In an implementation manner of the present application, the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, including:
服务器100将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;The server 100 matches the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matches the first IMU information with the IMU information associated with each of the calibration positions;
若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则服务器100将所述第一目标标定位置作为所述电子设备200的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the server 100 takes the first target calibration position as the position of the electronic device 200 .
其中,第一WIFI信息包括T个第一AP的标识和每个所述第一AP的信号强度,所述第一目标标定位置关联的WIFI信息包括P个第二AP的标识和每个所述第二AP的信号强度,所述P大于或等于所述T,所述T和所述P均为正整数;若所述T个第一AP中的t个第一AP的标识与所述P个第二AP中的t个第二AP的标识相匹配,以及所述t个第一AP的信号强度与所述t个第二AP的信号强度相匹配,则确定第一WIFI信息与第一目标标定位置关联的WIFI信息相匹配,否则确定第一WIFI信息与第一目标标定位置关联的WIFI信息不匹配,所述t与所述P的商大于或等于第六阈值。Wherein, the first WIFI information includes the identifiers of the T first APs and the signal strength of each of the first APs, and the WIFI information associated with the first target calibration location includes the identifiers of the P second APs and the signal strength of each of the first APs. The signal strength of the second AP, the P is greater than or equal to the T, the T and the P are both positive integers; if the identifiers of the t first APs in the T first APs are the same as the P The identifiers of the t second APs in the second APs match, and the signal strengths of the t first APs match the signal strengths of the t second APs, then it is determined that the first WIFI information matches the first WIFI information. The WIFI information associated with the target calibration position matches, otherwise it is determined that the first WIFI information does not match the WIFI information associated with the first target calibration position, and the quotient of t and P is greater than or equal to a sixth threshold.
举例来说,假设第一WIFI信息包括3个AP标识(如AP1的标识、AP2的标识、AP3的标识),第一目标标定位置关联的WIFI信息包括4个AP标识(如AP1的标识、AP2的标识、AP3的标识、AP4的标识),可见第一WIFI信息包括的3个AP标识与第一目标标定位置关联的WIFI信息包括的3个AP标识相匹配;又假设第一WIFI信息包括AP1的信号强度1、AP2的信号强度2、AP3的信号强度3,第一目标标定位置关联的WIFI信息包括AP1的信号强度4、AP2的信号强度5、AP3的信号强度6、AP4的信号强度7,假如信号强度1在范围[信号强度4-k,信号强度4+k]内,信号强度2在范围[信号强度5-k,信号强度5+k]内,信号强度3在范围[信号强度6-k,信号强度6+k]内,则表示第一WIFI信息包括的该3个AP的信号强度与第一目标标定位置关联的WIFI信息包括的该3个AP的信号强度相匹配;又假设第六阈值为70%,由于3/4=75%,因此可确定第一WIFI信息与第一目标标定位置关联的WIFI信息相匹配。For example, it is assumed that the first WIFI information includes three AP identifiers (such as the identifier of AP1, the identifier of AP2, and the identifier of AP3), and the WIFI information associated with the first target calibration location includes four AP identifiers (for example, the identifier of AP1, the identifier of AP2 It can be seen that the 3 AP identities included in the first WIFI information match the 3 AP identities included in the WIFI information associated with the first target calibration location; it is also assumed that the first WIFI information includes AP1 The signal strength 1 of AP2, the signal strength of AP3 3, the WIFI information associated with the first target calibration location includes the signal strength of AP1 4, the signal strength of AP2 5, the signal strength of AP3 6, the signal strength of AP4 7 , if signal strength 1 is in the range [signal strength 4-k, signal strength 4+k], signal strength 2 is in the range [signal strength 5-k, signal strength 5+k], and signal strength 3 is in the range [signal strength 5+k] 6-k, the signal strength is within 6+k], it means that the signal strengths of the three APs included in the first WIFI information match the signal strengths of the three APs included in the WIFI information associated with the first target calibration location; and Assuming that the sixth threshold is 70%, since 3/4=75%, it can be determined that the first WIFI information matches the WIFI information associated with the first target calibration position.
在本申请的一实现方式中,如图7所示,所述服务器100基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息,包括:In an implementation manner of the present application, as shown in FIG. 7 , the server 100 determines the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, including:
B1:服务器100基于所述室内定位地图和所述第一传感数据确定所述电子设备200的第一位置;B1: The server 100 determines the first position of the electronic device 200 based on the indoor positioning map and the first sensing data;
B2:服务器100接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: The server 100 receives the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
B3:服务器100基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置;B3: The server 100 determines the second position of the electronic device 200 based on the indoor positioning map, the sensing data sent by the electronic device 200 at least once before, and the second sensing data;
B4:服务器100重复步骤B2-B3得到至少一个第二位置;B4: The server 100 repeats steps B2-B3 to obtain at least one second position;
B5:服务器100基于所述第一位置和所述至少一个第二位置确定所述电子设备200的定位轨迹。B5: The server 100 determines a positioning trajectory of the electronic device 200 based on the first position and the at least one second position.
其中,服务器100将第一位置和至少一个第二位置进行连线并进行平滑处理得到所述定位轨迹。举例来说,假设服务器100确定得到的电子设备200的位置分别有第一位置、第二位置1、第二位置2和第二位置3,服务器100依次将第一位置、第二位置1、第二位置2和第二位置3进行连线并进行平滑处理得到电子设备200的定位轨迹,如图8所示。The server 100 connects the first position and at least one second position and performs smoothing processing to obtain the positioning trajectory. For example, assuming that the positions of the electronic device 200 determined by the server 100 are the first position, the second position 1, the second position 2 and the second position 3 respectively, the server 100 sequentially assigns the first position, the second position 1, the second position The two positions 2 and the second position 3 are connected and smoothed to obtain the positioning trajectory of the electronic device 200 , as shown in FIG. 8 .
可选地,步骤B2之前,所述方法还包括:服务器100获取所述电子设备200的使用者的身高,以及根据所述使用者的身高确定所述使用者的步长;Optionally, before step B2, the method further includes: the server 100 obtains the height of the user of the electronic device 200, and determines the step length of the user according to the height of the user;
所述服务器100基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置,包括:The server 100 determines the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent at least once before by the electronic device 200, and the second sensor data, including:
所述服务器100基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、所述使用者的步长、以及所述第二传感数据,确定所述电子设备200的第二位置。The server 100 determines the first position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, the step length of the user, and the second sensor data. Second position.
其中,所述电子设备200前至少一次发送的传感数据包括L个传感数据,所述L为正整数;所述服务器100基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、所述第二传感数据、以及所述使用者的步长,确定所述电子设备200的第二位置,包括:Wherein, the sensing data sent by the electronic device 200 at least once before includes L sensing data, and the L is a positive integer; the server 100 based on the indoor positioning map, the electronic device 200 sent at least once The sensing data, the second sensing data, and the step size of the user determine the second position of the electronic device 200, including:
所述服务器100基于所述室内定位地图和所述L个传感数据,确定得到L个第一位置集,所述L个第一位置集与所述L个传感数据一一对应,每个所述第一位置集包括至少一个位置a;所述服务器100基于所述室内定位地图和所述第二传感数据,确定得到第二位置集,所述第二位置集包括至少一个位置b;The server 100 determines to obtain L first position sets based on the indoor positioning map and the L pieces of sensing data. The L first position sets are in one-to-one correspondence with the L pieces of sensing data. The first position set includes at least one position a; the server 100 determines to obtain a second position set based on the indoor positioning map and the second sensor data, and the second position set includes at least one position b;
所述服务器100基于所述L个第一位置集和所述第二位置集,确定得到R条轨迹,所述R为正整数;The server 100 determines to obtain R trajectories based on the L first position sets and the second position sets, where R is a positive integer;
所述服务器100从所述R条轨迹中选取出目标轨迹,所述目标轨迹中包括的任意相邻两个位置的距离处于第一距离范围,所述第一距离范围的中间值为所述使用者步长与目标时间间隔的乘积,所述目标 时间间隔为相邻两个传感数据的接收时间间隔;The server 100 selects a target trajectory from the R trajectories, the distance between any two adjacent positions included in the target trajectory is in a first distance range, and the middle value of the first distance range is the use is the product of the user's step size and the target time interval, and the target time interval is the receiving time interval of two adjacent sensing data;
所述服务器100将所述目标定位轨迹包括的位置b作为所述电子设备200的第二位置。The server 100 takes the position b included in the target positioning track as the second position of the electronic device 200 .
举例来说,假设L=1,服务器100基于室内定位地图和电子设备200前一次发送的传感数据确定得到一个第一位置集,服务器100基于室内定位地图和第二传感数据确定得到第二位置集,假如第一位置集包括位置a1,第二位置集包括位置b1和位置b2,那么基于该两个位置集确定得到2条定位轨迹,分别为位置a1-位置b1的定位轨迹1和位置a1-位置b2的定位轨迹2,假如位置a1与位置b1的距离不处于第一距离范围,位置a1与位置b2的距离处于第一距离范围,那么电子设备200的第二位置为位置b2。For example, assuming L=1, the server 100 determines to obtain a first location set based on the indoor positioning map and the sensing data previously sent by the electronic device 200, and the server 100 determines to obtain a second location set based on the indoor positioning map and the second sensing data. Position set, if the first position set includes position a1, and the second position set includes position b1 and position b2, then two positioning tracks are determined based on the two position sets, which are positioning track 1 and position of position a1-position b1 respectively. a1-positioning track 2 of position b2, if the distance between position a1 and position b1 is not within the first distance range, and the distance between position a1 and position b2 is within the first distance range, then the second position of the electronic device 200 is position b2.
可选地,所述方法还包括:Optionally, the method further includes:
若第一目标位置在所述定位轨迹之外,则服务器100基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, the server 100 determines a second test position based on the positioning track, where the first target position is at least one of the first position and the at least one second position One, the plurality of calibration positions include the second test position, and the second test position is on the positioning track;
服务器100基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, where the second target position is at least one of the first position and the at least one second position .
一实施例中,所述第二目标位置包括所述第一目标位置;所述服务器100基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,包括:In one embodiment, the second target position includes the first target position; the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, including:
所述服务器100将所述第二测试位置关联的测试传感数据,更新为所述第一目标位置关联的传感数据。The server 100 updates the test sensing data associated with the second test position to the sensing data associated with the first target position.
另一实施例中,所述服务器100基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,包括:In another embodiment, the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, including:
所述服务器100基于第二目标位置关联的传感数据确定平均传感数据,以及将基于第二目标位置关联的传感数据更新为所述平均传感数据。The server 100 determines average sensing data based on the sensing data associated with the second target position, and updates the sensing data associated with the second target position to the average sensing data.
举例来说,如图9所示,第二位置2没有在定位轨迹上,而测试位置1在定位轨迹上,此时表明第二位置2确定不准确,进而反应出测试位置1关联的测试传感数据不准确,此时为了得到更精准的室内定位地图需要更新测试位置1关联的测试传感数据,例如可将测试位置1关联的测试传感数据更新为第二位置2关联的传感数据,又例如可基于第二位置2关联的传感数据和第二位置3关联的传感数据确定平均传感数据,然后将测试位置1关联的测试传感数据更新为该平均传感数据。For example, as shown in FIG. 9 , the second position 2 is not on the positioning track, but the test position 1 is on the positioning track, which indicates that the second position 2 is not accurately determined, which in turn reflects the test data associated with the test position 1. The sensor data is not accurate. At this time, in order to obtain a more accurate indoor positioning map, the test sensor data associated with the test location 1 needs to be updated. For example, the test sensor data associated with the test location 1 can be updated to the sensor data associated with the second location 2. , for another example, the average sensing data may be determined based on the sensing data associated with the second position 2 and the sensing data associated with the second position 3, and then the test sensing data associated with the testing position 1 may be updated to the average sensing data.
可选地,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值。Optionally, the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold.
可选地,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Optionally, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
其中,第二阈值可以等于第三阈值,也可以不等于第三阈值,在此不作限定。Wherein, the second threshold may be equal to the third threshold, or may not be equal to the third threshold, which is not limited herein.
在本申请的一实现方式中,步骤A2之后,所述方法还包括:In an implementation manner of the present application, after step A2, the method further includes:
服务设备确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;the service device determines a plurality of untested positions on the indoor map, the plurality of calibrated positions include the plurality of untested positions;
若所述未测试位置与测试位置i的距离小于或等于第四阈值,则服务设备将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, the service device associates the test WIFI information associated with the untested position with the test position i; and/or if the untested position If the distance from the test position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
其中,第五阈值可以小于第四阈值,也可以大于第四阈值,在此不作限定。Wherein, the fifth threshold may be smaller than the fourth threshold, or may be larger than the fourth threshold, which is not limited herein.
具体地,由于测试位置是随机的,为了使得室内定位地图的数据更丰富,未测试位置,也需要关联传感数据。举例来说,如图8所示,将室内地图划分为1分米×1分米的小区域,如图10所示,小区域里没有测试点的小区域均为未测试位置,这些未测试位置需要关联的传感数据取决于周围的测试位置,例如假设第四阈值为5分米,第五阈值为2分米,假如图10中左上角的测试点关联测试WIFI信息1和测试IMU信息1,那么距离该测试点的距离5分米内的未测试位置关联的WIFI信息为测试WIFI信息1,距离该测试点的距离2分米内的未测试位置关联的IMU信息为测试IMU信息1。Specifically, since the test location is random, in order to enrich the data of the indoor positioning map, the untested location also needs to correlate sensor data. For example, as shown in Figure 8, the indoor map is divided into small areas of 1 decimeter x 1 decimeter. As shown in Figure 10, the small areas without test points in the small area are all untested locations. The sensor data that needs to be associated with the location depends on the surrounding test location. For example, suppose the fourth threshold is 5 decimeters and the fifth threshold is 2 decimeters. If the test point in the upper left corner of Figure 10 is associated with test WIFI information 1 and test IMU information 1, then the WIFI information associated with the untested location within 5 decimeters from the test point is the test WIFI information 1, and the IMU information associated with the untested location within 2 decimeters from the test point is the test IMU information 1.
可选地,所述服务器100基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,所述方法还包括:Optionally, after the server 100 updates the test sensing data associated with the second test position based on the sensing data associated with the second target position, the method further includes:
服务器100将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;The server 100 replaces the WIFI information associated with the multiple first untested locations with the updated WIFI information associated with the second testing location; and/or replaces the IMU information associated with the multiple second untested locations with the second Test the IMU information associated with the location update;
其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
具体地,当某个测试位置关联的信息更新了,此时也需要将该测试位置周围的未测试位置关联的信息进行更新,以提升室内定位的精度。Specifically, when the information associated with a certain test position is updated, the information associated with the untested positions around the test position also needs to be updated at this time, so as to improve the accuracy of indoor positioning.
请参阅图11,图11是本申请实施例提供的一种服务器的结构示意图,该服务器为上述室内定位系统中的服务器100,上述室内定位系统还包括电子设备200,如图所示,该服务器包括处理器、存储器、收发器以及一个或多个程序,其中,上述一个或多个程序被存储在上述存储器中,并且被配置由上述处理器执行,上述程序包括用于执行以下步骤的指令:Please refer to FIG. 11. FIG. 11 is a schematic structural diagram of a server provided by an embodiment of the present application. The server is the server 100 in the above indoor positioning system. The above indoor positioning system further includes an electronic device 200. As shown in the figure, the server Comprising a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the processor, and the program includes instructions for performing the following steps:
接收电子设200备发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;receiving first sensing data sent by the electronic device 200, where the first sensing data includes first WIFI information and/or first IMU information;
基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;The positioning information of the electronic device 200 is determined based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a piece of sensing data. Data includes a WIFI information and/or an IMU information;
向所述电子设备200发送所述电子设备200的定位信息。The positioning information of the electronic device 200 is sent to the electronic device 200 .
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在本申请的一实现方式中,在接收所述电子设备200发送的第一传感数据之前,上述程序包括还用于执行以下步骤的指令:In an implementation manner of the present application, before receiving the first sensing data sent by the electronic device 200, the above-mentioned program includes an instruction for performing the following steps:
A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
可选地,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;在对位置标定后的所述室内地图进行处理方面,上述程序包括具体用于执行以下步骤的指令:Optionally, the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the above procedure Includes instructions specifically for performing the following steps:
基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
可选地,在基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据方面,上述程序包括具体用于执行以下步骤的指令:Optionally, in terms of determining to obtain the first test sensor data based on a plurality of test sensor data associated with the first test location, the above-mentioned program includes instructions specifically for performing the following steps:
基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
可选地,所述测试WIFI信息包括至少一个接入节点AP的标识和所述至少一个AP中的每个AP的信号强度;在基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息方面,上述程序包括具体用于执行以下步骤的指令:Optionally, the test WIFI information includes the identification of at least one access node AP and the signal strength of each AP in the at least one AP; determined based on a plurality of test WIFI information associated with the first test location In the aspect of the first test of WIFI information, the above program includes instructions specifically for executing the following steps:
基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
可选地,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;在基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息方面,上述程序包括具体用于执行以下步骤的指令:Optionally, the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the above-mentioned program includes specific steps. Instructions to perform the following steps:
基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
在本申请的一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息方面,上述程序包括具体用于执行以下步骤的指令:In an implementation manner of the present application, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the above program includes instructions specifically for executing the following steps:
将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述 电子设备200的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device 200 .
在本申请的一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息方面,上述程序包括具体用于执行以下步骤的指令:In an implementation manner of the present application, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the above program includes instructions specifically for executing the following steps:
B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备200的第一位置;B1: Determine the first position of the electronic device 200 based on the indoor positioning map and the first sensing data;
B2:接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
B3:基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置;B3: Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data;
B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备200的定位轨迹。B5: Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
可选地,上述程序包括还用于执行以下步骤的指令:Optionally, the above-mentioned program includes instructions for performing the following steps:
若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
可选地,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值;Optionally, the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold;
或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
在本申请的一实现方式中,步骤A2之后,上述程序包括还用于执行以下步骤的指令:In an implementation of the present application, after step A2, the above-mentioned program includes an instruction that is also used to perform the following steps:
确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
可选地,在基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,上述程序包括还用于执行以下步骤的指令:Optionally, after updating the test sensing data associated with the second test position based on the sensing data associated with the second target position, the above program includes instructions for further performing the following steps:
将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
需要说明的是,本实施例的具体实现过程可参见上述方法实施例所述的具体实现过程,在此不再叙述。It should be noted that, for the specific implementation process of this embodiment, reference may be made to the specific implementation process described in the foregoing method embodiment, which is not described herein again.
请参阅图12,图12是本申请实施例提供的一种电子设备的结构示意图,该电子设备为上述室内定位系统中的电子设备200,上述室内定位系统还包括服务器100,如图所示,该电子设备包括处理器、存储器、收发器以及一个或多个程序,其中,上述一个或多个程序被存储在上述存储器中,并且被配置由上述处理器执行,上述程序包括用于执行以下步骤的指令:Please refer to FIG. 12. FIG. 12 is a schematic structural diagram of an electronic device provided by an embodiment of the present application. The electronic device is an electronic device 200 in the above-mentioned indoor positioning system. The above-mentioned indoor positioning system further includes a server 100. As shown in the figure, The electronic device includes a processor, a memory, a transceiver, and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the processor, and the program includes steps for performing the following steps command:
向服务器100发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;sending first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first IMU information;
接收所述服务器100发送的所述电子设备200的定位信息,所述电子设备200的定位信息是所述服务器100基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。Receive the positioning information of the electronic device 200 sent by the server 100. The positioning information of the electronic device 200 is determined by the server 100 based on the indoor positioning map and the first sensing data. There are a plurality of calibration positions, and each of the calibration positions is associated with a piece of sensing data, where the sensing data includes a piece of WIFI information and/or one piece of IMU information.
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在本申请的一实现方式中,所述电子设备200的定位信息包括所述电子设备200的位置;In an implementation manner of the present application, the positioning information of the electronic device 200 includes the location of the electronic device 200;
所述电子设备200的位置为所述室内定位地图上的第一目标标定位置,所述第一目标标定位置关联的WIFI信息与所述第一WIFI信息相匹配,和/或所述第一目标标定位置关联的IMU信息与所述第一IMU信息相匹配。The position of the electronic device 200 is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target The IMU information associated with the calibration position matches the first IMU information.
在本申请的一实现方式中,所述电子设备200的定位信息包括所述电子设备200的定位轨迹;In an implementation manner of the present application, the positioning information of the electronic device 200 includes a positioning track of the electronic device 200;
所述电子设备200的定位轨迹是基于第一位置和至少一个第二位置确定的,所述第一位置是所述服务器100基于室内定位地图和所述第一传感数据确定的,所述至少一个第二位置是所述服务器100重复步骤B2-B3得到,所述步骤B2为接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息,所述步骤B3为基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置。The positioning track of the electronic device 200 is determined based on a first position and at least one second position, the first position is determined by the server 100 based on an indoor positioning map and the first sensing data, the at least one second position is determined. A second position is obtained by the server 100 by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or Second IMU information, the step B3 is to determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data .
需要说明的是,本实施例的具体实现过程可参见上述方法实施例所述的具体实现过程,在此不再叙述。It should be noted that, for the specific implementation process of this embodiment, reference may be made to the specific implementation process described in the foregoing method embodiment, which is not described herein again.
请参阅图13,图13是本申请实施例提供的一种室内定位装置的示意图,应用于室内定位系统中的服务器100,所述室内定位系统还包括电子设备200,所述装置包括:Please refer to FIG. 13 . FIG. 13 is a schematic diagram of an indoor positioning device provided by an embodiment of the present application, which is applied to the server 100 in an indoor positioning system. The indoor positioning system further includes an electronic device 200 , and the device includes:
接收单元1301,用于接收所述电子设备200发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一IMU信息;a receiving unit 1301, configured to receive first sensing data sent by the electronic device 200, where the first sensing data includes first WIFI information and/or first IMU information;
确定单元1302,用于基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;The determining unit 1302 is configured to determine the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a sensor. data, the sensor data includes a WIFI information and/or an IMU information;
发送单元1303,用于向所述电子设备200发送所述电子设备200的定位信息。The sending unit 1303 is configured to send the positioning information of the electronic device 200 to the electronic device 200 .
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在本申请的一实现方式中,在接收所述电子设备200发送的第一传感数据之前,确定单元1302还用于:In an implementation manner of the present application, before receiving the first sensing data sent by the electronic device 200, the determining unit 1302 is further configured to:
A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
可选地,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;在对位置标定后的所述室内地图进行处理方面,上述确定单元1302具体用于:Optionally, the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; in terms of processing the indoor map after position calibration, the above-mentioned determination Unit 1302 is specifically used for:
基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
可选地,在基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据方面,上述确定单元1302具体用于:Optionally, in terms of determining to obtain the first test sensor data based on a plurality of test sensor data associated with the first test location, the above determining unit 1302 is specifically configured to:
基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
可选地,所述测试WIFI信息包括至少一个接入节点AP的标识和所述至少一个AP中的每个AP的信号强度;在基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息方面,上述确定单元1302具体用于:Optionally, the test WIFI information includes the identification of at least one access node AP and the signal strength of each AP in the at least one AP; determined based on a plurality of test WIFI information associated with the first test location In the aspect of the first test WIFI information, the above determining unit 1302 is specifically used for:
基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
可选地,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;在基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息方面,上述确定单元1302具体用于:Optionally, the test IMU information includes magnetic field strength components in three directions and the total magnetic field strength; in terms of determining and obtaining the first test IMU information based on a plurality of test IMU information associated with the first test position, the above determining unit 1302 Specifically for:
基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
在本申请的一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位 信息方面,上述确定单元1302具体用于:In an implementation manner of the present application, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the above determining unit 1302 is specifically configured to:
将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述电子设备200的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device 200 .
在本申请的一实现方式中,在基于室内定位地图和所述第一传感数据确定所述电子设备200的定位信息方面,上述确定单元1302具体用于:In an implementation manner of the present application, in terms of determining the positioning information of the electronic device 200 based on the indoor positioning map and the first sensing data, the above determining unit 1302 is specifically configured to:
B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备200的第一位置;B1: Determine the first position of the electronic device 200 based on the indoor positioning map and the first sensing data;
B2:接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: Receive second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or second IMU information;
B3:基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置;B3: Determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data;
B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备200的定位轨迹。B5: Determine the positioning track of the electronic device 200 based on the first position and the at least one second position.
可选地,所述装置还包括第一更新单元1304,该第一更新单元1304用于:Optionally, the apparatus further includes a first update unit 1304, and the first update unit 1304 is configured to:
若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
可选地,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值;Optionally, the second target position is outside the positioning track, and the distance between the second target position and the second test position is less than or equal to a second threshold;
或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
在本申请的一实现方式中,上述确定单元1302还用于:In an implementation manner of the present application, the above determining unit 1302 is further configured to:
确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
可选地,所述装置还包括第二更新单元1305,在基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,该第二更新单元1305用于:Optionally, the apparatus further includes a second update unit 1305, after updating the test sensor data associated with the second test location based on the sensor data associated with the second target location, the second update unit 1305 is configured to:
将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
需要说明的是,确定单元1302、第一更新单元1304、第二更新单元1305可通过图11中的处理器来实现,接收单元1301和发送单元1303可通过图11中的收发器来实现。It should be noted that the determining unit 1302 , the first updating unit 1304 , and the second updating unit 1305 may be implemented by the processor in FIG. 11 , and the receiving unit 1301 and the transmitting unit 1303 may be implemented by the transceiver in FIG. 11 .
请参阅图14,图14是本申请实施例提供的一种室内定位装置的示意图,应用于室内定位系统中的电子设备200,所述室内定位系统还包括服务器100,所述装置包括:Please refer to FIG. 14. FIG. 14 is a schematic diagram of an indoor positioning apparatus provided by an embodiment of the present application, which is applied to an electronic device 200 in an indoor positioning system. The indoor positioning system further includes a server 100, and the apparatus includes:
发送单元1401,用于向所述服务器100发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;a sending unit 1401, configured to send first sensing data to the server 100, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
接收单元1402,用于接收所述服务器100发送的所述电子设备200的定位信息,所述电子设备200的定位信息是所述服务器100基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。The receiving unit 1402 is configured to receive the positioning information of the electronic device 200 sent by the server 100, where the positioning information of the electronic device 200 is determined by the server 100 based on the indoor positioning map and the first sensing data, There are multiple calibration positions on the indoor positioning map, each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
可以看出,在本申请实施例中,由于室内定位地图上存在多个标定位置,每个标定位置均关联一个传感数据,这样通过第一传感数据即可确定电子设备200精准的定位信息,以达到提升室内定位精度的目的。It can be seen that in the embodiment of the present application, since there are multiple calibration positions on the indoor positioning map, each calibration position is associated with a sensor data, so that the accurate positioning information of the electronic device 200 can be determined through the first sensor data , in order to achieve the purpose of improving indoor positioning accuracy.
在本申请的一实现方式中,所述电子设备200的定位信息包括所述电子设备200的位置;In an implementation manner of the present application, the positioning information of the electronic device 200 includes the location of the electronic device 200;
所述电子设备200的位置为所述室内定位地图上的第一目标标定位置,所述第一目标标定位置关联的WIFI信息与所述第一WIFI信息相匹配,和/或所述第一目标标定位置关联的IMU信息与所述第一IMU信息相匹配。The position of the electronic device 200 is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target The IMU information associated with the calibration position matches the first IMU information.
在本申请的一实现方式中,所述电子设备200的定位信息包括所述电子设备200的定位轨迹;In an implementation manner of the present application, the positioning information of the electronic device 200 includes a positioning track of the electronic device 200;
所述电子设备200的定位轨迹是基于第一位置和至少一个第二位置确定的,所述第一位置是所述服务器100基于室内定位地图和所述第一传感数据确定的,所述至少一个第二位置是所述服务器100重复步骤B2-B3得到,所述步骤B2为接收所述电子设备200发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息,所述步骤B3为基于所述室内定位地图、所述电子设备200前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备200的第二位置。The positioning track of the electronic device 200 is determined based on a first position and at least one second position, the first position is determined by the server 100 based on an indoor positioning map and the first sensing data, the at least one second position is determined. A second position is obtained by the server 100 by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device 200, where the second sensing data includes second WIFI information and/or Second IMU information, the step B3 is to determine the second position of the electronic device 200 based on the indoor positioning map, the sensor data sent by the electronic device 200 at least once before, and the second sensor data .
需要说明的是,发送单元1401和接收单元1402可通过图12中的收发器来实现。It should be noted that the sending unit 1401 and the receiving unit 1402 may be implemented by the transceiver in FIG. 12 .
本申请实施例还提供一种计算机存储介质,其中,该计算机存储介质存储用于电子数据交换的计算机程序,该计算机程序使得计算机执行如上述方法实施例中记载的任一方法的部分或全部步骤,上述计算机包括电子设备或服务器。Embodiments of the present application further provide a computer storage medium, wherein the computer storage medium stores a computer program for electronic data exchange, and the computer program causes the computer to execute part or all of the steps of any method described in the above method embodiments , the above computer includes an electronic device or a server.
本申请实施例还提供一种计算机程序产品,上述计算机程序产品包括存储了计算机程序的非瞬时性计算机可读存储介质,上述计算机程序可操作来使计算机执行如上述方法实施例中记载的任一方法的部分或全部步骤。该计算机程序产品可以为一个软件安装包,上述计算机包括电子设备或服务器。Embodiments of the present application further provide a computer program product, where the computer program product includes a non-transitory computer-readable storage medium storing a computer program, and the computer program is operable to cause a computer to execute any one of the method embodiments described above. some or all of the steps of the method. The computer program product may be a software installation package, and the above-mentioned computer includes an electronic device or a server.
需要说明的是,对于前述的各方法实施例,为了简单描述,故将其都表述为一系列的动作组合,但是本领域技术人员应该知悉,本申请并不受所描述的动作顺序的限制,因为依据本申请,某些步骤可以采用其他顺序或者同时进行。其次,本领域技术人员也应该知悉,说明书中所描述的实施例均属于优选实施例,所涉及的动作和模块并不一定是本申请所必须的。It should be noted that, for the sake of simple description, the foregoing method embodiments are all expressed as a series of action combinations, but those skilled in the art should know that the present application is not limited by the described action sequence. Because in accordance with the present application, certain steps may be performed in other orders or concurrently. Secondly, those skilled in the art should also know that the embodiments described in the specification are all preferred embodiments, and the actions and modules involved are not necessarily required by the present application.
在上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述的部分,可以参见其他实施例的相关描述。In the above-mentioned embodiments, the description of each embodiment has its own emphasis. For parts that are not described in detail in a certain embodiment, reference may be made to the relevant descriptions of other embodiments.
在本申请所提供的几个实施例中,应该理解到,所揭露的装置,可通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如上述单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口,装置或单元的间接耦合或通信连接,可以是电性或其它的形式。In the several embodiments provided in this application, it should be understood that the disclosed apparatus may be implemented in other manners. For example, the apparatus embodiments described above are only illustrative, for example, the division of the above-mentioned units is only a logical function division, and other division methods may be used in actual implementation, for example, multiple units or components may be combined or integrated. to another system, or some features can be ignored, or not implemented. On the other hand, the shown or discussed mutual coupling or direct coupling or communication connection may be through some interfaces, indirect coupling or communication connection of devices or units, and may be in electrical or other forms.
上述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The above-mentioned units described as separate components may or may not be physically separated, and components displayed as units may or may not be physical units, that is, may be located in one place, or may be distributed to multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution in this embodiment.
另外,在本申请各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。In addition, each functional unit in each embodiment of the present application may be integrated into one processing unit, or each unit may exist physically alone, or two or more units may be integrated into one unit. The above-mentioned integrated units may be implemented in the form of hardware, or may be implemented in the form of software functional units.
上述集成的单元如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储器中。基于这样的理解,本申请的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的全部或部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储器中,包括若干指令用以使得一台计算机设备(可为个人计算机、服务器或者网络设备等)执行本申请各个实施例上述方法的全部或部分步骤。而前述的存储器包括:U盘、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、移动硬盘、磁碟或者光盘等各种可以存储程序代码的介质。The above-mentioned integrated units, if implemented in the form of software functional units and sold or used as independent products, may be stored in a computer-readable memory. Based on this understanding, the technical solution of the present application can be embodied in the form of a software product in essence, or the part that contributes to the prior art, or all or part of the technical solution, and the computer software product is stored in a memory, Several instructions are included to cause a computer device (which may be a personal computer, a server, or a network device, etc.) to execute all or part of the steps of the above-mentioned methods in the various embodiments of the present application. The aforementioned memory includes: U disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), mobile hard disk, magnetic disk or optical disk and other media that can store program codes.
本领域普通技术人员可以理解上述实施例的各种方法中的全部或部分步骤是可以通过程序来指令相关的硬件来完成,该程序可以存储于一计算机可读存储器中,存储器可以包括:闪存盘、只读存储器(英文:Read-Only Memory,简称:ROM)、随机存取器(英文:Random Access Memory,简称:RAM)、磁盘或光盘等。Those of ordinary skill in the art can understand that all or part of the steps in the various methods of the above embodiments can be completed by instructing relevant hardware through a program, and the program can be stored in a computer-readable memory, and the memory can include: a flash disk , Read-only memory (English: Read-Only Memory, referred to as: ROM), random access device (English: Random Access Memory, referred to as: RAM), magnetic disk or optical disk, etc.
以上对本申请实施例进行了详细介绍,本文中应用了具体个例对本申请的原理及实施方式进行了阐述,以上实施例的说明只是用于帮助理解本申请的方法及其核心思想;同时,对于本领域的一般技术人员,依据本申请的思想,在具体实施方式及应用范围上均会有改变之处,综上所述,本说明书内容不应理解为对本申请的限制。The embodiments of the present application are described in detail above, and specific examples are used in this paper to illustrate the principles and implementations of the present application. The descriptions of the above embodiments are only used to help understand the methods and core ideas of the present application; at the same time, for Persons of ordinary skill in the art, based on the idea of the present application, will have changes in the specific implementation manner and application scope. In summary, the contents of this specification should not be construed as limitations on the present application.

Claims (45)

  1. 一种室内定位方法,其中,应用于室内定位系统中的服务器,所述室内定位系统还包括电子设备,所述方法包括:An indoor positioning method, which is applied to a server in an indoor positioning system, the indoor positioning system further includes electronic equipment, and the method includes:
    接收所述电子设备发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;receiving first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
    基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;The positioning information of the electronic device is determined based on the indoor positioning map and the first sensing data. There are multiple calibration positions on the indoor positioning map, and each calibration position is associated with a piece of sensing data. The sensing data Include a WIFI information and/or an IMU information;
    向所述电子设备发送所述电子设备的定位信息。Sending positioning information of the electronic device to the electronic device.
  2. 根据权利要求1所述的方法,其中,所述接收所述电子设备发送的第一传感数据之前,所述方法还包括:The method according to claim 1, wherein before the receiving the first sensing data sent by the electronic device, the method further comprises:
    A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
    A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
    A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
    A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
  3. 根据权利要求2所述的方法,其中,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;所述对位置标定后的所述室内地图进行处理,包括:The method according to claim 2, wherein the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; Indoor maps are processed, including:
    基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
    将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
  4. 根据权利要求3所述的方法,其中,所述基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据,包括:The method according to claim 3, wherein the determining to obtain the first test sensor data based on a plurality of test sensor data associated with the first test position comprises:
    基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
    将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  5. 根据权利要求4所述的方法,其中,所述测试WIFI信息包括至少一个接入节点AP的标识和所述至少一个AP中的每个AP的信号强度;所述基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息,包括:The method according to claim 4, wherein the test WIFI information includes an identification of at least one access node AP and a signal strength of each AP in the at least one AP; the association based on the first test location The multiple test WIFI information is determined to obtain the first test WIFI information, including:
    基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
    从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
    将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  6. 根据权利要求4所述的方法,其中,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;所述基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息,包括:The method according to claim 4, wherein the test IMU information includes magnetic field strength components in three directions and a total magnetic field strength; the first test is determined based on a plurality of test IMU information associated with the first test position IMU information, including:
    基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
    将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  7. 根据权利要求1-6任一项所述的方法,其中,所述基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,包括:The method according to any one of claims 1-6, wherein the determining the positioning information of the electronic device based on the indoor positioning map and the first sensing data comprises:
    将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
    若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述电子设备的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device.
  8. 根据权利要求1-6任一项所述的方法,其中,所述基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,包括:The method according to any one of claims 1-6, wherein the determining the positioning information of the electronic device based on the indoor positioning map and the first sensing data comprises:
    B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备的第一位置;B1: Determine the first position of the electronic device based on the indoor positioning map and the first sensing data;
    B2:接收所述电子设备发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU 信息;B2: Receive second sensing data sent by the electronic device, where the second sensing data includes second WIFI information and/or second IMU information;
    B3:基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备的第二位置;B3: Determine the second position of the electronic device based on the indoor positioning map, the sensing data sent by the electronic device at least once before, and the second sensing data;
    B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
    B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备的定位轨迹。B5: Determine a positioning trajectory of the electronic device based on the first position and the at least one second position.
  9. 根据权利要求8所述的方法,其中,所述方法还包括:The method of claim 8, wherein the method further comprises:
    若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
    基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  10. 根据权利要求9所述的方法,其中,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值;The method of claim 9, wherein the second target position is outside the positioning trajectory, and a distance between the second target position and the second test position is less than or equal to a second threshold;
    或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  11. 根据权利要求2-10任一项所述的方法,其中,步骤A2之后,所述方法还包括:The method according to any one of claims 2-10, wherein, after step A2, the method further comprises:
    确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
    若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
    其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
  12. 根据权利要求11所述的方法,其中,所述基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,所述方法还包括:The method according to claim 11, wherein after the test sensing data associated with the second test position is updated based on the sensing data associated with the second target position, the method further comprises:
    将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
    其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  13. 一种室内定位方法,其中,应用于室内定位系统中的电子设备,所述室内定位系统还包括服务器,所述方法包括:An indoor positioning method, which is applied to an electronic device in an indoor positioning system, the indoor positioning system further includes a server, and the method includes:
    向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;sending first sensing data to the server, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
    接收所述服务器发送的所述电子设备的定位信息,所述电子设备的定位信息是所述服务器基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。Receive the positioning information of the electronic device sent by the server, where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, and there are multiple calibrations on the indoor positioning map position, each of the calibrated positions is associated with a piece of sensory data, and the sensory data includes a piece of WIFI information and/or a piece of IMU information.
  14. 根据权利要求13所述的方法,其中,所述电子设备的定位信息包括所述电子设备的位置;The method of claim 13, wherein the location information of the electronic device includes a location of the electronic device;
    所述电子设备的位置为所述室内定位地图上的第一目标标定位置,所述第一目标标定位置关联的WIFI信息与所述第一WIFI信息相匹配,和/或所述第一目标标定位置关联的IMU信息与所述第一IMU信息相匹配。The position of the electronic device is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target calibration The IMU information associated with the location matches the first IMU information.
  15. 根据权利要求13所述的方法,其中,所述电子设备的定位信息包括所述电子设备的定位轨迹;The method according to claim 13, wherein the positioning information of the electronic device comprises a positioning track of the electronic device;
    所述电子设备的定位轨迹是基于第一位置和至少一个第二位置确定的,所述第一位置是所述服务器基于室内定位地图和所述第一传感数据确定的,所述至少一个第二位置是所述服务器重复步骤B2-B3得到,所述步骤B2为接收所述电子设备发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息,所述步骤B3为基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备的第二位置。The positioning trajectory of the electronic device is determined based on a first position and at least one second position, the first position is determined by the server based on an indoor positioning map and the first sensor data, and the at least one first position is determined by the server based on the indoor positioning map and the first sensing data. The second position is obtained by the server by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device, and the second sensing data includes the second WIFI information and/or the second IMU information , the step B3 is to determine the second position of the electronic device based on the indoor positioning map, the sensor data sent at least once before by the electronic device, and the second sensor data.
  16. 一种室内定位系统,其中,所述室内定位系统包括服务器和电子设备,其中:An indoor positioning system, wherein the indoor positioning system includes a server and an electronic device, wherein:
    所述电子设备,用于向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;The electronic device is configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
    所述服务器,用于接收所述第一传感数据;基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;向所述电子设备发送所述电子设备的定位信息;The server is configured to receive the first sensing data; determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, each The calibration position is associated with a sensory data, and the sensory data includes a WIFI information and/or an IMU information; send the positioning information of the electronic device to the electronic device;
    所述电子设备,还用于接收所述电子设备的定位信息。The electronic device is further configured to receive positioning information of the electronic device.
  17. 根据权利要求16所述的系统,其中,在接收所述第一传感数据之前,所述服务器还用于:The system of claim 16, wherein, prior to receiving the first sensory data, the server is further configured to:
    A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
    A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
    A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
    A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
  18. 根据权利要求17所述的系统,其中,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;在对位置标定后的所述室内地图进行处理方面,所述服务器具体用于:The system according to claim 17, wherein the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; In terms of map processing, the server is specifically used for:
    基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
    将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
  19. 根据权利要求18所述的系统,其中,在基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据方面,所述服务器具体用于:The system according to claim 18, wherein, in terms of determining to obtain the first test sensor data based on a plurality of test sensor data associated with the first test location, the server is specifically configured to:
    基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
    将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  20. 根据权利要求19所述的系统,其中,所述测试WIFI信息包括至少一个接入节点AP的标识和所述至少一个AP中的每个AP的信号强度;在基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息方面,所述服务器具体用于:The system of claim 19, wherein the test WIFI information includes an identity of at least one access node AP and a signal strength of each of the at least one AP; In terms of determining to obtain the first test WIFI information from multiple test WIFI information, the server is specifically used for:
    基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
    从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
    将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  21. 根据权利要求19所述的系统,其中,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;在基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息方面,所述服务器具体用于:The system according to claim 19, wherein the test IMU information includes magnetic field strength components in three directions and a total magnetic field strength; and the first test IMU is determined based on a plurality of test IMU information associated with the first test position to obtain the first test IMU In terms of information, the server is specifically used for:
    基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
    将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  22. 根据权利要求16-21任一项所述的系统,其中,在基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息方面,所述服务器具体用于:The system according to any one of claims 16-21, wherein, in terms of determining the positioning information of the electronic device based on an indoor positioning map and the first sensing data, the server is specifically configured to:
    将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
    若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述电子设备的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device.
  23. 根据权利要求16-21任一项所述的系统,其中,在基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息方面,所述服务器具体用于:The system according to any one of claims 16-21, wherein, in terms of determining the positioning information of the electronic device based on an indoor positioning map and the first sensing data, the server is specifically configured to:
    B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备的第一位置;B1: Determine the first position of the electronic device based on the indoor positioning map and the first sensing data;
    B2:接收所述电子设备发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: Receive second sensing data sent by the electronic device, where the second sensing data includes second WIFI information and/or second IMU information;
    B3:基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备的第二位置;B3: Determine the second position of the electronic device based on the indoor positioning map, the sensing data sent by the electronic device at least once before, and the second sensing data;
    B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
    B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备的定位轨迹。B5: Determine a positioning trajectory of the electronic device based on the first position and the at least one second position.
  24. 根据权利要求23所述的系统,其中,所述服务器还用于:The system of claim 23, wherein the server is further configured to:
    若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置 为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
    基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  25. 根据权利要求24所述的系统,其中,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值,25. The system of claim 24, wherein the second target position is outside the positioning trajectory and the distance between the second target position and the second test position is less than or equal to a second threshold,
    或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  26. 根据权利要求17-25任一项所述的系统,其中,步骤A2之后,所述服务器还用于:The system according to any one of claims 17-25, wherein, after step A2, the server is further used for:
    确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
    若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
    其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
  27. 根据权利要求26所述的系统,其中,在基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,所述服务器还用于:27. The system of claim 26, wherein, after updating the test sensory data associated with the second test location based on the sensory data associated with the second target location, the server is further configured to:
    将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
    其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  28. 一种室内定位装置,其中,应用于室内定位系统中的服务器,所述室内定位系统还包括电子设备,所述装置包括:An indoor positioning device, which is applied to a server in an indoor positioning system, the indoor positioning system further includes electronic equipment, and the device includes:
    接收单元,用于接收所述电子设备发送的第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;a receiving unit, configured to receive first sensing data sent by the electronic device, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
    确定单元,用于基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息;a determining unit, configured to determine the positioning information of the electronic device based on the indoor positioning map and the first sensing data, there are multiple calibration positions on the indoor positioning map, and each of the calibration positions is associated with one sensing data, The sensing data includes a WIFI information and/or an IMU information;
    发送单元,用于向所述电子设备发送所述电子设备的定位信息。A sending unit, configured to send the positioning information of the electronic device to the electronic device.
  29. 根据权利要求28所述的装置,其中,在所述接收所述电子设备发送的第一传感数据之前,所述确定单元还用于:The apparatus according to claim 28, wherein before the receiving the first sensing data sent by the electronic device, the determining unit is further configured to:
    A1:接收测试设备发送的测试数据,所述测试数据包括一个测试位置和一个测试传感数据,所述测试传感数据包括一个测试WIFI信息和/或一个测试IMU信息,所述测试位置是所述测试设备通过超宽带UWB定位得到的;A1: Receive test data sent by the test equipment, the test data includes a test location and a test sensor data, the test sensor data includes a test WIFI information and/or a test IMU information, and the test location is all The test equipment is obtained through ultra-wideband UWB positioning;
    A2:在室内地图上标定所述测试位置,以及将所述测试传感数据与所述测试位置关联,所述多个标定位置包括所述测试位置;A2: demarcate the test position on an indoor map, and associate the test sensor data with the test position, the plurality of calibration positions include the test position;
    A3:重复步骤A1-A2直至数据采集完成;A3: Repeat steps A1-A2 until data collection is completed;
    A4:对位置标定后的所述室内地图进行处理,得到所述室内定位地图。A4: Process the indoor map after location calibration to obtain the indoor positioning map.
  30. 根据权利要求29所述的装置,其中,所述室内地图上标定的测试位置中包括第一测试位置,所述第一测试位置关联多个测试传感数据;在所述对位置标定后的所述室内地图进行处理方面,所述确定单元具体用于:The device according to claim 29, wherein the test positions demarcated on the indoor map include a first test position, and the first test position is associated with a plurality of test sensor data; In terms of processing the indoor map, the determining unit is specifically used for:
    基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据;Determine to obtain first test sensor data based on a plurality of test sensor data associated with the first test location;
    将所述第一测试位置关联的测试传感数据替换为所述第一测试传感数据。The test sensing data associated with the first test location is replaced with the first test sensing data.
  31. 根据权利要求30所述的装置,其中,在所述基于所述第一测试位置关联的多个测试传感数据确定得到第一测试传感数据方面,所述确定单元具体用于:The apparatus according to claim 30, wherein, in the aspect of determining to obtain the first test sensor data based on the plurality of test sensor data associated with the first test position, the determining unit is specifically configured to:
    基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息;和/或基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息;The first test WIFI information is determined to be obtained based on a plurality of test WIFI information associated with the first test location; and/or the first test IMU information is determined to be obtained based on a plurality of test IMU information associated with the first test location;
    将所述第一测试WIFI信息和/或所述第一测试IMU信息作为所述第一测试传感数据。The first test WIFI information and/or the first test IMU information is used as the first test sensing data.
  32. 根据权利要求31所述的装置,其中,所述测试WIFI信息包括至少一个接入节点AP的标识和所述至少一个AP中的每个AP的信号强度;在所述基于所述第一测试位置关联的多个测试WIFI信息确定得到第一测试WIFI信息方面,所述确定单元具体用于:The apparatus of claim 31, wherein the test WIFI information includes an identity of at least one access node AP and a signal strength of each of the at least one AP; In terms of determining to obtain the first test WIFI information from a plurality of associated test WIFI information, the determining unit is specifically used for:
    基于所述第一测试位置关联的多个测试WIFI信息,得到K个AP的标识和所述K个AP中的每个所述AP的至少一个信号强度,所述K个AP的标识互不相同,所述K为正整数;Based on a plurality of test WIFI information associated with the first test location, the identifiers of K APs and at least one signal strength of each of the K APs are obtained, and the identifiers of the K APs are different from each other , the K is a positive integer;
    从所述K个AP中选取M个AP,所述M个AP中的每个AP的至少一个信号强度中存在大于或等于第一阈值的信号强度,所述M小于或等于所述K,且所述M为正整数;M APs are selected from the K APs, at least one signal strength of each AP of the M APs has a signal strength greater than or equal to a first threshold, the M is less than or equal to the K, and The M is a positive integer;
    将所述M个AP的标识和所述M个AP中的每个AP的至少一个信号强度,作为所述第一测试WIFI信息。The identifiers of the M APs and at least one signal strength of each AP in the M APs are used as the first test WIFI information.
  33. 根据权利要求31所述的装置,其中,所述测试IMU信息包括三个方向的磁场强度分量和磁场总强度;在所述基于所述第一测试位置关联的多个测试IMU信息确定得到第一测试IMU信息方面,所述确定单元具体用于:The apparatus according to claim 31, wherein the test IMU information includes magnetic field strength components in three directions and a total magnetic field strength; In terms of testing IMU information, the determining unit is specifically used for:
    基于所述第一测试位置关联的多个测试IMU信息,确定所述三个方向中的每个方向的磁场强度分量均值和磁场总强度均值;determining the average value of the magnetic field strength component and the average value of the total magnetic field strength in each of the three directions based on a plurality of test IMU information associated with the first test position;
    将所述磁场强度分量均值和所述磁场总强度均值,作为所述第一测试IMU信息。The average value of the magnetic field intensity components and the average value of the total magnetic field intensity are used as the first test IMU information.
  34. 根据权利要求28-33任一项所述的装置,其中,在所述基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息方面,所述确定单元具体用于:The apparatus according to any one of claims 28-33, wherein, in the aspect of determining the positioning information of the electronic device based on the indoor positioning map and the first sensing data, the determining unit is specifically configured to:
    将所述第一WIFI信息与每个所述标定位置关联的WIFI信息进行匹配,和/或将所述第一IMU信息与每个所述标定位置关联的IMU信息进行匹配;matching the first WIFI information with the WIFI information associated with each of the calibration positions, and/or matching the first IMU information with the IMU information associated with each of the calibration positions;
    若所述第一WIFI信息与所述室内定位地图上的第一目标标定位置关联的WIFI信息相匹配,和/或所述第一IMU信息与所述第一目标标定位置关联的IMU信息相匹配,则将所述第一目标标定位置作为所述电子设备的位置。If the first WIFI information matches the WIFI information associated with the first target calibration position on the indoor positioning map, and/or the first IMU information matches the IMU information associated with the first target calibration position , the first target calibration position is used as the position of the electronic device.
  35. 根据权利要求28-33任一项所述的装置,其中,在所述基于室内定位地图和所述第一传感数据确定所述电子设备的定位信息方面,所述确定单元具体用于:The apparatus according to any one of claims 28-33, wherein, in the aspect of determining the positioning information of the electronic device based on the indoor positioning map and the first sensing data, the determining unit is specifically configured to:
    B1:基于所述室内定位地图和所述第一传感数据确定所述电子设备的第一位置;B1: Determine the first position of the electronic device based on the indoor positioning map and the first sensing data;
    B2:接收所述电子设备发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息;B2: Receive second sensing data sent by the electronic device, where the second sensing data includes second WIFI information and/or second IMU information;
    B3:基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备的第二位置;B3: Determine the second position of the electronic device based on the indoor positioning map, the sensing data sent by the electronic device at least once before, and the second sensing data;
    B4:重复步骤B2-B3得到至少一个第二位置;B4: Repeat steps B2-B3 to obtain at least one second position;
    B5:基于所述第一位置和所述至少一个第二位置确定所述电子设备的定位轨迹。B5: Determine a positioning trajectory of the electronic device based on the first position and the at least one second position.
  36. 根据权利要求35所述的装置,其中,所述装置还包括第一更新单元,所述第一更新单元用于:The apparatus of claim 35, wherein the apparatus further comprises a first update unit for:
    若第一目标位置在所述定位轨迹之外,则基于所述定位轨迹确定第二测试位置,所述第一目标位置为所述第一位置和所述至少一个第二位置中的至少一个,所述多个标定位置包括所述第二测试位置,所述第二测试位置在所述定位轨迹上;If the first target position is outside the positioning track, a second test position is determined based on the positioning track, and the first target position is at least one of the first position and the at least one second position, The plurality of calibration positions include the second test position, and the second test position is on the positioning track;
    基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据,所述第二目标位置为所述第一位置和所述至少一个第二位置中的至少一个。The test sensory data associated with the second test location is updated based on sensory data associated with a second target location, the second target location being at least one of the first location and the at least one second location.
  37. 根据权利要求36所述的装置,其中,所述第二目标位置在所述定位轨迹之外,且所述第二目标位置与所述第二测试位置的距离小于或等于第二阈值;The apparatus of claim 36, wherein the second target position is outside the positioning trajectory, and a distance between the second target position and the second test position is less than or equal to a second threshold;
    或者,所述第二目标位置在所述定位轨迹上,且所述第二目标位置与所述第二测试位置的距离小于或等于第三阈值。Alternatively, the second target position is on the positioning track, and the distance between the second target position and the second test position is less than or equal to a third threshold.
  38. 根据权利要求29-37任一项所述的装置,其中,步骤A2之后,所述确定单元还用于:The device according to any one of claims 29-37, wherein, after step A2, the determining unit is further configured to:
    确定所述室内地图上的多个未测试位置,所述多个标定位置包括所述多个未测试位置;determining a plurality of untested locations on the indoor map, the plurality of calibrated locations including the plurality of untested locations;
    若所述未测试位置与测试位置i的距离小于或等于第四阈值,则将所述未测试位置与所述测试位置i关联的测试WIFI信息关联;和/或若所述未测试位置与测试位置j的距离小于或等于第五阈值,则将所述未测试位置与所述测试位置j关联的测试IMU信息关联;If the distance between the untested position and the test position i is less than or equal to the fourth threshold, then associate the untested position with the test WIFI information associated with the test position i; and/or if the untested position and the test If the distance of the position j is less than or equal to the fifth threshold, then associate the untested position with the test IMU information associated with the test position j;
    其中,步骤A2中,在所述室内地图上标定的测试位置包括所述测试位置i和所述测试位置j。Wherein, in step A2, the test positions demarcated on the indoor map include the test position i and the test position j.
  39. 根据权利要求38所述的装置,其中,所述基于第二目标位置关联的传感数据更新所述第二测试位置关联的测试传感数据之后,所述装置还包括第二更新单元,所述第二更新单元用于:The apparatus according to claim 38, wherein after the test sensing data associated with the second test position is updated based on the sensing data associated with the second target position, the apparatus further comprises a second updating unit, the The second update unit is used to:
    将多个第一未测试位置关联的WIFI信息替换为所述第二测试位置更新后关联的WIFI信息;和/或将多个第二未测试位置关联的IMU信息替换为所述第二测试位置更新后关联的IMU信息;Replace the WIFI information associated with the plurality of first untested locations with the updated WIFI information associated with the second test location; and/or replace the IMU information associated with the plurality of second untested locations with the second test location The updated associated IMU information;
    其中,所述多个未测试位置包括所述多个第一未测试位置和所述多个第二测试测位置,所述第一未测试位置与所述第二测试位置的距离小于或等于所述第四阈值,所述第二未测试位置与所述第二测试位置的距离小于或等于所述第五阈值。Wherein, the plurality of untested positions include the plurality of first untested positions and the plurality of second tested positions, and the distance between the first untested position and the second tested position is less than or equal to all the fourth threshold, the distance between the second untested position and the second test position is less than or equal to the fifth threshold.
  40. 一种室内定位装置,其中,应用于室内定位系统中的电子设备,所述室内定位系统还包括服务 器,所述装置包括:A kind of indoor positioning device, wherein, is applied to the electronic equipment in the indoor positioning system, and described indoor positioning system also comprises server, and described device comprises:
    发送单元,用于向所述服务器发送第一传感数据,所述第一传感数据包括第一WIFI信息和/或第一惯性测量单元IMU信息;a sending unit, configured to send first sensing data to the server, where the first sensing data includes first WIFI information and/or first inertial measurement unit IMU information;
    接收单元,用于接收所述服务器发送的所述电子设备的定位信息,所述电子设备的定位信息是所述服务器基于室内定位地图和所述第一传感数据确定的,所述室内定位地图上存在多个标定位置,每个所述标定位置关联一个传感数据,所述传感数据包括一个WIFI信息和/或一个IMU信息。a receiving unit, configured to receive the positioning information of the electronic device sent by the server, where the positioning information of the electronic device is determined by the server based on an indoor positioning map and the first sensing data, the indoor positioning map There are multiple calibration positions on the device, and each of the calibration positions is associated with a piece of sensing data, and the sensing data includes a piece of WIFI information and/or one piece of IMU information.
  41. 根据权利要求40所述的装置,其中,所述电子设备的定位信息包括所述电子设备的位置;The apparatus of claim 40, wherein the location information of the electronic device includes a location of the electronic device;
    所述电子设备的位置为所述室内定位地图上的第一目标标定位置,所述第一目标标定位置关联的WIFI信息与所述第一WIFI信息相匹配,和/或所述第一目标标定位置关联的IMU信息与所述第一IMU信息相匹配。The position of the electronic device is the first target calibration position on the indoor positioning map, the WIFI information associated with the first target calibration position matches the first WIFI information, and/or the first target calibration The IMU information associated with the location matches the first IMU information.
  42. 根据权利要求40所述的装置,其中,所述电子设备的定位信息包括所述电子设备的定位轨迹;The apparatus according to claim 40, wherein the positioning information of the electronic device comprises a positioning track of the electronic device;
    所述电子设备的定位轨迹是基于第一位置和至少一个第二位置确定的,所述第一位置是所述服务器基于室内定位地图和所述第一传感数据确定的,所述至少一个第二位置是所述服务器重复步骤B2-B3得到,所述步骤B2为接收所述电子设备发送的第二传感数据,所述第二传感数据包括第二WIFI信息和/或第二IMU信息,所述步骤B3为基于所述室内定位地图、所述电子设备前至少一次发送的传感数据、以及所述第二传感数据,确定所述电子设备的第二位置。The positioning trajectory of the electronic device is determined based on a first position and at least one second position, the first position is determined by the server based on an indoor positioning map and the first sensor data, and the at least one first position is determined by the server based on the indoor positioning map and the first sensing data. The second position is obtained by the server by repeating steps B2-B3, and the step B2 is to receive the second sensing data sent by the electronic device, and the second sensing data includes the second WIFI information and/or the second IMU information , the step B3 is to determine the second position of the electronic device based on the indoor positioning map, the sensor data sent at least once before by the electronic device, and the second sensor data.
  43. 一种服务器,其中,包括处理器、存储器、收发器,以及一个或多个程序,所述一个或多个程序被存储在所述存储器中,并且被配置由所述处理器执行,所述程序包括用于执行如权利要求1-12任一项所述的方法中的步骤的指令。A server comprising a processor, a memory, a transceiver, and one or more programs stored in the memory and configured to be executed by the processor, the programs comprising instructions for performing steps in the method of any of claims 1-12.
  44. 一种电子设备,其中,包括处理器、存储器、收发器,以及一个或多个程序,所述一个或多个程序被存储在所述存储器中,并且被配置由所述处理器执行,所述程序包括用于执行如权利要求13-15任一项所述的方法中的步骤的指令。An electronic device comprising a processor, a memory, a transceiver, and one or more programs stored in the memory and configured to be executed by the processor, the The program includes instructions for performing the steps in the method of any of claims 13-15.
  45. 一种计算机可读存储介质,其中,存储用于电子数据交换的计算机程序,其中,所述计算机程序使得计算机执行如权利要求1-12任一项所述的方法,或者所述计算机程序使得计算机执行如权利要求13-15任一项所述的方法。A computer-readable storage medium in which a computer program for electronic data exchange is stored, wherein the computer program causes a computer to perform the method according to any one of claims 1-12, or the computer program causes a computer A method as claimed in any of claims 13-15 is performed.
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