CN107315166A - Microstar's architecture system and method based on single or multiple Bluetooth transmission units - Google Patents

Microstar's architecture system and method based on single or multiple Bluetooth transmission units Download PDF

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Publication number
CN107315166A
CN107315166A CN201710529644.3A CN201710529644A CN107315166A CN 107315166 A CN107315166 A CN 107315166A CN 201710529644 A CN201710529644 A CN 201710529644A CN 107315166 A CN107315166 A CN 107315166A
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mrow
microstar
msub
base station
coordinate
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CN107315166B (en
Inventor
陈锐志
郭光毅
曹志鹏
王磊
潘元进
李明
陈亮
叶峰
刘梦云
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Zhejiang Deqing Zhilu Navigation Research Institute Co.,Ltd.
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Wuhan University WHU
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    • 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
    • G01S5/10Position of receiver fixed by co-ordinating a plurality of position lines defined by path-difference measurements, e.g. omega or decca systems
    • 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
    • G01C21/005Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 with correlation of navigation data from several sources, e.g. map or contour matching
    • 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
    • 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
    • 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
    • G01S5/0257Hybrid positioning
    • G01S5/0263Hybrid positioning by combining or switching between positions derived from two or more separate positioning systems
    • 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
    • G01S5/0294Trajectory determination or predictive filtering, e.g. target tracking or Kalman filtering
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W64/00Locating users or terminals or network equipment for network management purposes, e.g. mobility management

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  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Automation & Control Theory (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Position Fixing By Use Of Radio Waves (AREA)

Abstract

The invention belongs to indoor positioning technologies field, disclose a kind of Microstar's architecture system and method based on single or multiple Bluetooth transmission units, alignment system includes identification code, coordinate, floor, the room number that at least one Microstar base station is used to broadcast base station, launcher signal propagation parameter, the textual information of mode of operation;Microstar's architecture system on user equipment is used for the textual information that the signal for receiving Microstar base station and parsing obtain and calculates the one-dimensional of itself, two dimension or three-dimensional coordinate.The present invention is not changed user's custom, the precision suitable with outdoor positioning can be obtained using popular mobile phone without chronometer time synchronization and special receiving device;Interior outside fix slitless connection can be achieved;Microstar's base station cost is low, low in energy consumption, and deployment is convenient, without external netting twine, optical fiber etc.;Good environmental adaptability, scalability is good.

Description

Microstar's architecture system and method based on single or multiple Bluetooth transmission units
Technical field
The invention belongs to indoor positioning technologies field, more particularly to it is a kind of based on the micro- of single or multiple Bluetooth transmission units Star architecture system and method.
Background technology
Indoor positioning technologies are one of location technologies emerging in recent years.Compared with outdoor positioning technology, indoor positioning is led to Chang Yi closing, reliable location Calculation is realized in more complicated space.The main method of current indoor positioning has neighbour Method, geometric method, scene analysis method, circuit predication method etc..Wherein nearest neighbour method and scene analysis method be primarily adapted for use in required precision compared with Low indoor positioning occasion, circuit predication method position error adds up over time, it is difficult to independently as high-precision indoor positioning Method.Geometric method depends on all kinds of sound, light, electric signal, by directly or indirectly determining between target and reference point Relative distance, angular relationship determines the position of target.Current geometric method is still the optimal algorithm of high-precision indoor positioning. Based on unlike signal frequency and signaling protocol, reach that ten is several available for the technological means for realizing indoor positioning, it is common There is laser, ultrasonic wave, infrared ray, cellular network, radio broadcasting, encoded visible ray, Wi-Fi, bluetooth, Zigbee, RFID etc..The achievable precision of different technologies and coverage are had nothing in common with each other, but these signals are required for laying in advance actively It is most of to be also required for special ustomer premises access equipment to realize or passive positioning node could realize location Calculation to coordinate, System cost of implementation is high, is unfavorable for promoting.In these technologies, Wi-Fi and Bluetooth technology are existing due to being widely used Most of mobile phone all support that Wi-Fi and bluetooth are communicated, it is possible to achieve do not change the interior of existing user receiving equipment Positioning, and other most of equipment are required for user terminal to be equipped with special positioning label.Wi-Fi access points (AP) need connection Power supply simultaneously accesses cable network, lays more complicated.The standard of bluetooth 4.0 considerably reduces the power consumption of Bluetooth transmission module, at present The cost of Bluetooth transmission module also has competitiveness very much.The present invention proposes a kind of high accuracy based on Bluetooth technology, Gao Ke By property, inexpensive indoor positioning solution.
In summary, the problem of prior art is present be:
Although can realize that the technical method of indoor positioning is a lot, most of technology is required for laying special node With special user receiving equipment.The laying of node, maintenance cost is costly, and user needs additional investment, promotes difficulty big. Special signal and the flexibility ratio for being Design of Signal a little of transceiver are bigger, it is easier to which design is adapted to the letter of indoor positioning Number system.Some location technologies such as laser, although UWB can realize decimetre to the positioning of Centimeter Level, equipment cost is high, peace Reload request is high, and difficulty is big, it is difficult to a wide range of to promote.The indoor positioning technologies such as Wi-Fi location technologies of low cost, bluetooth positioning skill Art precision all rests on the stability of several meters of level and positioning, and reliability also has much room for improvement.Especially, for low cost For bluetooth module, signal stabilization is poor.The PCB antenna of low performance cause signal launch and receive have to direction it is obvious according to Lai Xing.Indoor environment is complicated so that Bluetooth signal produces step or cyclic fluctuation, it is difficult to which precision indoor positioning is difficult to and outdoor The coordinate that GPS is obtained carries out bumpless transfer, and this largely hampers the business popularization and application of indoor positioning technologies.Interior is fixed Another problem of position technology is that most of indoor locating system is all based on local coordinate system foundation, it is impossible to and outdoor GPS Positioning is linked up.Ultimately resulting in indoor and outdoors alignment system can only individually use, and be made troubles to user.
The content of the invention
The problem of existing for prior art, the invention provides a kind of based on the micro- of single or multiple Bluetooth transmission units Star architecture system and method.
The present invention is achieved in that a kind of Microstar's architecture system based on single or multiple Bluetooth transmission units, Microstar's architecture system based on single or multiple Bluetooth transmission units, including:
At least one Microstar base station, installed in known to coordinate on fixing point, for transmitting the information that positioning is used, these The identification code, coordinate, floor, room number, signal propagation parameter, the electricity of mode of operation that include but is not limited to Microstar base station of information Literary information;
Microstar's architecture system on user equipment;It is connected by wireless signal with Microstar base station, for receiving Microstar Textual information that the signal of base station and parsing are obtained simultaneously calculates the one-dimensional of itself, two dimension or three-dimensional coordinate.
Further, the coordinate also includes spherical coordinate system coordinate WGS84 coordinates, CGCS2000 coordinates, coordinate system Coordinate system coordinate after coordinate, indoor coordinate system coordinate and encryption;Multiple Microstar base stations constitute MANET system.
Further, the Microstar base station is made up of one or more bluetooth units and a micro-control unit MCU;
Each bluetooth unit is made up of Bluetooth chip, bluetooth signals. antenna and peripheral circuit;Bluetooth unit is according to certain Geometric configuration arranges to improve the quality of Bluetooth signal;
All bluetooth units are all connected with micro-control unit MCU;Which part bluetooth unit is used for the hair of Bluetooth signal Penetrate, another part bluetooth unit is used for the reception of Bluetooth signal;The micro-control unit MCU is responsible for controlling each bluetooth unit Work.
Further, Microstar's architecture system on user equipment includes user terminal, by parsing textual information and survey The distance for measuring Microstar base station realizes real-time positioning;The user terminal is available for by need to only scan Bluetooth signal The information of positioning, without being linked with the pairing of Microstar base station;
User terminal passes through number by receiving the signal strength values RSSI of multiple bluetooth transmitters of same Microstar base station High accuracy, highly reliable distance measure are obtained according to processing strategy;
The positioning mode of operation of user terminal includes but is not limited to obtain 3 d space coordinate, and horizontal plane two-dimensional coordinate hangs down Face two-dimensional coordinate, one-dimensional coordinate, mileage information, floor information, room number directly.
Further, the user terminal scans multiple bluetooth modules and measures data calculating processing;The user is whole End includes but is not limited to smart mobile phone, bracelet, tracker, flush bonding module, intelligent robot and industrial sensor equipment.
Another object of the present invention is to provide a kind of architecture side of Microstar based on single or multiple Bluetooth transmission units Method, is specifically included:
Step one, Microstar's base station mount point is equably selected according to certain density in coverage;Packing density is according to micro- The coverage at satellite-based station is calculated;For three-dimensional localization, enable any region in service area receive three or more than three it is micro- The signal at satellite-based station;Mount point is covered with whole coverage;In passageway, the belt-like zone in corridor should avoid Microstar base station from being arranged on On same straight line or approximate same straight line, the geometry intensity with the deployment of Microstar base station;
Step 2, the relevant information injection Microstar base station for the Microstar base station that user terminal is concerned about;To whole coverage Microstar base station to be mounted is needed to number one by one, and by the numbering of Microstar base station, coordinate, floor, signal corrects other of parameter Related information is encoded, and is encrypted, and inject Microstar base station;, can be with text by the information of write-in in Microstar's base station operation Form be broadcast to user terminal;Space topology analyzing need to be used to ensure numbering identical two when Microstar base station is more, during laying Individual Microstar base station is not in same working region;
Step 3, installs Microstar base station to specified location, and start Microstar base station one by one;In installation process, it should make micro- The information injected in the locus of satellite-based station installation and step 2 keeps corresponding;Start behind Microstar base station, check Microstar Whether the signal of base station is working properly, and whether the telegraph text content broadcast is correct;
Step 4, user terminal opens Bluetooth receiving function, can scan the signal for obtaining Microstar's Base Transmitter;And open Microstar's architecture service is opened, the Microstar's base station information received is obtained automatically, and demodulate telegraph text content;
Step 5, the Microstar's architecture service run in user terminal can obtain each Microstar's Base Transmitter in real time Signal intensity RSSI, and the Microstar's base station location included in text and other relevant informations are demodulated, pass through suitable signal Processing extracts stable, reliable geometric distance information with filtering method from the signal received, and is used using geometric method determination The position of family terminal;
Step 6, the Microstar's architecture service of operation on the subscriber terminal calculates obtained coordinate by system API, matches somebody with somebody Indoor map is closed, realizes that indoor navigation, positioning, tracking, track show, monitored.
Further, in step one, the geometry intensity of Microstar base station is assessed with positioning precision decay factor PDOP;Positioning precision Decay factor defines observing matrix A:
[x, y, z] is customer location, [x in formulai,yi,zi] for the position of i-th Microstar base station, ρiFor customer location and Geometric distance between i Microstar base stationN is in the visible Microstar's base of customer location Stand number;
According to observing matrix definition association factor pin Q=(AT*A)-1, wherein operator * representing matrixs multiplication, operator ( )TRepresenting matrix transposition computing, operator ()-1Representing matrix inversion operation;
The square formation that obtained Q matrixes are a 3*3 is calculated, PDOP can be calculated with following formula:
Q in formulaijRepresent the i-th row of Q matrixes, the element of jth row;PDOP is more big, thinks Microstar's base station geometric configuration intensity It is poorer;In selection Microstar's base station mount point stage, determine that Microstar base station is pacified by calculating the PDOP values of each site of coverage Whether reasonable decorate position;When two-dimensional localization, dimension-reduction treatment can be carried out to above-mentioned computational methods;
After selected Microstar base station mount point, the coordinate of each mount point is measured one by one;The coordinate of each mount point ensures Under same set of coordinate system, the coordinate system is room coordinates system, the local coordinate system of building coordinate system, or sat for global coordinates system Mark;Obtaining base station mount point global coordinates system of indoor Microstar seat calibration method includes:
The method of relative positioning measurement;The global coordinates of outdoor some or several index points are obtained using GNSS methods It is coordinate, by the relative position of target point and outdoor signage point in total powerstation, theodolite, laser range finder measuring chamber, then counts Calculate the global coordinates system coordinate for trying to achieve indoor index point;
The method of local coordinate system conversion;The relative position relation that there is the local coordinate system of design drawing coverage then makes The global coordinates system coordinate of three or more than three feature point of building is measured with GNSS means, the whole world of these characteristic points is utilized Coordinate and local coordinate solve conversion parameter between two sets of coordinate systems;Local coordinate system coordinate is all turned using these conversion parameters It is changed to global coordinates system coordinate.
Further, stable, reliable geometric distance is extracted from the signal received by signal transacting and filtering method to believe Breath, and determine using geometric method the position of user terminal;User to Microstar base station geometric distance, with Taylor series expansion, It is expressed as:
ρ in formula0It is the approximate geometry distance of user equipment all Microstar base stations, ε is nonlinearity erron;[xi,yi,zi] it is i-th The coordinate of individual Microstar base station, [dx, dy, dz] is the increment of user coordinates;Neglect the nonlinearity erron of above formula, above formula expression For:
In view of the situation of multiple Microstar base stations, the linearized system is expressed as:
E(y)≈Ax;
The least square solution of the linearized system is
WhereinIt is that estimation obtains user coordinates increment, P is Quan Zhen;After increment of coordinate is tried to achieve, approximate coordinate is updated, And coordinates computed increment again, the increment of coordinate obtained until calculating is sufficiently small;
User's approximate coordinate is unknown when positioning first, using outdoor GNSS positioning results as initial approximation coordinate, or Add the mode of a random offset that initial coordinate is set using to some base station coordinates;Least square method, which is used to initialize, filters Ripple device, follow-up navigator fix is calculated using extended BHF approach EKF;For most of indoor positioning scene, EKF is used Random walk modeling user terminal coordinate mobile status, extended BHF approach model is expressed as form:
Time updates:
QkIt is epoch k process noise matrix, the matrix is adjusted according to the movement velocity of user equipment;
KkIt is epoch k filtering gain matrix, RkIt is to produce after renewal after the completion of observation variance-covariance matrix, filtering Position information of user's terminal.
Advantages of the present invention and good effect are:
The present invention provides a kind of inexpensive indoor positioning scheme, and Microstar's base station cost is low, and deployment is convenient, without chronometer time It is synchronous.
The present invention does not change user's custom, and the precision suitable with outdoor positioning can be obtained using popular mobile phone.
Indoor outside fix slitless connection can be achieved in the present invention, improves the Consumer's Experience of indoor positioning.
The present invention improves the degree of accuracy of Bluetooth signal ranging, stability by way of multiple bluetooth units cooperate And reliability, improve the positioning performance of Bluetooth signal.
Microstar's base station power consumption of the present invention is low, and deployment is convenient, and without external netting twine, optical fiber etc., maintenance cost is low.Can basis Indoor scene, realizes one-dimensional, two dimension, three-dimensional localization, good environmental adaptability, scalability is good.
Brief description of the drawings
Fig. 1 is that Microstar's architecture system provided in an embodiment of the present invention based on single or multiple Bluetooth transmission units is shown It is intended to.
In figure:1st, Microstar base station;2nd, Microstar's architecture system on user equipment.
Fig. 2 is Microstar's base station physical structural representation provided in an embodiment of the present invention.
Fig. 3 is Microstar's base station functions logical construction schematic block diagram provided in an embodiment of the present invention.
Fig. 4 is Microstar's architecture technology specific implementation step flow chart provided in an embodiment of the present invention.
Embodiment
In order to make the purpose , technical scheme and advantage of the present invention be clearer, with reference to embodiments, to the present invention It is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, it is not used to Limit the present invention.
Below in conjunction with the accompanying drawings and specific embodiment to the present invention application principle be further described.
As shown in figure 1, Microstar's architecture provided in an embodiment of the present invention based on single or multiple Bluetooth transmission units System, including two parts composition, the Microstar's architecture system 2 of Microstar base station 1 and operation on a user device;
The system operation needs to dispose two or more Microstar base stations 1 and is arranged on known to coordinate on fixing point.
The text that Microstar's architecture system 2 on user equipment is obtained by the signal and parsing that receive Microstar base station is believed Breath calculates the one-dimensional of itself, two dimension or three-dimensional coordinate.
The one-dimensional or two-dimensional coordinate for calculating user is such as needed to need at least two Microstar base stations;Such as need the three-dimensional of calculating user Coordinate, then need at least three Microstar base stations.Itself there is Bluetooth signal to launch and receive capabilities for single Microstar base station 1.Microstar's base The bluetooth module stood inside 1 passes through microcontroller (MCU) and carries out link and signal transmission control between module.And Microstar's base Stand and possess mutual transmission and networking function between signal between 1 and base station.
Microstar base station of the present invention electrical principle is as shown in Fig. 2 Microstar base station of the present invention is by one or many Individual bluetooth unit composition and a micro-control unit composition.Each bluetooth unit is by Bluetooth chip, bluetooth signals. antenna and outer Enclose circuit composition.Bluetooth unit arranges to improve the quality of Bluetooth signal according to certain geometric configuration.All bluetooth units are all It is connected with micro-control unit (MCU).Which part bluetooth unit is used for the transmitting of Bluetooth signal, and another part bluetooth unit is used In the reception of Bluetooth signal.MCU is responsible for controlling the work of each bluetooth unit.Whole Microstar base station has MANET and signal transmission Function.
Microstar's base station logic functional structure of the present invention is as shown in Figure 3.Each bluetooth unit is responsible for independent Bluetooth letter Number transmitting or receive, whole Microstar base station may include one or more bluetooth unit independent transmission/reception Bluetooth signals.It is all Bluetooth unit is all controlled by for micro-control unit (MCU).Micro-control unit (Microstar's BTS management module) mainly completes four sides The work in face:(1) bluetooth unit is managed, including control bluetooth unit work, realizes note etc. on bluetooth unit text;(2) text Coding and encrypted work, the text that MCU needs to broadcast according to certain rule to Microstar base station, enter according to certain data protocol Row coding and encryption, it is ensured that text is correct, is reliably transmitted to user equipment.(3) health status monitoring of each bluetooth unit, MCU grasps the working condition of each bluetooth unit by the communication between each bluetooth unit, is supervised by Bluetooth receptions unit The working condition of other Microstar base stations and Bluetooth signal calibration around control;(4) the order system of Microstar base station, system pipes are realized Reason person sends the configuration that Microstar base station is realized in order, control and inquiry work by the communication between MCU to Microstar base station State etc..The software and hardware of Microstar base station together form the service end of whole alignment system, and user terminal be then run it is micro- The mobile device of star architecture service software, such as smart mobile phone.
As shown in figure 4, Microstar's architecture provided in an embodiment of the present invention based on single or multiple Bluetooth transmission units Method, is specifically included:
S101:In coverage according to certain density, Microstar's base station mount point is equably selected;Packing density is according to Microstar The coverage of base station is calculated;For three-dimensional localization, any region in service area is set to receive three or more than three Microstars The signal of base station;Mount point is covered with whole coverage;In passageway, the belt-like zone in corridor should avoid Microstar base station from being arranged on together On straight line or approximate same straight line, the geometry intensity with the deployment of Microstar base station;
S102:The relevant information injection Microstar base station for the Microstar base station that user terminal is concerned about;Whole coverage is needed Microstar base station to be mounted is numbered one by one, and by the numbering of Microstar base station, coordinate, floor, signal corrects other phases of parameter The information of pass is encoded, encryption, and injects Microstar base station;, can be with text by the information of write-in in Microstar's base station operation Form is broadcast to user terminal;Space topology analyzing need to be used to ensure numbering identical two when Microstar base station is more, during laying Microstar base station is not in same working region;
S103:Microstar base station is installed one by one to specified location, and starts Microstar base station;In installation process, Microstar should be made The information injected in the locus S102 that base station is installed keeps corresponding;Start behind Microstar base station, check Microstar base station Whether signal is working properly, and whether the telegraph text content broadcast is correct;
S104:User terminal opens Bluetooth receiving function, can scan the signal for obtaining Microstar's Base Transmitter;And open Microstar's architecture service, obtains the Microstar's base station information received, and demodulate telegraph text content automatically;
S105:The Microstar's architecture service run in user terminal can obtain the letter of each Microstar's Base Transmitter in real time Number intensity RSSI, and the Microstar's base station location included in text and other relevant informations are demodulated, at suitable signal Reason extracts stable, reliable geometric distance information with filtering method from the signal received, and determines user using geometric method The position of terminal;
S106:The Microstar's architecture service of operation on the subscriber terminal calculates obtained coordinate by system API, coordinates Indoor map, realizes that indoor navigation, positioning, tracking, track show, monitored.
The application principle of the present invention is further described with reference to specific embodiment.
In Microstar's base station positioning method provided in an embodiment of the present invention based on single or multiple Bluetooth transmission units,
1) in the coverage of the system according to certain density, Microstar's base station mount point is equably selected as far as possible.Install close Degree should be calculated according to the coverage of Microstar base station, when three-dimensional localization, should ensure that any region energy in service area The signal of three or more than three Microstar base stations is received, mount point should be covered with whole coverage as far as possible.In passageway, corridor etc. Belt-like zone should avoid Microstar base station from being arranged on same straight line or approximate same straight line, it is ensured that the deployment tool of Microstar base station There is preferable geometry intensity.Microstar's base station geometry intensity can be assessed with positioning precision decay factor (PDOP).Geometric accuracy decays Factor definable observing matrix A:
[x, y, z] is customer location, [x in formulai,yi,zi] for the position of i-th Microstar base station, ρiFor customer location and Geometric distance between i Microstar base stationN is in the visible Microstar's base of customer location Stand number.Can be according to observing matrix definition association factor pin Q=(AT*A)-1, wherein operator * representing matrixs multiplication, operator (·)TRepresenting matrix transposition computing, operator ()-1Representing matrix inversion operation.It is a 3*3 to calculate obtained Q matrixes Square formation, PDOP can be calculated with following formula:
Q in formulaijRepresent the i-th row of Q matrixes, the element of jth row.PDOP is more big, thinks Microstar's base station geometric configuration intensity It is poorer.In selection Microstar's base station mount point stage, Microstar's base can be determined by calculating the PDOP values of each each site of coverage Whether mount point of standing position is reasonable.When two-dimensional localization, dimension-reduction treatment, calculating process can be carried out to above-mentioned computational methods It is similar.
, it is necessary to measure the coordinate of each mount point one by one after selected Microstar base station mount point.The coordinate of each mount point should Ensure under same set of coordinate system, the coordinate system can be room coordinates system, the local coordinate system such as building coordinate system can also Global coordinates system coordinate, such as WGS84 coordinate systems, CGCS2000 coordinate systems etc..The use of global coordinates system coordinate is to realize indoor and outdoor The precondition of seamless positioning, therefore there is bigger practical value using global coordinates system coordinate.Obtain indoor Microstar base station Mount point global coordinates system, which sits calibration method, two kinds:
(1) the global coordinates system coordinate of outdoor some or several index points is obtained using GNSS localization methods, is passed through Relative positioning means, such as total powerstation, theodolite, the device measuring indoor objects point such as laser range finder are relative with outdoor signage point Position, then calculate the global coordinates system coordinate for trying to achieve indoor index point.(2) Coordinate Conversion is carried out using local coordinate system map Method.If there is the relative position relation of the local coordinate systems such as design drawing coverage, GNSS means can be used to measure The global coordinates system coordinate of three or more than three feature point of building, utilizes the global coordinates and local coordinate of these characteristic points Solve conversion parameter between two sets of coordinate systems.Just local coordinate system coordinate can be all converted to the whole world using these conversion parameters Coordinate system coordinate.So only need to measure Microstar's base station mount point can be converted to its global coordinates in the coordinate of local coordinate system It is coordinate.
2) the relevant information injection Microstar base station for the Microstar base station for being concerned about user equipment.The step is needed to whole service Region needs Microstar base station to be mounted to number one by one, and by the numbering of Microstar base station, coordinate, floor, signal corrects parameter etc. Other related information are encoded, encryption, and inject Microstar base station, can be by the information meeting of write-in in Microstar's base station operation Subscriber terminal equipment is broadcast in the form of text.For the larger indoor positioning scene of area, it is necessary to the Microstar base station laid More, now Microstar's base station number needs specially treated, it is to avoid base station number is repeated.Developed by message coding length, Microstar's base The shared bit number of numbering of standing is limited.Need to use base station number multiplexing extensive to realize laying the more scene in Microstar base station Base station cooperates.Space topology analyzing need to be used to ensure numbering identical Liang Ge Microstars base station not in same work during laying Region.
3) Microstar base station is installed one by one to specified location, and starts Microstar base station.In installation process, Microstar's base should ensure that Stand locus and the step 2 installed) in the information of injection keep corresponding.Start behind Microstar base station, Microstar's base should be checked Whether the signal stood is working properly, and whether the telegraph text content broadcast is correct.
User terminal position portion is by receiving in Microstar's base station signal, parsing text during system puts into effect Hold, user equipment current location is calculated in real time.Ustomer premises access equipment can be smart mobile phone, the wearable device such as bracelet, can also It is the sensor with Bluetooth communication and computing capability.No matter which kind of hardware platform, should all pre-install Microstar's base that the system is included Stand firm a service software.User terminal position portion also includes three steps:
4) user terminal opens Bluetooth receiving function, and opens Microstar's architecture service.Open Bluetooth receiving function, User equipment can scan the signal for obtaining Microstar's Base Transmitter, open Microstar's architecture service, and the service can be obtained automatically The Microstar's base station information received, and demodulate telegraph text content.
5) the Microstar's architecture service run in user terminal can obtain the signal of each Microstar's Base Transmitter in real time Intensity (RSSI), and the Microstar's base station location included in text and other relevant informations are demodulated, at suitable signal Reason extracts stable, reliable geometric distance information with filtering method from the signal received, and determines user using geometric method The position of equipment.User can use Taylor series expansion, be expressed as to the geometric distance of Microstar base station:
ρ in formula0It is the approximate geometry distance of user equipment all Microstar base stations, ε is nonlinearity erron;[xi,yi,zi] it is i-th The coordinate of individual Microstar base station, [dx, dy, dz] is the increment of user coordinates.Neglect the nonlinearity erron of above formula, above formula can be with It is expressed as:
In view of the situation of multiple Microstar base stations, the linearized system is represented by:
E(y)≈Ax;
The least square solution of the linearized system is
WhereinIt is that estimation obtains user coordinates increment, P is Quan Zhen.After increment of coordinate is tried to achieve, approximate coordinate is updated, And coordinates computed increment again, the increment of coordinate obtained until calculating is sufficiently small.User's approximate coordinate is unknown when positioning first, this When can use some base station coordinates plus the mode of a random offset that initial coordinate is set.Least square method generally only by For initializing wave filter, follow-up navigator fix is calculated usually using extended BHF approach (EKF).For most of room Interior positioning scene, EKF can use random walk modeling user equipment coordinate mobile status, extended BHF approach mould Type can be expressed as form:
Time updates:
QkIt is epoch k process noise matrix, the matrix can be adjusted according to the movement velocity of user equipment.
KkIt is epoch k filtering gain matrix, RkIt is to produce after renewal after the completion of observation variance-covariance matrix, filtering Position information of user equipment.
6) the Microstar architecture service of operation on the subscriber terminal calculate obtained coordinate by system API or other Mode coordinates indoor map there is provided to other applications, and the system can realize indoor navigation, positions, and tracking, track shows Show, the function such as monitoring.Wherein realize that monitoring and following function need user equipment that positioning result is passed through into certain data communication Positioning result is back to central server by mode, such as Wi-Fi, bluetooth, cellular network etc., realizes positioning, navigation, and monitoring etc. should Use function.
In Microstar's architecture system provided in an embodiment of the present invention based on single or multiple Bluetooth transmission units, each Microstar base station by it is single or multiple and meanwhile work bluetooth transmitters and several Bluetooth Receivers constitute, utilize two or two Position and the relevant information of Microstar base station, user terminal are broadcast to user terminal as positioning signal source in Microstar base station above Real-time navigation capability is realized by parsing textual information and measuring the distance of Microstar base station.
Alignment system possesses the function that produces of start, has a similarity with outdoor GNSS position fixing process, but the survey used It is different away from technology.User need not be known a priori by any information (such as fingerprint base) of localizing environment when positioning, you can directly right Outdoor GNSS alignment systems are connect, the indoor and outdoor seamless positioning of intelligent terminal is realized.
Microstar base station transmits the textual information for positioning to user terminal, and telegraph text content includes but is not limited to Microstar base station Identification code, coordinate, floor, room number, signal propagation parameter, mode of operation etc..
The Microstar's base station coordinate information transmitted to user terminal, its coordinate system includes global coordinate system coordinate such as WGS84 coordinates, CGCS2000 coordinates, also including coordinate system coordinate, indoor coordinate system coordinate, coordinate system coordinate after encryption Deng.
User terminal need to only scan the information that Bluetooth signal is available for positioning, without matching link.
User terminal can be led to by the signal strength values (RSSI) of the multiple bluetooth transmitters for receiving same Microstar base station Cross data processing policy and obtain high accuracy, highly reliable distance measure.
The positioning mode of operation of user terminal includes, but are not limited to obtain 3 d space coordinate, and horizontal plane two-dimensional coordinate hangs down Face two-dimensional coordinate, one-dimensional coordinate, mileage information, floor information, room number etc. directly.
There is user terminal the ability and measurement data that scan multiple bluetooth equipments to calculate the ability of processing, including but not limit In smart mobile phone, bracelet, the wearable device such as tracker, and flush bonding module, intelligent robot, the industry such as device sensor Sensor device.
The alignment system being made up of two or more Microstar base stations, possesses between automatic network-building function, Microstar base station Possess signal calibration and communication function automatically.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all essences in the present invention Any modifications, equivalent substitutions and improvements made within refreshing and principle etc., should be included in the scope of the protection.

Claims (8)

1. a kind of Microstar's architecture system based on single or multiple Bluetooth transmission units, it is characterised in that described based on single Microstar's architecture system of individual or multiple Bluetooth transmission units, including:
At least one Microstar base station, installed in known to coordinate on fixing point, the information for transmitting positioning, information is included but not It is limited to identification code, coordinate, floor, the room number of Microstar base station, launcher signal propagation parameter, the textual information of mode of operation;
Microstar's architecture system on user equipment;By being wirelessly connected with Microstar base station, the letter for receiving Microstar base station Number and the obtained textual information of parsing and calculate the one-dimensional of itself, two dimension or three-dimensional coordinate.
2. Microstar's architecture system as claimed in claim 1 based on single or multiple Bluetooth transmission units, its feature exists The coordinate system that coordinate in, Microstar base station is used includes global coordinate system coordinate, such as WGS84 coordinates, CGCS2000 coordinates, Coordinate system coordinate after coordinate system coordinate, indoor coordinate system coordinate and encryption;Multiple Microstar base stations constitute MANET system.
3. Microstar's architecture system as claimed in claim 1 based on single or multiple Bluetooth transmission units, its feature exists In the Microstar base station is made up of one or more bluetooth units and a micro-control unit;
Each bluetooth unit is made up of Bluetooth chip, bluetooth signals. antenna and peripheral circuit;Bluetooth module is according to certain geometry Assignment of configuration is used for the quality for improving Bluetooth signal;
All bluetooth units are all connected with micro-control unit;Which part bluetooth unit is used for the transmitting of Bluetooth signal, in addition A part of bluetooth unit is used for the reception of Bluetooth signal;The micro-control unit MCU is responsible for controlling the work of each bluetooth unit.
4. Microstar's architecture system as claimed in claim 1 based on single or multiple Bluetooth transmission units, its feature exists In Microstar's architecture system on user equipment includes user terminal, by parsing textual information and measuring Microstar base station Distance realize real-time positioning;The user terminal need to only scan the information that Bluetooth signal is available for positioning, without Pairing is needed to link;
User terminal is by receiving the signal strength values RSSI of multiple bluetooth transmitters of same Microstar base station, by specific Data processing policy obtains high accuracy, highly reliable distance measure;
The positioning mode of operation of user terminal includes but is not limited to obtain 3 d space coordinate, horizontal plane two-dimensional coordinate, vertical plane Two-dimensional coordinate, one-dimensional coordinate, mileage information, floor information, room number.
5. Microstar's architecture system as claimed in claim 4 based on single or multiple Bluetooth transmission units, its feature exists In the user terminal scans multiple Microstar base stations and measures data calculating processing;The user terminal includes but not limited In smart mobile phone, bracelet, tracker, flush bonding module, intelligent robot and industrial sensor equipment.
6. it is a kind of as claimed in claim 1 Microstar's architecture system based on single or multiple Bluetooth transmission units based on list Microstar's base station positioning method of individual or multiple Bluetooth transmission units, it is characterised in that described to be based on single or multiple Bluetooth transmissions Microstar's base station positioning method of unit is specifically included:
Step one, Microstar's base station mount point is equably selected according to certain density in coverage;Packing density is according to Microstar's base The coverage stood is calculated;For three-dimensional localization, any region in service area is set to receive three or more than three Microstar's bases The signal stood;Mount point is covered with whole coverage;In passageway, the belt-like zone in corridor should avoid Microstar base station installed in same On bar straight line or approximate same straight line, the geometry intensity with the deployment of Microstar base station;
Step 2, the relevant information injection Microstar base station for the Microstar base station that user terminal is concerned about;Whole coverage is needed The Microstar base station of installation is numbered one by one, and by the numbering of Microstar base station, coordinate, floor, signal corrects the related letter such as parameter Breath is encoded, and is encrypted, and inject Microstar base station;In Microstar's base station operation, by the information of write-in can in the form of text it is wide Broadcast to user terminal;Space topology analyzing need to be used to ensure numbering identical Liang Ge Microstars base when Microstar base station is more, during laying Stand not in same working region;
Step 3, installs Microstar base station to specified location, and start Microstar base station one by one;In installation process, Microstar's base should be made The information injected keeps corresponding in the locus installed and the step 2 of standing;Start behind Microstar base station, check Microstar base station Signal it is whether working properly, whether the telegraph text content broadcast correct;
Step 4, user terminal opens Bluetooth receiving function, can scan the signal for obtaining Microstar's Base Transmitter;And open micro- Star architecture is serviced, and the Microstar's base station information received is obtained automatically, and demodulate telegraph text content;
Step 5, the Microstar's architecture service run in user terminal can obtain the signal of each Microstar's Base Transmitter in real time Intensity RSSI, and the Microstar's base station location included in text and other relevant informations are demodulated, pass through suitable signal transacting Stable, reliable geometric distance information is extracted from the signal received with filtering method, and determines that user is whole using geometric method The position at end;
Step 6, the Microstar's architecture service of operation on the subscriber terminal calculates obtained coordinate by system API, coordinates room Interior map, realizes that indoor navigation, positioning, tracking, track show, monitored.
7. Microstar's base station positioning method as claimed in claim 6 based on single or multiple Bluetooth transmission units, its feature exists In in step one, the geometry intensity of Microstar base station is assessed with positioning precision decay factor PDOP;Positioning precision decay factor is defined Observing matrix A:
<mrow> <mi>A</mi> <mo>=</mo> <mfenced open = "(" close = ")"> <mtable> <mtr> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>x</mi> <mn>1</mn> </msub> <mo>-</mo> <mi>x</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mn>1</mn> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>y</mi> <mn>1</mn> </msub> <mo>-</mo> <mi>y</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mn>1</mn> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>z</mi> <mn>1</mn> </msub> <mo>-</mo> <mi>z</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mn>1</mn> </msub> </mfrac> </mtd> </mtr> <mtr> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> </mtr> <mtr> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> </mtr> <mtr> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> <mtd> <mo>.</mo> </mtd> </mtr> <mtr> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>x</mi> <mi>n</mi> </msub> <mo>-</mo> <mi>x</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mi>n</mi> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>y</mi> <mi>n</mi> </msub> <mo>-</mo> <mi>y</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mi>n</mi> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <mo>-</mo> <mrow> <mo>(</mo> <msub> <mi>z</mi> <mi>n</mi> </msub> <mo>-</mo> <mi>z</mi> <mo>)</mo> </mrow> </mrow> <msub> <mi>&amp;rho;</mi> <mi>n</mi> </msub> </mfrac> </mtd> </mtr> </mtable> </mfenced> <mo>,</mo> </mrow>
[x, y, z] is customer location, [x in formulai,yi,zi] for the position of i-th Microstar base station, ρiIt is micro- with i-th for customer location Geometric distance between the station of satellite-basedN is in the visible Microstar base station of customer location Number;
According to observing matrix definition association factor pin Q=(AT*A)-1, wherein operator * representing matrixs multiplication, operator ()TRepresent Matrix transposition computing, operator ()-1Representing matrix inversion operation;
The square formation that obtained Q matrixes are a 3*3 is calculated, PDOP can be calculated with following formula:
<mrow> <mi>P</mi> <mi>D</mi> <mi>O</mi> <mi>P</mi> <mo>=</mo> <msqrt> <mrow> <msub> <mi>q</mi> <mn>11</mn> </msub> <mo>+</mo> <msub> <mi>q</mi> <mn>22</mn> </msub> <mo>+</mo> <msub> <mi>q</mi> <mn>33</mn> </msub> </mrow> </msqrt> <mo>;</mo> </mrow>
Q in formulaijRepresent the i-th row of Q matrixes, the element of jth row;PDOP is more big, thinks Microstar's base station geometric configuration intensity more Difference;In selection Microstar's base station mount point stage, determine that Microstar base station is pacified by calculating the PDOP values of each each site of coverage Whether reasonable decorate position;When two-dimensional localization, dimension-reduction treatment can be carried out to above-mentioned computational methods;
After selected Microstar base station mount point, the coordinate of each mount point is measured one by one;The coordinate of each mount point ensures same Cover under coordinate system, the coordinate system is room coordinates system, the local coordinate system of building coordinate system, or be global coordinates system coordinate; Obtaining base station mount point global coordinates system of indoor Microstar seat calibration method includes:
The global coordinates system coordinate of outdoor some or several index points is obtained using GNSS methods, passes through total powerstation, longitude and latitude The relative position of target point and outdoor signage point in instrument, laser range finder measuring chamber, then calculate the whole world for trying to achieve indoor index point Coordinate system coordinate;
The method that Coordinate Conversion is carried out using local coordinate system map;There is the relative of the local coordinate system of design drawing coverage Position relationship then measures the global coordinates system coordinate of three or more than three feature point of building using GNSS means, utilizes these The global coordinates and local coordinate of characteristic point solve conversion parameter between two sets of coordinate systems;Using these conversion parameters by local coordinate It is that coordinate is all converted to global coordinates system coordinate.
8. Microstar's base station positioning method as claimed in claim 6 based on single or multiple Bluetooth transmission units, its feature exists In, stable, reliable geometric distance information is extracted from the signal received by signal transacting and filtering method, and using several What method determines the position of user terminal;User, with Taylor series expansion, is expressed as to the geometric distance of Microstar base station:
<mrow> <mtable> <mtr> <mtd> <mrow> <mi>&amp;rho;</mi> <mo>=</mo> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> <mo>+</mo> <mfrac> <mrow> <mo>&amp;part;</mo> <mi>&amp;rho;</mi> </mrow> <mrow> <mo>&amp;part;</mo> <mi>x</mi> </mrow> </mfrac> <mo>+</mo> <mfrac> <mi>&amp;rho;</mi> <mi>y</mi> </mfrac> <mo>+</mo> <mfrac> <mrow> <mo>&amp;part;</mo> <mi>&amp;rho;</mi> </mrow> <mrow> <mo>&amp;part;</mo> <mi>z</mi> </mrow> </mfrac> <mo>+</mo> <mi>&amp;epsiv;</mi> </mrow> </mtd> </mtr> <mtr> <mtd> <mrow> <mo>=</mo> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> <mo>+</mo> <mfrac> <mrow> <msub> <mi>x</mi> <mn>0</mn> </msub> <mo>-</mo> <msub> <mi>x</mi> <mi>i</mi> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> <mi>d</mi> <mi>x</mi> <mo>+</mo> <mfrac> <mrow> <msub> <mi>y</mi> <mn>0</mn> </msub> <mo>-</mo> <msub> <mi>y</mi> <mi>i</mi> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> <mi>d</mi> <mi>y</mi> <mo>+</mo> <mfrac> <mrow> <msub> <mi>z</mi> <mn>0</mn> </msub> <mo>-</mo> <msub> <mi>z</mi> <mi>i</mi> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> <mi>d</mi> <mi>z</mi> <mo>+</mo> <mi>&amp;epsiv;</mi> </mrow> </mtd> </mtr> </mtable> <mo>,</mo> </mrow>
ρ in formula0It is the approximate geometry distance of user equipment all Microstar base stations, ε is nonlinearity erron;[xi,yi,zi] it is micro- i-th The coordinate at satellite-based station, [dx, dy, dz] is the increment of user coordinates;The nonlinearity erron of above formula is neglected, above formula is expressed as:
<mrow> <mi>E</mi> <mrow> <mo>(</mo> <mi>&amp;rho;</mi> <mo>-</mo> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> <mo>)</mo> </mrow> <mo>&amp;ap;</mo> <mfenced open = "(" close = ")"> <mtable> <mtr> <mtd> <mfrac> <mrow> <msub> <mi>x</mi> <mi>i</mi> </msub> <mo>-</mo> <msub> <mi>x</mi> <mn>0</mn> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <msub> <mi>y</mi> <mi>i</mi> </msub> <mo>-</mo> <msub> <mi>y</mi> <mn>0</mn> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> </mtd> <mtd> <mfrac> <mrow> <msub> <mi>z</mi> <mi>i</mi> </msub> <mo>-</mo> <msub> <mi>z</mi> <mn>0</mn> </msub> </mrow> <msub> <mi>&amp;rho;</mi> <mn>0</mn> </msub> </mfrac> </mtd> </mtr> </mtable> </mfenced> <mfenced open = "(" close = ")"> <mtable> <mtr> <mtd> <mi>d</mi> <mi>x</mi> </mtd> </mtr> <mtr> <mtd> <mi>d</mi> <mi>y</mi> </mtd> </mtr> <mtr> <mtd> <mi>d</mi> <mi>z</mi> </mtd> </mtr> </mtable> </mfenced> <mo>,</mo> </mrow>
In view of the situation of multiple Microstar base stations, the linearized system is expressed as:
E(y)≈Ax;
The least square solution of the linearized system is
<mrow> <mover> <mi>x</mi> <mo>^</mo> </mover> <mo>=</mo> <msup> <mrow> <mo>(</mo> <msup> <mi>A</mi> <mi>T</mi> </msup> <mi>P</mi> <mi>A</mi> <mo>)</mo> </mrow> <mrow> <mo>-</mo> <mn>1</mn> </mrow> </msup> <msup> <mi>A</mi> <mi>T</mi> </msup> <mi>R</mi> <mi>y</mi> <mo>;</mo> </mrow>
WhereinIt is that estimation obtains user coordinates increment, P is Quan Zhen;After increment of coordinate is tried to achieve, approximate coordinate is updated, is laid equal stress on New coordinates computed increment, the increment of coordinate obtained until calculating is sufficiently small;
User's approximate coordinate is unknown when positioning first, using outdoor GNSS positioning results as initial approximation coordinate, or uses The mode for adding a random offset to some base station coordinates sets initial coordinate;Least square method, which is used to initialize, to be filtered Device, follow-up navigator fix is calculated using extended BHF approach EKF;For most of indoor positioning scene, EKF use with Machine migration modeling user terminal coordinate mobile status, extended BHF approach model is expressed as form:
Time updates:
<mrow> <msubsup> <mover> <mi>x</mi> <mo>^</mo> </mover> <mrow> <mi>k</mi> <mo>+</mo> <mn>1</mn> </mrow> <mo>-</mo> </msubsup> <mo>=</mo> <msubsup> <mover> <mi>x</mi> <mo>^</mo> </mover> <mi>k</mi> <mo>+</mo> </msubsup> <mo>,</mo> </mrow>
<mrow> <msubsup> <mi>P</mi> <mrow> <mi>k</mi> <mo>+</mo> <mn>1</mn> </mrow> <mo>-</mo> </msubsup> <mo>=</mo> <msubsup> <mi>P</mi> <mi>k</mi> <mo>+</mo> </msubsup> <mo>+</mo> <msub> <mi>Q</mi> <mi>k</mi> </msub> <mo>,</mo> </mrow>
QkIt is epoch k process noise matrix, the matrix is adjusted according to the movement velocity of user equipment;
<mrow> <msub> <mi>K</mi> <mi>k</mi> </msub> <mo>=</mo> <msubsup> <mi>P</mi> <mi>k</mi> <mo>-</mo> </msubsup> <mi>A</mi> <msup> <mrow> <mo>(</mo> <msubsup> <mi>AP</mi> <mi>k</mi> <mo>-</mo> </msubsup> <msup> <mi>A</mi> <mi>T</mi> </msup> <mo>+</mo> <msub> <mi>R</mi> <mi>k</mi> </msub> <mo>)</mo> </mrow> <mrow> <mo>-</mo> <mn>1</mn> </mrow> </msup> <mo>,</mo> </mrow>
<mrow> <msubsup> <mover> <mi>x</mi> <mo>^</mo> </mover> <mi>k</mi> <mo>+</mo> </msubsup> <mo>=</mo> <msubsup> <mover> <mi>x</mi> <mo>^</mo> </mover> <mi>k</mi> <mo>-</mo> </msubsup> <mo>+</mo> <mi>K</mi> <mrow> <mo>(</mo> <mi>y</mi> <mo>-</mo> <mi>A</mi> <msubsup> <mover> <mi>x</mi> <mo>^</mo> </mover> <mi>k</mi> <mo>-</mo> </msubsup> <mo>)</mo> </mrow> <mo>,</mo> </mrow>
<mrow> <msubsup> <mi>P</mi> <mi>k</mi> <mo>+</mo> </msubsup> <mo>=</mo> <mrow> <mo>(</mo> <mi>I</mi> <mo>-</mo> <msub> <mi>K</mi> <mi>k</mi> </msub> <mi>A</mi> <mo>)</mo> </mrow> <msubsup> <mi>P</mi> <mi>k</mi> <mo>-</mo> </msubsup> <mo>,</mo> </mrow>
KkIt is epoch k filtering gain matrix, RkIt is that the use after updating is produced after the completion of observation variance-covariance matrix, filtering Family terminal positional information.
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