WO2019242244A1 - Wireless user positioning method and system - Google Patents

Wireless user positioning method and system Download PDF

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WO2019242244A1
WO2019242244A1 PCT/CN2018/118928 CN2018118928W WO2019242244A1 WO 2019242244 A1 WO2019242244 A1 WO 2019242244A1 CN 2018118928 W CN2018118928 W CN 2018118928W WO 2019242244 A1 WO2019242244 A1 WO 2019242244A1
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wireless transceiver
time
user
designated
data packet
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陈正邦
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K11集团有限公司
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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
    • G01S5/0295Proximity-based methods, e.g. position inferred from reception of particular signals
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • 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
    • G01S2205/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S2205/01Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations specially adapted for specific applications
    • G01S2205/02Indoor

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

Abstract

Provided is a user positioning method, comprising the following steps: a computer system collecting multiple data packet sequences, wherein each of the data packet sequences comes from a wireless signal, received by a wireless transceiver installed at a predetermined position, from a wireless mobile device carried by a user, and each data packet in the data packet sequences comprises the signal strength of the wireless signal, a unique identification code of the wireless mobile device, and the time when the data packet was received; the computer system marking, with a specific symbol, a data packet having a signal strength higher than a threshold; the computer system computing the number of the specific symbols of each wireless transceiver within a sliding time window; the computer system determining the wireless transceiver, the number of the specific symbols of same within the sliding time window being the maximum, as a designated wireless transceiver; and the computer system determining that the user is located near the predetermined position where the designated wireless transceiver is located.

Description

用户无线定位方法及系统User wireless positioning method and system 技术领域Technical field
本发明涉及一种无线定位方法和系统。The invention relates to a wireless positioning method and system.
背景技术Background technique
分析用户在商场、货仓、展厅等内部的位置从而确定用户的行动轨迹在日常生活中有诸多用途,然而现有的定位方法无法同时兼顾高精度与低成本的要求。Analyzing the position of users in shopping malls, warehouses, exhibition halls, etc. to determine the user's movement trajectory has many uses in daily life, but the existing positioning methods cannot take into account both the requirements of high accuracy and low cost.
需要提供一种准确并且容易实现的定位方法,在室内对用户进行定位。There is a need to provide an accurate and easy-to-implement positioning method to locate users indoors.
发明内容Summary of the Invention
示例性实施例提供了一种用户定位方法,包括以下步骤:计算机系统收集多个数据包序列,其中每个所述数据包序列来自于一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;计算机系统用特定符号标记信号强度高于阈值的数据包;计算机系统计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;计算机系统确定在滑动时间窗口内所述特定符号数目最多的无线收发器为指定无线收发器;和计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。An exemplary embodiment provides a user positioning method including the following steps: a computer system collects a plurality of data packet sequences, wherein each of the data packet sequences comes from a wireless transceiver, and each wireless transceiver is installed in a predetermined position For receiving a wireless signal of a wireless mobile device carried by a user, each data packet in the data packet sequence including a signal strength of the wireless signal, a unique identification code of the wireless mobile device, and the data packet is received The computer system marks specific data packets with a signal strength above a threshold; the computer system counts the number of the specific symbols for each wireless transceiver within a sliding time window; the computer system determines the specific signals within the sliding time window The wireless transceiver with the largest number of symbols is a designated wireless transceiver; and the computer system determines that the user is located near a predetermined location where the designated wireless transceiver is located.
示例性实施例还提供了一种用户定位系统,包括用户携带的无线移动设备、多个安装于预定位置用于接收所述无线移动设备的无线信号的无线收发器、处理器、以及计算机可读存储介质。计算机可读存储介质存储有计算机指令,该指令被处理器执行时实现以下步骤:收集多个数据包序列,其中每个所述数据包序列来自一个所述无线收发器,包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;用特定符号标记包含信号强度高于阈值的数据包;计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;确定在滑动时间窗口内所述特定 符号数目最多的无线收发器为指定无线收发器;和确定用户位于所述指定无线收发器所在的预定位置附近。Exemplary embodiments also provide a user positioning system, including a wireless mobile device carried by a user, a plurality of wireless transceivers, processors, and computer-readable devices installed at predetermined positions for receiving wireless signals of the wireless mobile device. Storage media. The computer-readable storage medium stores computer instructions that, when executed by a processor, implement the following steps: collecting a plurality of data packet sequences, wherein each of the data packet sequences comes from one of the wireless transceivers, including the wireless signal. Signal strength, the unique identification code of the wireless mobile device, and the time at which the data packet was received; marking a data packet containing a signal strength above a threshold with a specific symbol; calculating each of the wireless transceivers within a sliding time window The number of specific symbols; determining that the wireless transceiver with the largest number of specific symbols in the sliding time window is the specified wireless transceiver; and determining that the user is located near a predetermined position where the specified wireless transceiver is located.
示例性实施例进一步提供了一种确定用户在一个位置附近的逗留时长的方法,包括:由计算机系统收集多个数据包序列,其中每个所述数据包序列来自一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包中包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;由计算机系统确定用户位于指定无线收发器附近,其中所述指定无线收发器为在滑动时间窗口内接收到的无线信号平均信号强度最高的无线收发器;和由计算机系统确定逗留时长为用户位于所述指定无线收发器附近的时间长度。The exemplary embodiment further provides a method for determining the length of time a user stays near a location, including: collecting, by a computer system, a plurality of data packet sequences, wherein each of the data packet sequences is from a wireless transceiver, and each wireless The transceiver is installed at a predetermined position for receiving a wireless signal of a wireless mobile device carried by a user. Each data packet in the data packet sequence includes a signal strength of the wireless signal and a unique identifier of the wireless mobile device. Code and the time when the data packet was received; the computer system determines that the user is located near a designated wireless transceiver, where the designated wireless transceiver is the wireless transceiver with the highest average signal strength of the wireless signal received within a sliding time window; And the length of stay determined by the computer system is the length of time that the user is near the designated wireless transceiver.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
参照本说明书的余下部分和附图可以对本发明的性能和优点作进一步的理解。The performance and advantages of the present invention can be further understood with reference to the remainder of this specification and the accompanying drawings.
图1为本发明的一个实施例所描述的确定用户位置的方法框图。FIG. 1 is a block diagram of a method for determining a user location according to an embodiment of the present invention.
图2为本发明的一个实施例所描述的一种确定阈值的方法。FIG. 2 is a method for determining a threshold according to an embodiment of the present invention.
图3为本发明的一个实施例所描述的一种用户定位方法。FIG. 3 is a user positioning method according to an embodiment of the present invention.
图4为本发明的一个实施例所描述的一种消除位置模糊性的用户定位方法。FIG. 4 is a user positioning method for eliminating position ambiguity according to an embodiment of the present invention.
图5为本发明的一个实施例的定位结果。FIG. 5 is a positioning result according to an embodiment of the present invention.
图6为本发明的一个实施例所描述的一种用户定位系统。FIG. 6 is a user positioning system according to an embodiment of the present invention.
具体实施方式detailed description
分析用户在商场、货仓、展厅等建筑物内的位置从而确定用户的行动轨迹在生活中有诸多用途,例如用户在商场内的浏览范围与用户的消费偏好以及对某类商品或者某个品牌的兴趣都有密切关系,了解用户在商场内的行为轨迹能够帮助提升商场运营活动的有效性。现有的定位方法包括GPS定位,射频识别(RFID)定位,超宽带(UWB)定位、超声波定位等,其中GPS定位适用于室外环境,在室内难以实现,其他定位方法必须预先在建筑物内安装大量专门用于定位用途的传感器,因此采用上述方法有高 成本、难实现的问题,需要提供一种高准确度、低成本、易实现的室内定位方法。Analyze the user's position in buildings such as shopping malls, warehouses, exhibition halls and other buildings to determine the user's movement trajectory. There are many uses in life, such as the user's browsing range in the shopping mall, the user's consumer preferences, and the type of goods or brand Have a close relationship with each other ’s interests. Understanding the user ’s behavior trajectory in the mall can help improve the effectiveness of mall operations. Existing positioning methods include GPS positioning, radio frequency identification (RFID) positioning, ultra wideband (UWB) positioning, and ultrasonic positioning. Among them, GPS positioning is suitable for outdoor environments and is difficult to achieve indoors. Other positioning methods must be installed in the building in advance. There are a large number of sensors specifically used for positioning purposes. Therefore, the above method has the problems of high cost and difficulty in implementation, and it is necessary to provide an indoor positioning method with high accuracy, low cost, and easy implementation.
本发明提供了一种用户定位方法,该方法在预定位置设置无线收发器,收集用户随身携带的移动无线设备发射的无线信号,获取其中包含的数据,由计算机系统对所述数据进行分析,从而得到所述用户在建筑物内的具体位置、出入时间以及逗留时长。当多个设置在不同位置的无线收发器同时接收到用户随身携带的移动无线设备发射的无线信号时,该定位方法还能够唯一确定用户所处的位置,从而提高用户定位的准确度。The invention provides a user positioning method. The method sets a wireless transceiver at a predetermined location, collects wireless signals transmitted by a mobile wireless device carried by a user, obtains data contained therein, and analyzes the data by a computer system, thereby The specific location, time of entry and exit, and length of stay of the user in the building are obtained. When multiple wireless transceivers set at different locations simultaneously receive wireless signals transmitted by the mobile wireless device carried by the user, the positioning method can also uniquely determine the user's location, thereby improving the accuracy of the user's positioning.
随着智能电子技术的进步,越来越多用户会随身携带移动电子设备如智能手机,而建筑物如商场内则安装有WIFI网络设备。本发明提供的用户定位方法可利用建筑物内部已有的WIFI无线接入点获取用户数据,因此可以利用现有硬件条件实施定位方法而无需格外安装其他传感器,从而降低定位成本。With the advancement of intelligent electronic technology, more and more users will carry mobile electronic devices such as smart phones with them, while buildings such as shopping malls are equipped with WIFI network equipment. The user positioning method provided by the present invention can use existing WIFI wireless access points inside the building to obtain user data, so the positioning method can be implemented using existing hardware conditions without the need to install additional sensors, thereby reducing positioning costs.
本发明提供的用户定位方法可以确定用户所处的空间范围,该方法无需设置高密度的无线收发器,亦无需对无线收发器收到的信号时时进行校准,从而占用较少的软、硬件资源,不但能够有效实现定位的目的,而且简便易行,容易实施。The user positioning method provided by the present invention can determine the spatial range of the user. This method does not need to set a high-density wireless transceiver, and does not need to calibrate the signals received by the wireless transceiver from time to time, thereby occupying less software and hardware resources. , Not only can effectively achieve the purpose of positioning, but also simple and easy to implement.
示例性实施例提供了一种用户定位方法,包括以下步骤:计算机系统收集多个数据包序列,其中每个所述数据包序列来自于一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;计算机系统用特定符号标记信号强度高于阈值的数据包;计算机系统计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;计算机系统确定在滑动时间窗口内所述特定符号数目最多的无线收发器为指定无线收发器;和计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。An exemplary embodiment provides a user positioning method including the following steps: a computer system collects a plurality of data packet sequences, wherein each of the data packet sequences comes from a wireless transceiver, and each wireless transceiver is installed in a predetermined position For receiving a wireless signal of a wireless mobile device carried by a user, each data packet in the data packet sequence including a signal strength of the wireless signal, a unique identification code of the wireless mobile device, and the data packet is received The computer system marks specific data packets with a signal strength above a threshold; the computer system counts the number of the specific symbols for each wireless transceiver within a sliding time window; the computer system determines the specific signals within the sliding time window The wireless transceiver with the largest number of symbols is a designated wireless transceiver; and the computer system determines that the user is located near a predetermined location where the designated wireless transceiver is located.
在一个实施例中,其中当滑动时间窗口内存在超过一个无线收发器,其具有相同且最多的特定符号数目时,该用户定位方法还包括:由计算机系统计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中无线信号的平均信号强度;和由计算机系统确定所述超过一 个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。In one embodiment, when there is more than one wireless transceiver in the sliding time window, which has the same and maximum number of specific symbols, the user positioning method further includes: calculating, by a computer system, the same and maximum number of specific symbols The average signal strength of the wireless signal in the data packet marked by the specific symbol received by the wireless transceiver; and the computer system determines that the wireless transceiver receiving the highest average signal strength among the more than one wireless transceiver is the designated wireless transceiver.
在一个实施例中,由计算机系统确定指定收发器接收到第一个特定符号标记的数据包的时间作为用户到达所述指定无线收发器附近的时间。In one embodiment, the time when the designated transceiver receives the data packet marked by the first specific symbol is determined by the computer system as the time when the user arrives near the designated wireless transceiver.
在一个实施例中,当指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,由计算机系统确定所述指定无线收发器接收到所述最后一个特定符号标记的数据包的时间为用户离开所述指定无线收发器附近的时间。In one embodiment, after the designated wireless transceiver receives the last data packet marked with a specific symbol, when no data packet marked with a specific symbol is received within a predetermined period of time, the designated wireless transceiver is determined by the computer system. The time when the data packet marked with the last specific symbol is received is the time when the user leaves the vicinity of the designated wireless transceiver.
在一个实施例中,如果滑动时间窗口滑动一个时间间隔后指定无线收发器从第一指定无线收发器变为第二指定无线收发器,由计算机系统确所述第一指定收发器收到最后一个特定符号标记的数据包的时间为用户离开所述第一指定收发器附近的时间。In one embodiment, if the designated wireless transceiver changes from the first designated wireless transceiver to the second designated wireless transceiver after sliding the time window for a time interval, the computer system determines that the first designated transceiver receives the last one. The time of the data packet marked by the specific symbol is the time when the user leaves the vicinity of the first designated transceiver.
在一个实施例中,由计算机系统确定用户的逗留时长为用户的离开时间和到达时间的时间差。In one embodiment, the computer system determines that the user's stay is the time difference between the user's departure time and arrival time.
在一个实施例中,每个无线收发器的阈值可以不同。In one embodiment, the threshold value of each wireless transceiver may be different.
在一个实施例中,所述无线移动设备的唯一标识码为媒体存取控制(MAC)地址。In one embodiment, the unique identification code of the wireless mobile device is a media access control (MAC) address.
在一个实施例中,所述定位方法为室内定位方法。In one embodiment, the positioning method is an indoor positioning method.
示例性实施例还提供了一种用户定位系统,包括用户携带的无线移动设备、多个安装于预定位置用于接收所述无线移动设备的无线信号的无线收发器、处理器、以及计算机可读存储介质。计算机可读存储介质存储有计算机指令,该指令被处理器执行时实现以下步骤:收集多个数据包序列,其中每个所述数据包序列来自一个所述无线收发器,所述数据包序列中的每个数据包包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;用特定符号标记包含信号强度高于阈值的数据包;计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;确定在滑动时间窗口内所述特定符号数目最多的无线收发器为指定无线收发器;和确定用户位于所述指定无线收发器所在的预定位置附近。Exemplary embodiments also provide a user positioning system, including a wireless mobile device carried by a user, a plurality of wireless transceivers, processors, and computer-readable devices installed at predetermined positions for receiving wireless signals of the wireless mobile device. Storage media. The computer-readable storage medium stores computer instructions that, when executed by a processor, implement the following steps: collecting a plurality of data packet sequences, wherein each of the data packet sequences comes from one of the wireless transceivers, and the data packet sequence is Each data packet includes the signal strength of the wireless signal, the unique identification code of the wireless mobile device, and the time at which the data packet was received; marking a data packet containing a signal strength above a threshold with a specific symbol; calculating each The number of the specific symbols of the wireless transceiver in the sliding time window; determining that the wireless transceiver with the largest number of the specific symbols in the sliding time window is the designated wireless transceiver; and determining that the user is located in the designated wireless transceiver Near the scheduled location.
在一个实施例中,当滑动时间窗口内存在超过一个无线收发器时,其具有相同且最多的特定符号数目时,所述计算机指令被执行时还实现以下 步骤:计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中无线信号的平均信号强度,以及确定所述超过一个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。In one embodiment, when there is more than one wireless transceiver in the sliding time window and they have the same and maximum number of specific symbols, when the computer instructions are executed, the following steps are implemented: calculating that the number of specific symbols is the same and The average signal strength of the wireless signal in the data packet marked by the most symbol received by the most wireless transceivers, and the wireless transceiver that received the highest average signal strength among the more than one wireless transceiver is determined as the designated wireless transceiver.
在一个实施例中,所述计算机指令被执行时还实现以下步骤:确定指定收发器接收到第一个特定符号标记的数据包的时间为用户到达指定无线收发器附近的时间。In one embodiment, when the computer instructions are executed, the following steps are further implemented: determining that the time when the designated transceiver receives the data packet marked by the first specific symbol is the time when the user arrives near the designated wireless transceiver.
在一个实施例中,如果指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,所述计算机指令被执行时还实现以下步骤:确定所述指定无线收发器接收的最后一个特定符号标记的数据包的时间为用户离开所述指定无线收发器附近的时间。In one embodiment, if the designated wireless transceiver receives the last data packet marked with a specific symbol and does not receive any data packet marked with a specific symbol within a predetermined period of time, the computer instructions when executed also implement the following Step: It is determined that the time of the last data packet marked with the specific symbol received by the designated wireless transceiver is the time when the user leaves the vicinity of the designated wireless transceiver.
在一个实施例中,如果滑动时间窗口滑动后指定无线收发器由第一指定无线收发器变为第二指定无线收发器,所述计算机指令被执行时还实现以下步骤:确定滑动时间窗口滑动前的第一指定收发器收到最后一个特定符号标记的数据包的时间为用户离开所述第一指定收发器附近的时间。In one embodiment, if the designated wireless transceiver is changed from the first designated wireless transceiver to the second designated wireless transceiver after the sliding time window slides, when the computer instruction is executed, the following steps are also implemented: determining the sliding time window before sliding The time when the first designated transceiver receives the data packet marked by the last specific symbol is the time when the user leaves the vicinity of the first designated transceiver.
在一个实施例中,所述计算机指令被执行时还实现以下步骤:确定用户在指定无线收发器附近的逗留时长为离开所述指定无线收发器时间和到达所述指定收发器附近的时间之间的时间差。In one embodiment, when the computer instructions are executed, the following steps are further implemented: determining that the user stays near the designated wireless transceiver for a time between leaving the designated wireless transceiver and reaching the vicinity of the designated transceiver Time difference.
在一个实施例中,所述用户定位系统为室内定位系统。In one embodiment, the user positioning system is an indoor positioning system.
示例性实施例进一步提供了一种确定用户在一个位置附近的逗留时长的方法,包括:由计算机系统收集多个数据包序列,其中每个所述数据包序列来自一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包中包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;由计算机系统确定用户位于指定无线收发器附近,其中所述指定无线收发器为在滑动时间窗口内接收到的无线信号平均信号强度最高的无线收发器;和由计算机系统确定逗留时长为用户位于所述指定无线收发器附近的时间长度。The exemplary embodiment further provides a method for determining the length of time a user stays near a location, including: collecting, by a computer system, a plurality of data packet sequences, wherein each of the data packet sequences is from a wireless transceiver, and each wireless The transceiver is installed at a predetermined position for receiving a wireless signal of a wireless mobile device carried by a user. Each data packet in the data packet sequence includes a signal strength of the wireless signal and a unique identifier of the wireless mobile device. Code and the time when the data packet was received; the computer system determines that the user is located near a designated wireless transceiver, where the designated wireless transceiver is the wireless transceiver with the highest average signal strength of the wireless signal received within a sliding time window; And the length of stay determined by the computer system is the length of time that the user is near the designated wireless transceiver.
在一个实施例中,确定指定无线收发器进一步包括以下步骤:由计算机系统用特定符号标记信号强度高于阈值的数据包;由计算机系统计算滑 动时间窗口中每个无线收发器接收的所述特定符号标记的数据包的数目;由计算机系统将在滑动时间窗口内接收到最多数目特定符号标记的数据包的无线收发器做为指定无线收发器;和由计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。In one embodiment, determining the designated wireless transceiver further comprises the steps of: marking, by the computer system, a data packet with a signal strength above a threshold with a specific symbol; and calculating, by the computer system, the specific data received by each wireless transceiver in a sliding time window The number of data packets marked by a symbol; the wireless transceiver that received the maximum number of data packets marked by a specific symbol within a sliding time window as the designated wireless transceiver; and the computer system determining that the user is located in the designated wireless transceiver Near the intended location.
在一个实施例中,确定所述指定无线收发器进一步包括以下步骤:由计算机系统用特定符号进行标记信号强度高于阈值的数据包;由计算机系统计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;由计算机系统确定在滑动时间窗口内所述特定符号最多的无线收发器作为指定无线收发器;和由计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。In an embodiment, determining the designated wireless transceiver further includes the steps of: marking a data packet with a signal strength above a threshold by a computer system with a specific symbol; and calculating, by the computer system, a wireless packet within a sliding time window of each wireless transceiver. The number of the specific symbols; the wireless transceiver with the most specific symbols in the sliding time window determined by the computer system as the specified wireless transceiver; and the computer system determining that the user is located near a predetermined position where the specified wireless transceiver is located.
在一个实施例中,确定逗留时长进一步包括以下步骤:由计算机系统确定所述指定收发器接收到第一个特定符号标记的数据包的时间为用户到达指定无线收发器附近的时间;由计算机系统确定所述指定无线收发器接收到最后一个特定符号的标记的数据包的时间为用户离开所述指定收发器附近的时间;和由计算机系统确定用户在所述指定无线收发器附近的逗留时长为所述离开时间和所述到达时间的时间差。In one embodiment, determining the length of stay further includes the steps of: determining, by the computer system, that the time when the designated transceiver receives the data packet marked by the first specific symbol is the time when the user arrives near the designated wireless transceiver; and the computer system determines Determining that the time when the designated wireless transceiver receives the last marked data packet with the specific symbol is the time when the user leaves the vicinity of the designated transceiver; and the computer system determines that the user stays near the designated wireless transceiver as A time difference between the departure time and the arrival time.
在一个实施例中,其中当滑动时间窗口内存在超过一个无线收发器,其具有相同且最多的特定符号的数目时,所述确定指定无线收发器的步骤进一步包括:由计算机系统计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中的无线信号的平均信号强度,和由计算机系统确定所述超过一个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。In one embodiment, when there is more than one wireless transceiver in the sliding time window, which has the same and maximum number of specific symbols, the step of determining the specified wireless transceiver further comprises: calculating, by the computer system, the specific The average signal strength of the wireless signals in the data packet marked by the specific symbol received by the wireless transceiver with the same number of symbols and the most symbols, and the wireless transceiver receiving the highest average signal strength among the more than one wireless transceiver determined by the computer system is Specify the wireless transceiver.
在一个实施例中,当指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,计算机系统确定所述指定无线收发器接收到所述最后一个特定符号标记的数据包的时间为用户的离开时间。In one embodiment, after the designated wireless transceiver receives the data packet marked by the last specific symbol, and no more data packet marked by the specific symbol is received within a predetermined period of time, the computer system determines that the designated wireless transceiver receives The time to the data packet marked by the last specific symbol is the user's departure time.
在一个实施例中,如果滑动时间窗口滑动一个时间间隔后指定无线收发器由第一指定无线收发器变为第二指定无线收发器,确定第一指定收发器收到最后一个特定符号标记的数据包的时间为用户的离开时间。In one embodiment, if the designated wireless transceiver changes from the first designated wireless transceiver to the second designated wireless transceiver after sliding the time window for a time interval, it is determined that the first designated transceiver receives the data marked by the last specific symbol. The packet time is the user's departure time.
在一个实施例中,每个无线收发器的阈值可以不同。In one embodiment, the threshold value of each wireless transceiver may be different.
在一个实施例中,以上用户定位方法为室内定位方法。In one embodiment, the above user positioning method is an indoor positioning method.
图1为本发明的一个实施例所描述的确定用户位置的方法框图。FIG. 1 is a block diagram of a method for determining a user location according to an embodiment of the present invention.
如图1所示,框110为由计算机系统收集多个数据包序列。As shown in FIG. 1, block 110 is a sequence of data packets collected by a computer system.
在一个实施例中,在预定位置如商场内的不同店铺中设置无线收发器,所述无线收发器能够接收经过其附近的用户所携带的无线移动设备发射的无线信号,并将所述无线信号中包含的数据包序列发送到计算机系统。其中,每个数据包序列对应一个无线收发器所接收的无线信号。所述数据包序列中的每个数据包中包括所述接收的无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间。In one embodiment, a wireless transceiver is provided in a predetermined location, such as a different store in a shopping mall. The wireless transceiver is capable of receiving wireless signals transmitted by wireless mobile devices carried by users in its vicinity, and transmitting the wireless signals. The sequence of packets contained in the packet is sent to the computer system. Each data packet sequence corresponds to a wireless signal received by a wireless transceiver. Each data packet in the data packet sequence includes a signal strength of the received wireless signal, a unique identification code of the wireless mobile device, and a time when the data packet was received.
框120为由计算机系统用特定符号标记信号强度高于阈值的数据包。 Block 120 is a packet marked by a computer system with a signal strength above a threshold.
在一个实施例中,计算机系统设置一个或多个阈值,该阈值对应于所述无线收发器从预定距离处接收的无线信号强度,不同无线收发器的阈值可以不同。当计算机系统分析所述接收的数据包时,将其中包含信号强度高于所述阈值的数据包用特定符号进行标记。In one embodiment, the computer system sets one or more thresholds, which correspond to the strength of the wireless signal received by the wireless transceiver from a predetermined distance, and the thresholds of different wireless transceivers may be different. When the computer system analyzes the received data packet, the data packet containing a signal strength higher than the threshold is marked with a specific symbol.
在一个实施例中,所述特定符号为T。In one embodiment, the specific symbol is T.
框130为计算机系统计算每个无线收发器在滑动时间窗口中的特定符号的数目。Block 130 calculates the number of specific symbols for each wireless transceiver in the sliding time window for the computer system.
在一个实施例中,计算机系统设置一个滑动时间窗口,该滑动时间窗口具有预定的时间长度和滑动时间间隔。计算机系统计算每个滑动时间窗口中特定符号的数目,即信号强度高于所述阈值的数据包的数目。In one embodiment, the computer system sets a sliding time window having a predetermined time length and sliding time interval. The computer system calculates the number of specific symbols in each sliding time window, that is, the number of data packets with a signal strength above the threshold.
框140为计算机系统确定滑动时间窗口内特定符号数目最多的无线收发器为指定无线收发器。 Block 140 determines for the computer system that the wireless transceiver with the largest number of specific symbols within the sliding time window is the designated wireless transceiver.
框150为由计算机系统确定用户位于指定无线收发器所在的预定位置附近。Block 150 is determined by the computer system that the user is located near a predetermined location where the designated wireless transceiver is located.
在一个实施例中,计算机系统确定指定无线收发器之后,由于每个无线收发器都设置于已知的预定位置,由此可以根据指定无线收发器的位置确定用户在所述指定无线收发器的预定位置附近。In one embodiment, after the computer system determines the designated wireless transceiver, since each wireless transceiver is set at a known predetermined position, the user can determine whether the user is in the designated wireless transceiver according to the position of the designated wireless transceiver. Near the scheduled location.
图2显示了本发明的一个实施例所描述的一种确定阈值的方法。FIG. 2 shows a method for determining a threshold according to an embodiment of the present invention.
在一个实施例中,所述阈值为无线收发器接收到无线移动设备从预定距离处发送的无线信号的强度。如图2所示,在商场的一个店铺201内设 置无线收发器202,该无线收发器202接收用户携带的无线移动设备203发射的无线信号。在其他条件相同的情况下,当无线移动设备203与无线收发器202之间的距离不同时,无线收发器202接收到的信号强度不同,距离越远,信号强度越小。例如,无线移动设备203位于以无线收发器202为圆心、半径为R的圆周204处,无线收发器202接收到的无线信号强度设置为所述阈值。当无线收发器202从无线移动设备203接收到的信号强度高于所述阈值时,则认为用户位于圆周204以内。In one embodiment, the threshold is the strength of the wireless transceiver that receives the wireless signal sent by the wireless mobile device from a predetermined distance. As shown in FIG. 2, a wireless transceiver 202 is provided in a store 201 of a shopping mall, and the wireless transceiver 202 receives wireless signals transmitted by a wireless mobile device 203 carried by a user. Under the same conditions, when the distance between the wireless mobile device 203 and the wireless transceiver 202 is different, the signal strength received by the wireless transceiver 202 is different. The longer the distance, the smaller the signal strength. For example, the wireless mobile device 203 is located at a circumference 204 with the wireless transceiver 202 as the center and a radius R, and the wireless signal strength received by the wireless transceiver 202 is set to the threshold. When the signal strength received by the wireless transceiver 202 from the wireless mobile device 203 is higher than the threshold, the user is considered to be within the circumference 204.
图3为本发明的一个实施例所描述的一种用户定位方法。FIG. 3 is a user positioning method according to an embodiment of the present invention.
在一个实施例中,当无线收发器接收到用户携带的无线移动设备发射的信号强度大于阈值时,则认为用户位于所述无线收发器附近。当无线收发器于预定时间段内未接收到强度大于阈值的所述无线信号,则认为用户不在所述无线收发器附近。In one embodiment, when the wireless transceiver receives that the signal strength transmitted by the wireless mobile device carried by the user is greater than a threshold, the user is considered to be located near the wireless transceiver. When the wireless transceiver does not receive the wireless signal with a strength greater than a threshold within a predetermined period of time, it is considered that the user is not near the wireless transceiver.
如图3所示,计算机系统仅收到一个无线收发器发送的数据包序列300并在时间轴301上分析每个数据包中包含的数据。当所述数据包中的无线信号强度大于阈值时,则标记为“T”(以下称T数据包),反之则标记为“F”(以下称F数据包)。数据包302为时间轴301上第一个T数据包,则计算机系统认为数据包302被所述无线收发器接收的时间为用户进入所述无线收发器附近的时间。在最后一个T数据包304之后,预定时间段306内所述无线收发器都没有接收到T数据包,计算机系统则认为用户已经离开所述无线收发器附近,数据包304内包含的时间被定义为用户离开所述无线收发器附近的时间。数据包302与数据包304被接收的时间间隔305即为用户在所述无线收发器附近的逗留时长。As shown in FIG. 3, the computer system only receives a data packet sequence 300 sent by one wireless transceiver and analyzes the data contained in each data packet on the time axis 301. When the wireless signal strength in the data packet is greater than a threshold, it is marked as "T" (hereinafter referred to as a T data packet), otherwise it is marked as "F" (hereinafter referred to as an F data packet). The data packet 302 is the first T data packet on the time axis 301. The computer system considers that the time when the data packet 302 was received by the wireless transceiver is the time when the user entered the vicinity of the wireless transceiver. After the last T packet 304, the wireless transceiver did not receive the T packet within a predetermined period of time 306. The computer system considers that the user has left the vicinity of the wireless transceiver, and the time contained in the packet 304 is defined It is the time when the user leaves the vicinity of the wireless transceiver. The time interval 305 between the data packet 302 and the data packet 304 being received is the length of stay of the user near the wireless transceiver.
在一个实施例中,预定时间段306为5分钟。在图3中,虽然数据包303为F数据包,但是由于数据包302其后的5分钟内尚有其他T数据包,而计算机系统忽略少于5分钟的离开时间,因此认为所述无线收发器接收到数据包303时,用户仍然位于所述无线收发器附近。In one embodiment, the predetermined time period 306 is 5 minutes. In FIG. 3, although the data packet 303 is an F data packet, since there are other T data packets within 5 minutes after the data packet 302, and the computer system ignores the leaving time of less than 5 minutes, the wireless transmission and reception are considered When the transceiver receives the data packet 303, the user is still located near the wireless transceiver.
例如在一个实施例中,定义PA v为无线收发器v从用户携带的无线移动设备A接收的数据包序列, For example, in one embodiment, PA v is defined as a data packet sequence received by the wireless transceiver v from the wireless mobile device A carried by the user,
Figure PCTCN2018118928-appb-000001
Figure PCTCN2018118928-appb-000001
其中PA vx、x∈{1,2,...,n-1,n}为数据包序列PA v中的数据包,MacA v为无线收发器v的Mac地址,MacA s为无线移动设备A的Mac地址,tA为数据包的时间戳,RssiA为无线收发器v从无线移动设备A收到的无线信号强度。 PA vx , x ∈ {1,2, ..., n-1, n} are the packets in the packet sequence PA v , MacA v is the Mac address of the wireless transceiver v, and MacA s is the wireless mobile device A Mac address, tA is the timestamp of the packet, and RssiA is the wireless signal strength received by wireless transceiver v from wireless mobile device A.
定义f v(x)为T数据包的时间戳集合,即 Define f v (x) as the timestamp set of T packets, ie
Figure PCTCN2018118928-appb-000002
Figure PCTCN2018118928-appb-000002
其中F v(radius)为无线收发器v接收到无线移动设备A从预定距离处发射的信号强度,即阈值。由此,用户到达无线收发器v附近的时间tA start为: Where F v (radius) is the signal strength, ie, the threshold, received by the wireless transceiver v from the wireless mobile device A transmitted from a predetermined distance. Therefore, the time tA start when the user arrives near the wireless transceiver v is:
Figure PCTCN2018118928-appb-000003
Figure PCTCN2018118928-appb-000003
假设PA vn为T数据包,tA vn之后5分钟的时间内收到m个数据包,其中包含的时间戳集合T为T={tA vn+1,tA vn+2,...,tA vn+m}。 Suppose PA vn is a T packet, and m packets are received within 5 minutes after tA vn , and the time stamp set T contained therein is T = {tA vn + 1 , tA vn + 2 , ..., tA vn + m }.
定义
Figure PCTCN2018118928-appb-000004
其中若RssiA vz>F v(radius)成立,则[RssiA vz>F v(radius)]=1;反之,则[RssiA vz>F v(radius)]=0。
definition
Figure PCTCN2018118928-appb-000004
If RssiA vz > F v (radius) holds, [RssiA vz > F v (radius)] = 1; otherwise, [RssiA vz > F v (radius)] = 0.
如果y v(z)=0,则tA vn为用户离开无线收发器v附近的时间tA end,即: If y v (z) = 0, then tA vn is the time tA end when the user leaves the vicinity of the wireless transceiver v, that is:
tA end=tA vn∈PA vtA end = tA vn ∈ PA v .
用户在无线收发器v附近的逗留时长为tA start与tA end之间的时间差。 The length of time a user stays near the wireless transceiver v is the time difference between tA start and tA end .
图4为本发明的一个实施例所描述的一种消除位置模糊性的用户定位方法。FIG. 4 is a user positioning method for eliminating position ambiguity according to an embodiment of the present invention.
在一个实施例中,同一时间内多个位于不同预定位置的无线收发器都收到用户携带的无线移动设备的无线信号,计算机系统则从第一个T数据包的时间开始启动一个滑动时间窗口,计算该滑动时间窗口内每个无线收发器收到的T数据包的数量,在滑动时间窗口内T数据包数量最多的无线收发器确定为指定无线收发器,计算机系统确定用户位于所述指定无线收发器附近,由此解决多个位于不同预定位置的无线收发器同时收到T数据包所导致的用户位置模糊的问题。该定位方法的原理在于:如果用户位于某个无线收发器附近,则该无线收发器应该收到比其他无线收发器更多的T数据包。In one embodiment, multiple wireless transceivers located in different predetermined locations at the same time all receive the wireless signal of the wireless mobile device carried by the user, and the computer system starts a sliding time window from the time of the first T packet To calculate the number of T packets received by each wireless transceiver within the sliding time window, the wireless transceiver with the largest number of T packets within the sliding time window is determined to be the designated wireless transceiver, and the computer system determines that the user is located in the designated wireless transceiver Near the wireless transceiver, thereby solving the problem of user location ambiguity caused by multiple wireless transceivers located in different predetermined positions receiving T packets at the same time. The principle of the positioning method is that if the user is located near a certain wireless transceiver, the wireless transceiver should receive more T data packets than other wireless transceivers.
在一个实施例中,用户到达指定无线收发器附近的时间为所述指定无线收发器收到第一个T数据包的时间。In one embodiment, the time when the user arrives near the designated wireless transceiver is the time when the designated wireless transceiver receives the first T packet.
在一个实施例中,当滑动时间窗口滑动一个时间间隔至下一滑动时间窗口后,指定无线收发器发生改变,例如在滑动前的时间窗口中为第一指 定无线收发器,滑动后的时间窗口中为第二指定无线收发器,则所述第一指定无线收发器在滑动前的时间窗口内收到最后一个T数据包的时间为用户离开所述第一指定无线收发器附近的时间。第二指定无线收发器在滑动后的时间窗口收到第一个T数据包的时间为用户到达第二指定无线收发器附近的时间。其中“第一指定无线收发器”和“第二指定无线收发器”分别指代任意一个滑动时间窗口滑动前后的指定无线收发器。In one embodiment, when the sliding time window slides a time interval to the next sliding time window, the designated wireless transceiver changes, for example, the first designated wireless transceiver in the time window before sliding, and the time window after sliding Is the second designated wireless transceiver, the time when the first designated wireless transceiver receives the last T data packet within the time window before sliding is the time when the user leaves the vicinity of the first designated wireless transceiver. The time when the second designated wireless transceiver receives the first T packet in the sliding time window is the time when the user arrives near the second designated wireless transceiver. The "first designated wireless transceiver" and the "second designated wireless transceiver" refer to the designated wireless transceiver before and after the sliding of any sliding time window, respectively.
如图4所示,计算机系统收集到分别设置于A、B、C三个店铺的A、B、C无线收发器发送的数据包序列410、420和430。As shown in FIG. 4, the computer system collects the data packet sequences 410, 420, and 430 sent by the A, B, and C wireless transceivers located in the three stores of A, B, and C, respectively.
在一个实施例中,数据包411为第一个T数据包,在T数据包之后的预定时间段如5分钟内,多于一个无线收发器收到T数据包。因此,计算机系统启动一个滑动时间窗口440,分别计算滑动时间窗口440内每个数据包序列的T数据包的数量。在图4中,数据包序列410包含6个T数据包,数据包序列420包含4个T数据包,数据包序列430包含2个T数据包。由此,计算机系统确定接收到数据包序列410的A无线收发器为指定无线收发器,用户在t1时刻位于该指定无线收发器附近即A店铺内。A无线收发器作为指定无线收发器接收到第一个T数据包的时间,即t1,为用户到达A店铺的时间。In one embodiment, the data packet 411 is the first T data packet, and more than one wireless transceiver receives the T data packet within a predetermined time period such as 5 minutes after the T data packet. Therefore, the computer system starts a sliding time window 440 to calculate the number of T packets of each data packet sequence in the sliding time window 440 respectively. In FIG. 4, the data packet sequence 410 includes 6 T data packets, the data packet sequence 420 includes 4 T data packets, and the data packet sequence 430 includes 2 T data packets. Therefore, the computer system determines that the A wireless transceiver that received the data packet sequence 410 is the designated wireless transceiver, and the user is located near the designated wireless transceiver at time t1, that is, in the A shop. The time when the wireless transceiver A receives the first T packet as the designated wireless transceiver, that is, t1, is the time when the user arrives at the store A.
在另一实施例中,滑动时间窗口440滑动一个时间间隔后为滑动时间窗口450。在滑动时间窗口450内,数据包序列410包含3个T数据包,数据包序列420包含6个T数据包,数据包序列430包含2个T数据包,由此,计算机系统确定收到数据包序列420的B无线收发器为指定无线收发器。由于用户在t2时刻的指定无线收发器由A无线收发器变为B无线收发器,计算机系统认为用户在t2时刻已经离开A店铺进入B店铺内,用户离开A店铺的时间为A无线收发器作为指定无线收发器收到的最后一个T数据包即数据包412的时间,用户进入B店铺的时间为B无线收发器作为指定无线收发器收到的第一个数据包即数据包421的时间。In another embodiment, the sliding time window 440 is a sliding time window 450 after sliding for a time interval. Within the sliding time window 450, the data packet sequence 410 contains 3 T data packets, the data packet sequence 420 contains 6 T data packets, and the data packet sequence 430 contains 2 T data packets. Thus, the computer system determines that the data packet is received The B wireless transceiver of the sequence 420 is a designated wireless transceiver. Since the designated wireless transceiver of the user at time t2 changed from A wireless transceiver to B wireless transceiver, the computer system believes that the user has left the A store and entered the B store at t2, and the time when the user leaves the A store is A wireless transceiver as The time when the last T packet received by the wireless transceiver is designated as the data packet 412, and the time when the user enters the shop B is the time when the first wireless packet received by the wireless transceiver as the designated wireless transceiver is the packet 421.
由图4可以看出,在时间轴上某些时刻,设置于不同位置的无线收发器同时收到T数据包,但是显然用户在同一时刻不可能位于多个店铺内,采用上述方法能够唯一确定用户所处的位置,从而消除了用户位置的模糊性。It can be seen from Figure 4 that at certain moments on the time axis, wireless transceivers installed in different locations receive T packets at the same time, but obviously users cannot be located in multiple stores at the same time. The above method can be used to uniquely determine The location of the user, thereby eliminating the ambiguity of the user's location.
在一个实施例中,所述滑动时间窗口440长度为1分钟,滑动时间间隔为1秒,即滑动时间窗口每秒沿时间轴向前移动一次。In one embodiment, the sliding time window 440 is 1 minute in length and the sliding time interval is 1 second, that is, the sliding time window moves forward along the time axis once every second.
在一个实施例中,在一个滑动时间窗口內存在超过一个无线收发器,其具有数量相同且最多的T数据包时,则计算机系统计算其中每个无线收发器在滑动时间窗口内的T数据包中信号强度的平均值,计算机系统确定用户位于其中平均值最大的无线收发器附近。如果超过一个无线收发器具有相同的所述信号强度平均值,则由计算机系统从中随机选取一个作为指定无线收发器。In one embodiment, when there is more than one wireless transceiver in a sliding time window, which has the same number and the most T data packets, the computer system calculates the T data packets of each wireless transceiver within the sliding time window. The average signal strength, the computer system determines that the user is located near the wireless transceiver with the largest average. If more than one wireless transceiver has the same average value of the signal strength, the computer system randomly selects one of them as the designated wireless transceiver.
例如,在滑动时间窗口内,计算机系统接收到两个数据包序列PA v和PA u,分别包含v、u店铺内的无线收发器(以下简称v收发器和u收发器)接收到的用户A携带的无线通信设备(以下简称A设备)发射的无线信号中的数据包,即 For example, within a sliding time window, the computer system receives two data packet sequences PA v and PA u , respectively including user A received by the wireless transceivers in the v and u shops (hereinafter referred to as v transceivers and u transceivers). The data packet in the wireless signal transmitted by the carried wireless communication device (hereinafter referred to as A device), that is,
Figure PCTCN2018118928-appb-000005
Figure PCTCN2018118928-appb-000005
Figure PCTCN2018118928-appb-000006
Figure PCTCN2018118928-appb-000006
其中MacA v、MacA u分别为v收发器和u收发器的Mac地址,MacA s为设备A的Mac地址,tA为数据包的时间戳,RssiA为v收发器和u收发器从设备A收到的无线信号强度。PA v、PA u都包含T数据包。定义g(v)、g(u)分别为v收发器和u收发器收到T数据包的数目: Among them, MacA v and MacA u are the Mac addresses of v transceiver and u transceiver, MacA s is the Mac address of device A, tA is the time stamp of the data packet, and RssiA is the v transceiver and u transceiver are received from device A Wireless signal strength. PA v and PA u both contain T packets. Define g (v) and g (u) as the number of T packets received by v transceiver and u transceiver:
Figure PCTCN2018118928-appb-000007
Figure PCTCN2018118928-appb-000007
Figure PCTCN2018118928-appb-000008
Figure PCTCN2018118928-appb-000008
其中f vi(radius)、f ui(radius)分别为v收发器和u收发器的信号强度阈值,p和q为滑动时间窗口内收到的数据包的总数,则指定无线收发器收到的数据包序列PA z为: Where f vi (radius) and f ui (radius) are the signal strength thresholds of the v transceiver and the u transceiver, respectively, and p and q are the total number of data packets received within the sliding time window. The packet sequence PA z is:
Figure PCTCN2018118928-appb-000009
Figure PCTCN2018118928-appb-000009
其中,“∨”符号表示“或”,“∧”符号标识“并”,
Figure PCTCN2018118928-appb-000010
Figure PCTCN2018118928-appb-000011
分别为PA v、PA u包含的数据包中的平均信号强度。
Among them, the "∨" symbol means "or", and the "∧" symbol identifies "and",
Figure PCTCN2018118928-appb-000010
Figure PCTCN2018118928-appb-000011
The average signal strength in the data packets contained by PA v and PA u , respectively.
收到数据包序列PA z的指定无线收发器的MAC地址为MacA z,由此,计算机用户确定用户位于数据包序列PA z包含的MAC地址为MacA z的指定无线收发器附近,由此唯一确定用户的位置。 PA z received packet sequence designated wireless transceiver MacA z MAC address, whereby the user determines that the user computer is located in the MAC address comprises a sequence of packets PA z is around MacA z designated wireless transceiver, thereby uniquely determined The user's location.
定义PA z={tA z,MacA z,MacA s,RssiA z}为Ts(z)时刻的滑动时间窗口中的指定无线收发器收到的数据包序列,PA z-1为Ts(z)之前的滑动时间窗口Ts(z-1)中的指定无线收发器收到的数据包序列: Define PA z = {tA z , MacA z , MacA s , RssiA z } as the sequence of data packets received by the specified wireless transceiver in the sliding time window at Ts (z), PA z-1 is before Ts (z) The sequence of packets received by the specified wireless transceiver in the sliding time window Ts (z-1):
PA z-1={tA z-1,MacA z-1,MacA s,RssiA z-1}, PA z-1 = {tA z-1 , MacA z-1 , MacA s , RssiA z-1 },
如果MacA z-1≠MacA z,即计算机系统在相邻滑动时间窗口Ts(z)与Ts(z-1)中确定的指定无线收发器不同,则用户离开MAC地址为MacA z-1的无线收发器附近的时间tA end-1为: If MacA z-1 ≠ MacA z , that is, the specified wireless transceiver determined by the computer system in the adjacent sliding time window Ts (z) and Ts (z-1) is different, then the user leaves the wireless with MACA z-1 The time tA end-1 near the transceiver is:
tA end-1=tA z-1∈PA z-1tA end-1 = tA z-1 ∈ PA z-1 .
用户进入MAC地址为MacA z无线收发器附近的时间tA start为: The time tA start when the user enters the MAC address near the MacA z wireless transceiver is:
tA start=tA z∈PA ztA start = tA z ∈ PA z .
图5为本发明的一个实施例的定位结果。FIG. 5 is a positioning result according to an embodiment of the present invention.
在图5中,6间不同店铺501-506分别设置一个无线收发器例如WIFI探针,所述WIFI探针探测到同一个无线移动设备的MAC地址00:08:22:16:71:66。如果仅采用上述图3所述的定位方法,则计算结果显示该移动设备在每个店铺的逗留时间有重叠,例如2018-04-21 10:02:52至2018-04-21 15:25:37期间,用户同时位于店铺501、502和504中,而实际上用户不可能同时位于多间店铺。如果采用上述图4所述的定位方法,则能够消除定位模糊性,最后确定用户位于店铺代码为WH01000012D的店铺502内,并确定进入时间510和离开时间520。In FIG. 5, six different stores 501-506 are respectively provided with a wireless transceiver such as a WIFI probe, and the WIFI probe detects the MAC address of the same wireless mobile device 00: 08: 22: 16: 71: 66. If only the positioning method described in FIG. 3 is used, the calculation results show that the mobile device's stay time in each store overlaps, for example, 2018-04-21 10:02:52 to 2018-04-21 15:25: During 37, users are located in stores 501, 502, and 504 at the same time. In fact, users cannot be located in multiple stores at the same time. If the positioning method described in FIG. 4 is adopted, the ambiguity of positioning can be eliminated, and finally the user is determined to be located in the store 502 with the shop code WH01000012D, and the entry time 510 and the departure time 520 are determined.
图6为本发明的一个实施例所描述的一种用户定位系统。FIG. 6 is a user positioning system according to an embodiment of the present invention.
如图6所示,该用户定位系统包括用户携带的无线移动设备610、多个设置在预定位置的无线信号收发器620、计算机630和数据库640。计算机630进一步包括处理器631、存储器632和用户定位模块633。其中无线信号收发器620、计算机630和数据库640通过网络650连接。数据库640也可设置于计算机630内。As shown in FIG. 6, the user positioning system includes a wireless mobile device 610 carried by a user, a plurality of wireless signal transceivers 620 arranged at predetermined positions, a computer 630 and a database 640. The computer 630 further includes a processor 631, a memory 632, and a user positioning module 633. The wireless signal transceiver 620, the computer 630, and the database 640 are connected through a network 650. The database 640 may also be provided in the computer 630.
存储器632存储计算机指令,当该计算机指令被执行时处理器631执 行如前所述定位方法或一个/多个定位步骤。用户定位模块633为一个软件实施例,用于执行本说明书中的定位方法或一个/多个定位步骤。The memory 632 stores computer instructions, and when the computer instructions are executed, the processor 631 executes a positioning method or one or more positioning steps as described above. The user positioning module 633 is a software embodiment for performing the positioning method or one or more positioning steps in this specification.
图6中,用户携带的无线移动设备610发出无线信号,无线信号收发器620接收所述无线信号并将其中包含的数据包序列传送至数据库640进行存储,计算机630从数据库640读取所述数据包序列,通过处理器631执行存储器632或用户定位模块633中的定位方法或定位步骤,从而得到用户所在的位置信息。In FIG. 6, a wireless mobile device 610 carried by a user sends out a wireless signal, and the wireless signal transceiver 620 receives the wireless signal and transmits a sequence of data packets contained therein to a database 640 for storage, and the computer 630 reads the data from the database 640 In the packet sequence, the processor 631 executes a positioning method or a positioning step in the memory 632 or the user positioning module 633 to obtain the location information of the user.
示例性实施例中所述无线信号为WiFi信号,其他无线信号如蓝牙信号、公众移动通讯信号也可能作为本发明的实施例中的无线信号;所述无线移动设备的唯一标识码可以是MAC地址,也可以是其他标识码如电话号码、电子序列号(ESN),国际移动设备标识号码(IMEI),或移动设备标识符(MEID)等。The wireless signal in the exemplary embodiment is a WiFi signal. Other wireless signals such as Bluetooth signals and public mobile communication signals may also be used as wireless signals in the embodiments of the present invention; the unique identification code of the wireless mobile device may be a MAC address. , Can also be other identification codes such as phone number, electronic serial number (ESN), international mobile equipment identification number (IMEI), or mobile equipment identifier (MEID), etc.
本说明书讨论的框图和/或方法可以由用户、用户代理(包括机器学习代理和智能用户代理)、软件应用程序、电子设备、计算机、固件、硬件、过程、计算机系统和/或智能个人助理等执行。此外,本说明书讨论的框图和/或方法可以在有或者没有来自用户的指令的情况下自动执行。The block diagrams and / or methods discussed in this specification can be performed by users, user agents (including machine learning agents and smart user agents), software applications, electronic devices, computers, firmware, hardware, processes, computer systems, and / or smart personal assistants, etc. carried out. Furthermore, the block diagrams and / or methods discussed in this specification can be performed automatically with or without instructions from a user.
本说明书中使用数字、符号或“第一”、“第二”等术语来描述组成部分或数据内容,这些术语仅用来区别不同的组成部分或数据内容,而并不表示序列或顺序,除非由上下文清楚的指示。In this specification, numbers, symbols, or terms such as "first" and "second" are used to describe components or data content. These terms are only used to distinguish different components or data content, and do not indicate a sequence or order unless Clearly indicated by the context.
本说明书中示例实施例所提供的方法仅作为示例,其中一个方法的示例不会对另一个方法的示例造成限制。在一幅附图中讨论的装置/方法可以被添加到其他附图中的装置/方法或与之交换。此外,具体的数字数据值(例如具体数量,数量,类别等)或其他特定信息仅用于讨论示例实施例,而并非用此类具体信息来限制示例实施例。凡在本发明的精神和原则内所做的修改、等同替换和改进等,均应包含在本发明的保护范围之内。The methods provided by the example embodiments in this specification are merely examples, and the example of one method does not limit the example of the other method. The devices / methods discussed in one drawing may be added to or exchanged with devices / methods in other drawings. In addition, specific numerical data values (such as specific quantities, quantities, categories, etc.) or other specific information are only used to discuss example embodiments, and are not intended to limit the example embodiments with such specific information. Any modification, equivalent replacement, and improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Claims (22)

  1. 一种用户定位方法,包括:A user positioning method includes:
    由计算机系统收集多个数据包序列,其中每个所述数据包序列来自于一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;A plurality of data packet sequences are collected by a computer system, wherein each of the data packet sequences comes from a wireless transceiver, and each wireless transceiver is installed in a predetermined position for receiving wireless signals from a wireless mobile device carried by a user. Each data packet in the data packet sequence includes a signal strength of the wireless signal, a unique identification code of the wireless mobile device, and a time at which the data packet was received;
    由计算机系统用特定符号标记信号强度高于阈值的数据包;The computer system uses specific symbols to mark packets with a signal strength above the threshold;
    由计算机系统计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;Computing, by a computer system, the number of said specific symbols within each sliding time window of each wireless transceiver;
    由计算机系统确定在滑动时间窗口内所述特定符号数目最多的无线收发器为指定无线收发器;和The computer system determines that the wireless transceiver with the largest number of specific symbols within the sliding time window is the designated wireless transceiver; and
    由计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。It is determined by the computer system that the user is located near a predetermined position where the designated wireless transceiver is located.
  2. 如权利要求1所述的用户定位方法,其中当滑动时间窗口内存在超过一个无线收发器,其具有相同且最多的特定符号数目时,进一步包括:The user positioning method according to claim 1, wherein when there is more than one wireless transceiver in the sliding time window, which has the same and maximum number of specific symbols, further comprising:
    由计算机系统计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中无线信号的平均信号强度;和Computing, by the computer system, the average signal strength of the wireless signals in the data packets marked by the specific symbol received by the wireless transceiver with the same number of specific symbols and the most; and
    由计算机系统确定所述超过一个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。The computer system determines that the wireless transceiver that receives the highest average signal strength among the more than one wireless transceiver is a designated wireless transceiver.
  3. 如权利要求1所述的用户定位方法,还包括:The user positioning method according to claim 1, further comprising:
    由计算机系统确定指定无线收发器接收到第一个特定符号标记的数据包的时间为用户到达所述指定无线收发器附近的时间。The computer system determines that the time when the designated wireless transceiver receives the first data packet marked by the specific symbol is the time when the user arrives near the designated wireless transceiver.
  4. 如权利要求3所述的用户定位方法,还包括:The user positioning method according to claim 3, further comprising:
    如果指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,由计算机系统确定所述指定无线收发器接收到所述最后一个特定符号标记的数据包的时间为用户离开所述指定无线收发器附近的时间;和If the designated wireless transceiver receives the last data packet marked with a specific symbol and does not receive any data packet marked with a specific symbol within a predetermined period of time, the computer system determines that the designated wireless transceiver receives the last one The time of the data packet marked by the specific symbol is the time when the user leaves the vicinity of the designated wireless transceiver; and
    由计算机系统确定用户在所述指定无线收发器附近的逗留时长为所述离开时间和所述到达时间的时间差。It is determined by a computer system that a user stays near the designated wireless transceiver is a time difference between the departure time and the arrival time.
  5. 如权利要求3所述的用户定位方法,还包括:The user positioning method according to claim 3, further comprising:
    如果滑动时间窗口滑动一个时间间隔后指定无线收发器从第一指定无线收发器变为第二指定无线收发器,由计算机系统确定所述第一指定收发器收到最后一个特定符号标记的数据包的时间为用户离开所述第一指定收发器附近的时间;和If the designated wireless transceiver changes from the first designated wireless transceiver to the second designated wireless transceiver after sliding the time window for a time interval, the computer system determines that the first designated transceiver receives the data packet marked by the last specific symbol Is the time that the user left near the first designated transceiver; and
    由计算机系统确定用户的逗留时长为所述离开时间和所述到达时间的时间差。The computer system determines that the user's stay is the time difference between the departure time and the arrival time.
  6. 如权利要求1所述的用户定位方法,其中每个无线收发器的阈值可以不同。The user positioning method according to claim 1, wherein a threshold value of each wireless transceiver is different.
  7. 如权利要求1所述的用户定位方法,其特征在于,所述无线移动设备的唯一标识码为媒体存取控制(MAC)地址。The user positioning method according to claim 1, wherein the unique identification code of the wireless mobile device is a media access control (MAC) address.
  8. 如权利要求1所述的用户定位方法,为室内定位方法。The user positioning method according to claim 1, which is an indoor positioning method.
  9. 一种用户定位系统,包括:A user positioning system includes:
    用户携带的无线移动设备;Wireless mobile devices carried by users;
    多个安装于预定位置的无线收发器,用于接收所述无线移动设备的无线信号;A plurality of wireless transceivers installed at predetermined positions for receiving wireless signals of the wireless mobile device;
    处理器;processor;
    计算机可读存储介质,其上存储有计算机指令,该指令被处理器执行时实现以下步骤:A computer-readable storage medium having stored thereon computer instructions which, when executed by a processor, implement the following steps:
    收集多个数据包序列,其中每个数据包序列来自一个无线收发器,所述数据包序列中的每个数据包包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;Collect multiple data packet sequences, where each data packet sequence is from a wireless transceiver, and each data packet in the data packet sequence includes the signal strength of the wireless signal, the unique identification code of the wireless mobile device, and all The time when the data packet was received;
    用特定符号标记包含信号强度高于阈值的数据包;Mark packets containing signal strength above a threshold with specific symbols;
    计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;Calculating the number of the specific symbols of each wireless transceiver within a sliding time window;
    确定在滑动时间窗口内所述特定符号数目最多的无线收发器为指定无线收发器;和Determining that the wireless transceiver with the largest number of said specific symbols within the sliding time window is the designated wireless transceiver; and
    确定用户位于所述指定无线收发器所在的预定位置附近。It is determined that the user is located near a predetermined position where the designated wireless transceiver is located.
  10. 如权利要求9所述的用户定位系统,其中当滑动时间窗口内存在超过一个无线收发器,其具有相同且最多的特定符号数目时,所述计算机指令被执行时还实现以下步骤:The user positioning system according to claim 9, wherein when there is more than one wireless transceiver in the sliding time window, which has the same and maximum number of specific symbols, the computer instructions are further implemented when the computer instructions are executed:
    计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中无线信号的平均信号强度;和Calculating an average signal strength of a wireless signal in a data packet marked by a specific symbol received by the same number of specific symbols and the most wireless transceivers; and
    确定所述超过一个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。It is determined that the wireless transceiver that receives the highest average signal strength among the more than one wireless transceiver is a designated wireless transceiver.
  11. 如权利要求9所述的用户定位系统,所述计算机指令被执行时还实现以下步骤:The user positioning system according to claim 9, wherein the computer instructions when executed further implement the following steps:
    确定指定收发器接收到第一个特定符号标记的数据包的时间为用户到达指定无线收发器附近的时间。It is determined that the time when the designated transceiver receives the data packet marked by the first specific symbol is the time when the user arrives near the designated wireless transceiver.
  12. 如权利要求11所述的用户定位系统,所述计算机指令被执行时还实现以下步骤:The user positioning system according to claim 11, wherein when the computer instructions are executed, the following steps are further implemented:
    如果指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,确定所述指定无线收发器接收到所述最后一个特定符号标记的数据包的时间为用户离开所述指定无线收发器附近的时间;和If the designated wireless transceiver does not receive the data packet of the specific symbol mark within a predetermined period of time after receiving the data packet of the last specific symbol mark, it is determined that the designated wireless transceiver receives the last specific symbol mark The time of the packet is the time that the user left near the designated wireless transceiver; and
    确定用户在所述指定无线收发器附近的逗留时长为所述离开时间和所述到达时间之间的时间差。It is determined that the length of time a user stays near the designated wireless transceiver is a time difference between the departure time and the arrival time.
  13. 如权利要求11所述的用户定位系统,所述计算机指令被执行时还实现以下步骤:The user positioning system according to claim 11, wherein when the computer instructions are executed, the following steps are further implemented:
    如果滑动时间窗口滑动一个时间间隔后指定无线收发器由第一指定无线收发器变为第二指定无线收发器,确定滑动时间窗口滑动前的第一指定收发器收到最后一个特定符号标记的数据包的时间为用户离开所述第一指定收发器附近的时间;和If the designated wireless transceiver is changed from the first designated wireless transceiver to the second designated wireless transceiver after sliding the time window by one time interval, it is determined that the first designated transceiver before sliding the sliding time window receives the data marked by the last specific symbol The time of the packet is the time that the user left near the first designated transceiver; and
    确定用户的逗留时长为所述离开时间和所述到达时间之间的时间差。The length of stay of the user is determined as a time difference between the departure time and the arrival time.
  14. 如权利要求9所述的用户定位系统,为室内定位系统。The user positioning system according to claim 9, which is an indoor positioning system.
  15. 一种确定用户在一个位置附近的逗留时长的方法,包括:A method for determining how long a user stays near a location, including:
    由计算机系统收集多个数据包序列,其中每个所述数据包序列来自一个无线收发器,每个无线收发器安装在一个预定位置,用于接收用户携带的无线移动设备的无线信号,所述数据包序列中的每个数据包中包括所述无线信号的信号强度、所述无线移动设备的唯一标识码和所述数据包被接收的时间;A plurality of data packet sequences are collected by a computer system, wherein each of the data packet sequences is from a wireless transceiver, and each wireless transceiver is installed at a predetermined position for receiving a wireless signal of a wireless mobile device carried by a user. Each data packet in the data packet sequence includes a signal strength of the wireless signal, a unique identification code of the wireless mobile device, and a time at which the data packet was received;
    由计算机系统确定用户位于指定无线收发器附近,其中所述指定无线收发器为在滑动时间窗口内接收到的无线信号平均信号强度最高的无线收发器;和It is determined by the computer system that the user is located near a designated wireless transceiver, wherein the designated wireless transceiver is the wireless transceiver with the highest average signal strength of the wireless signal received within the sliding time window; and
    由计算机系统确定逗留时长为用户位于所述指定无线收发器附近的时间长度。It is determined by the computer system that the length of stay is the length of time that the user is near the designated wireless transceiver.
  16. 如权利要求15所述的方法,其中确定所述指定无线收发器进一步包括以下步骤:The method of claim 15, wherein determining the designated wireless transceiver further comprises the following steps:
    由计算机系统用特定符号标记信号强度高于阈值的数据包;The computer system uses specific symbols to mark packets with a signal strength above the threshold;
    由计算机系统计算每个无线收发器在滑动时间窗口内的所述特定符号的数目;Computing, by a computer system, the number of said specific symbols within each sliding time window of each wireless transceiver;
    由计算机系统确定在滑动时间窗口内所述特定符号最多的无线收发器作为指定无线收发器;和The computer system determines, as the designated wireless transceiver, the wireless transceiver with the most specified symbols within the sliding time window; and
    由计算机系统确定用户位于所述指定无线收发器所在的预定位置附近。It is determined by the computer system that the user is located near a predetermined position where the designated wireless transceiver is located.
  17. 如权利要求15所述的方法,其中确定逗留时长进一步包括以下步骤:The method of claim 15, wherein determining the length of stay further comprises the steps of:
    由计算机系统确定所述指定收发器接收到第一个特定符号标记的数据包的时间为用户到达指定无线收发器附近的时间;The computer system determines that the time when the designated transceiver receives the first data packet marked by the specific symbol is the time when the user arrives near the designated wireless transceiver;
    由计算机系统确定所述指定无线收发器接收到最后一个特定符号的标记的数据包的时间为用户离开所述指定收发器附近的时间;和Determining, by the computer system, that the designated wireless transceiver received the last marked data packet of the particular symbol as the time when the user left near the designated transceiver; and
    由计算机系统确定用户在所述指定无线收发器附近的逗留时长为所述离开时间和所述到达时间的时间差。It is determined by a computer system that a user stays near the designated wireless transceiver is a time difference between the departure time and the arrival time.
  18. 如权利要求16所述的方法,其中当滑动时间窗口内存在超过一个无线收发器,其具有相同且最多的特定符号的数目时,所述确定指定无线收发器的步骤进一步包括:The method of claim 16, wherein when there is more than one wireless transceiver within a sliding time window, which has the same and maximum number of specific symbols, the step of determining a designated wireless transceiver further comprises:
    由计算机系统计算所述特定符号数目相同且最多的无线收发器接收的特定符号标记的数据包中的无线信号的平均信号强度;和Computing, by the computer system, the average signal strength of the wireless signals in the data packets marked by the specific symbol received by the wireless transceiver with the same number of specific symbols and the most; and
    由计算机系统确定所述超过一个无线收发器中接收到最高平均信号强度的无线收发器为指定无线收发器。The computer system determines that the wireless transceiver that receives the highest average signal strength among the more than one wireless transceiver is a designated wireless transceiver.
  19. 如权利要求15所述的方法,还包括:The method of claim 15, further comprising:
    当指定无线收发器接收到最后一个特定符号标记的数据包之后,在预定时间段内没有再接收到特定符号标记的数据包时,由计算机系统确定所述指定无线收发器接收到所述最后一个特定符号标记的数据包的时间为用户的离开时间。When the designated wireless transceiver receives the last data packet marked with a specific symbol and does not receive any data packet marked with a specific symbol within a predetermined period of time, the computer system determines that the designated wireless transceiver receives the last one The time of a packet marked by a specific symbol is the user's departure time.
  20. 如权利要求15所述的方法,还包括:The method of claim 15, further comprising:
    如果滑动时间窗口滑动一个时间间隔后指定无线收发器由第一指定无线收发器变为第二指定无线收发器,计算机系统确定所述第一指定收发器收到最后一个特定符号标记的数据包的时间为用户的离开时间。If the designated wireless transceiver changes from the first designated wireless transceiver to the second designated wireless transceiver after sliding the time window for a time interval, the computer system determines that the first designated transceiver received the last data packet marked by the specific symbol. Time is the user's departure time.
  21. 如权利要求16所述的方法,其中每个无线收发器的阈值可以不同。The method of claim 16, wherein the threshold value of each wireless transceiver can be different.
  22. 如权利要求15所述的方法,其中所述位置为室内位置。The method of claim 15, wherein the location is an indoor location.
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Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111343583B (en) * 2020-02-27 2021-11-12 厦门大洋通信有限公司 Positioning system using multiple wireless signal receivers

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2012032376A1 (en) * 2010-09-10 2012-03-15 Nokia Corporation Signal strength profiling
CN102970748A (en) * 2012-11-08 2013-03-13 林子怀 Wireless personnel area location method
CN104185141A (en) * 2014-07-28 2014-12-03 北京升哲科技有限公司 Bluetooth beacon device based system and method for detecting stay time of user in area
CN105917246A (en) * 2014-01-16 2016-08-31 苹果公司 Range-free proximity determination

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8155662B2 (en) * 2007-02-19 2012-04-10 Microsoft Corporation Self-configuring wireless network location system
CN103202075B (en) * 2010-09-30 2016-06-22 诺基亚技术有限公司 Location
CN104054360B (en) * 2011-11-08 2019-02-15 优科无线有限公司 Method and apparatus for determining the location information of position in multi-story structure
US9002375B1 (en) * 2013-03-15 2015-04-07 Groupon, Inc. Presence detection based on crowd surfing signal strength
CN103916821A (en) * 2014-04-11 2014-07-09 北京工业大学 Floor distinguishing method based on RSSI difference between floors
CN110290584B (en) * 2014-10-23 2021-03-02 创新先进技术有限公司 Positioning method
US9749783B2 (en) * 2016-01-04 2017-08-29 The Boeing Company System and method for estimating wireless device positions
CN107277777B (en) * 2016-04-06 2019-12-03 大唐移动通信设备有限公司 A kind of indoor orientation method and device
CN105873211A (en) * 2016-04-29 2016-08-17 安徽华米信息科技有限公司 Positioning method and device
CN107121661B (en) * 2017-04-11 2019-12-06 安徽华米信息科技有限公司 Positioning method, device and system and server
CN107860358B (en) * 2017-11-06 2020-04-17 江西师范大学 Floor positioning method and system, readable storage medium and intelligent terminal

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2012032376A1 (en) * 2010-09-10 2012-03-15 Nokia Corporation Signal strength profiling
CN102970748A (en) * 2012-11-08 2013-03-13 林子怀 Wireless personnel area location method
CN105917246A (en) * 2014-01-16 2016-08-31 苹果公司 Range-free proximity determination
CN104185141A (en) * 2014-07-28 2014-12-03 北京升哲科技有限公司 Bluetooth beacon device based system and method for detecting stay time of user in area

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