WO2015154438A1 - Positioning method and device - Google Patents

Positioning method and device Download PDF

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Publication number
WO2015154438A1
WO2015154438A1 PCT/CN2014/089595 CN2014089595W WO2015154438A1 WO 2015154438 A1 WO2015154438 A1 WO 2015154438A1 CN 2014089595 W CN2014089595 W CN 2014089595W WO 2015154438 A1 WO2015154438 A1 WO 2015154438A1
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terminal
fingerprint
location
similarity
base station
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PCT/CN2014/089595
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French (fr)
Chinese (zh)
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谢思远
范贤友
韦薇
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中兴通讯股份有限公司
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Publication of WO2015154438A1 publication Critical patent/WO2015154438A1/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W64/00Locating users or terminals or network equipment for network management purposes, e.g. mobility management

Definitions

  • the present invention relates to the field of communications, and in particular to a positioning method and apparatus.
  • a user can obtain a plurality of base station information connected by the terminal through the mobile terminal, and send the base station location information to the positioning server through the mobile internet, and the positioning server analyzes the base station by using the cell identifier (Cell ID) of the base station.
  • Cell ID cell identifier
  • the location information, or a triangle algorithm, is used to feed back the positioning result to the mobile terminal.
  • the positioning accuracy is generally not high, usually only about 200-500 meters, and the drift phenomenon is very serious, it is difficult to ensure the positioning accuracy, especially when the server cannot learn all the base station locations and base stations. In the case of low density, the positioning time will be greatly extended, and it may even be impossible to complete the positioning.
  • the embodiment of the present invention provides a positioning method and device to solve at least the above problem.
  • a positioning method including: acquiring a positioning request of a terminal to be located, wherein the positioning request includes a fingerprint of the terminal to be located, and the fingerprint includes a primary base station to which the terminal is connected And identifiers of the plurality of neighboring cell base stations, and corresponding signal strength receiving values; calculating similarities between fingerprints of other terminals in the fingerprint database and fingerprints of the terminal to be located, and passing the other terminals according to the similarity
  • the location calculates the location of the terminal to be located, where the fingerprint database includes fingerprints of multiple terminals and corresponding locations when fingerprints are collected.
  • calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located includes: selecting the primary base station in the fingerprint according to the signal strength receiving value from large to small Sorting multiple neighboring base stations; calculating fingerprints of other terminals in the fingerprint database and fingerprints of the terminal to be located The similarity, wherein the more the number of base stations that exist in the fingerprint of the terminal to be located, and the closer the ranked positions are, the higher the similarity.
  • calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located includes: calculating a similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix, where An axis of the weight matrix is an identifier of the primary base station and a plurality of neighboring base stations after the sorting of the fingerprint of the terminal to be located, and another coordinate axis of the weight matrix is in the other terminal
  • One of the fingerprints performs the sorting of the identifiers of the primary base station and the plurality of neighboring base stations, and each of the two coordinate axes is set to have a weight value.
  • each coordinate point in the range of the two coordinate axes is respectively set to have a weight value including at least one of the following: the weight value of the coordinate point that is ranked lower in each coordinate axis is smaller; the weight is The weight value of the coordinate point on the diagonal of the matrix is greater than or equal to the weight value of the other coordinate points in the row and column corresponding to the coordinate point; and the diagonal of the weight matrix is ranked higher in the other coordinate axis
  • the weight value of the coordinate point of the upper coordinate point is the same as the weight value of the coordinate point on the diagonal line; the coordinates of the coordinate point on the diagonal line lower than the weight matrix are sorted in the other coordinate axis
  • the weight value of the point decreases as the sort position is later.
  • calculating a similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix includes: performing, by the primary base station and the plurality of neighboring base stations in two coordinate axes in the weight matrix The identifiers are paired, and the weight values of the coordinate points corresponding to the identifiers of the primary base station and the plurality of neighboring base stations in the two coordinate axes of the pair are obtained; and the obtained weight values are added to obtain the similarity. degree.
  • calculating, according to the similarity, the location of the to-be-located terminal by using the location of the other terminal, the location of the terminal to be located is calculated according to the location of the other terminal that meets the preset condition by the similarity .
  • calculating, according to the location of the other terminal that the similarity meets the preset condition, the location of the to-be-located terminal includes: using an average value of the location of the other terminal that meets the preset condition as the to-be-determined And determining a location of the terminal to be located according to the weight and the location of the other terminal whose similarity meets the preset condition.
  • the method further includes: saving the location of the to-be-located terminal and the fingerprint of the to-be-located terminal in the database.
  • the method before calculating the similarity between the fingerprint of the other terminal and the fingerprint of the terminal to be located in the fingerprint database, the method further includes: receiving a fingerprint of the plurality of terminals and a corresponding position when the fingerprint is collected; and the plurality of terminals The fingerprint and the corresponding location are saved in the fingerprint database.
  • a positioning method including: sending a positioning request, where the positioning request includes a fingerprint of a terminal to be located, where the fingerprint includes a primary base station and multiple neighboring areas connected by the terminal The identifier of the base station, and the corresponding signal strength receiving value, the fingerprint is used to calculate the similarity with the fingerprints of other terminals in the fingerprint database, and calculate the location of the to-be-located terminal by using the location of the other terminal according to the similarity a location, where the fingerprint database includes a fingerprint of a plurality of terminals and a corresponding location when the fingerprint is collected; and the calculated location of the terminal to be located is received.
  • a positioning apparatus including: an obtaining module, configured to acquire a positioning request of a terminal to be located, wherein the positioning request includes a fingerprint of the terminal to be located, The fingerprint includes the identifier of the primary base station and the plurality of neighboring base stations connected by the terminal, and the corresponding signal strength receiving value; and the calculating module is configured to calculate a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and And determining, according to the similarity, a location of the terminal to be located by using a location of the other terminal, where the fingerprint database includes a fingerprint of multiple terminals and a corresponding location when the fingerprint is collected.
  • a positioning apparatus including: a sending module, configured to send a positioning request, wherein the positioning request includes a fingerprint of a terminal to be located, and the fingerprint includes a terminal connected by the terminal The identifier of the base station and the plurality of neighboring base stations, and the corresponding signal strength receiving value, wherein the fingerprint is used to calculate the similarity with the fingerprints of other terminals in the fingerprint database, and is calculated by the location of the other terminal according to the similarity The location of the terminal to be located, wherein the fingerprint database includes a fingerprint of a plurality of terminals and a corresponding position when the fingerprint is collected; and the receiving module is configured to receive the calculated location of the terminal to be located.
  • the positioning request of the terminal to be located is obtained, where the positioning request includes the fingerprint of the terminal to be located, and the fingerprint includes the identifier of the primary base station and multiple neighboring base stations connected by the terminal, and Corresponding signal strength receiving value; calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and calculating the location of the terminal to be located by using the location of the other terminal according to the similarity,
  • the fingerprint database includes a fingerprint of multiple terminals and a corresponding location when the fingerprint is collected, which solves the problem that the positioning effect is poor when the server cannot resolve the location of the base station in the related art, and the positioning method has high positioning accuracy.
  • the positioning speed is fast, especially when the server cannot know all the base station locations and the base station density is low, which greatly improves the positioning effect.
  • FIG. 1 is a flow chart of a positioning method according to an embodiment of the present invention.
  • FIG. 2 is a schematic diagram of a preferred weight matrix in accordance with an embodiment of the present invention.
  • FIG. 3 is a schematic diagram showing the calculation of similarity based on a weight matrix according to an embodiment of the present invention
  • FIG. 4 is a block diagram showing the structure of a positioning device according to an embodiment of the present invention.
  • FIG. 5 is a flowchart of another positioning method according to an embodiment of the present invention.
  • FIG. 6 is a structural block diagram of another positioning device according to an embodiment of the present invention.
  • FIG. 7 is a schematic diagram of positioning of a base station according to Embodiment 1 of the present invention.
  • FIG. 9 is a schematic diagram of positioning according to a first embodiment of the present invention.
  • FIG. 1 is a flowchart of a positioning method according to an embodiment of the present invention. As shown in FIG. 1, the method includes the following steps:
  • the weight value of the coordinate point on the diagonal of the weight matrix is greater than or equal to the weight value of the other coordinate points in the row and column corresponding to the coordinate point, that is, the weight value of the coordinate point on the diagonal line can be set to be the largest.
  • the weight values of the coordinate points on the other diagonals are the largest, and the weight values of (5, 5') are slightly smaller than (5, 2'). , the description does not have to completely set the weight matrix according to the rule;
  • the positioning method provided in the preferred embodiment includes: receiving a positioning request sent by the mobile terminal to be located, where the positioning request includes a cell identifier (Cell ID) of the primary base station to which the mobile terminal to be located is connected, and multiple (hereinafter 6 are described as an example, but are not limited to six, and usually more than six, so that the positioning result is more accurate) the neighboring cell base station Cell ID and the corresponding signal receiving intensity value;
  • Cell ID cell identifier
  • 6 multiple
  • the base station fingerprint sequence collected by the terminal can find 5 corresponding CellIDs in the fingerprint, and the similarities between the two are:
  • the weight value setting principle can be as follows:
  • the corresponding weight values are also successively decremented
  • the preferred embodiment fully utilizes the current base station and location information to construct a fingerprint database, and according to the information of the primary base station and the neighboring base station reported by the user, the fingerprint similarity is calculated by the weight matrix to complete the positioning, and the positioning precision is high, the cost is low, and the positioning is stable. advantage.
  • a storage medium in which the above software is stored, including but not limited to an optical disk, a floppy disk, a hard disk, an erasable memory, and the like.
  • modules or steps of the present invention described above can be implemented by a general-purpose computing device that can be centralized on a single computing device or distributed across a network of multiple computing devices. Alternatively, they may be implemented by program code executable by the computing device such that they may be stored in the storage device by the computing device and, in some cases, may be different from the order herein.
  • the steps shown or described are performed, or they are separately fabricated into individual integrated circuit modules, or a plurality of modules or steps thereof are fabricated as a single integrated circuit module.
  • the invention is not limited to any specific combination of hardware and software.
  • the positioning method and device provided by the embodiments of the present invention have the following beneficial effects: the problem that the positioning effect is poor when the server cannot resolve the location of the base station in the related art, and the positioning accuracy is high, and the positioning is achieved.
  • the speed is fast, especially when the server cannot know all the base station locations and the base station density is low, which greatly improves the positioning effect.

Abstract

Disclosed are a positioning method and device. The method comprises: acquiring a positioning request of a terminal to be positioned, wherein the positioning request comprises a fingerprint of the terminal to be positioned, the fingerprint comprising identifiers of a main base station connected to the terminal and a plurality of base stations of neighboring cells and corresponding signal intensity receiving values; and calculating the similarity between fingerprints of other terminals in a fingerprint database and the fingerprint of the terminal to be positioned, and calculating a position of the terminal to be positioned through the positions of the other terminals according to the similarity, wherein the fingerprint database comprises fingerprints of a plurality of terminals and corresponding positions when the fingerprints are collected. By means of the present invention, the problem in the related art that the positioning effect is relatively poor in the case where a service end is unable to parse a position of a base station is solved, moreover, the positioning method has the advantages of high positioning accuracy and high positioning speed, and specifically, the positioning effect is greatly improved in the case where the service end is unable to learn the positions of all base stations and the density of the base stations is low.

Description

定位方法及装置Positioning method and device 技术领域Technical field
本发明涉及通信领域,具体而言,涉及一种定位方法及装置。The present invention relates to the field of communications, and in particular to a positioning method and apparatus.
背景技术Background technique
传统的基站定位方法,用户可以通过移动终端获取到该终端连接的多个基站信息,并通过移动互联网将基站位置信息发送到定位服务器,定位服务器通过对基站的小区标识(Cell ID)分析基站所在的位置信息,或采用三角形算法,将定位结果反馈给移动终端,目前众多位置服务厂商均采用此种定位方式。In the conventional base station positioning method, a user can obtain a plurality of base station information connected by the terminal through the mobile terminal, and send the base station location information to the positioning server through the mobile internet, and the positioning server analyzes the base station by using the cell identifier (Cell ID) of the base station. The location information, or a triangle algorithm, is used to feed back the positioning result to the mobile terminal. Currently, many location service vendors adopt this positioning method.
而对于目前相关技术中的基站定位方法,定位精度普遍不高,通常只能达到200-500米左右,且漂移现象十分严重,难以保证定位精度,尤其是当服务端无法获悉所有基站位置及基站密度较低的情况下,定位时间将大大延长,甚至有可能无法完成定位。For the current base station positioning method in the related art, the positioning accuracy is generally not high, usually only about 200-500 meters, and the drift phenomenon is very serious, it is difficult to ensure the positioning accuracy, especially when the server cannot learn all the base station locations and base stations. In the case of low density, the positioning time will be greatly extended, and it may even be impossible to complete the positioning.
针对相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,目前尚未提出有效的解决方案。In view of the problem that the positioning effect is poor in the case where the server cannot resolve the location of the base station in the related art, an effective solution has not been proposed yet.
发明内容Summary of the invention
针对相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,本发明实施例提供了一种定位方法及装置,以至少解决上述问题。For the problem that the positioning effect is poor in the case where the server cannot resolve the location of the base station in the related art, the embodiment of the present invention provides a positioning method and device to solve at least the above problem.
根据本发明的一个实施例,提供了一种定位方法,包括:获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。According to an embodiment of the present invention, a positioning method is provided, including: acquiring a positioning request of a terminal to be located, wherein the positioning request includes a fingerprint of the terminal to be located, and the fingerprint includes a primary base station to which the terminal is connected And identifiers of the plurality of neighboring cell base stations, and corresponding signal strength receiving values; calculating similarities between fingerprints of other terminals in the fingerprint database and fingerprints of the terminal to be located, and passing the other terminals according to the similarity The location calculates the location of the terminal to be located, where the fingerprint database includes fingerprints of multiple terminals and corresponding locations when fingerprints are collected.
在实施例中,计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度包括:按照所述信号强度接收值从大到小的顺序对所述指纹中的所述主基站及多个邻区基站进行排序;计算所述指纹数据库中其他终端的指纹与所述待定位终端的指纹 的相似度,其中,与所述待定位终端的指纹中存在相同的基站的数量越多,且所述排序的位置越接近,则相似度越高。In an embodiment, calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located includes: selecting the primary base station in the fingerprint according to the signal strength receiving value from large to small Sorting multiple neighboring base stations; calculating fingerprints of other terminals in the fingerprint database and fingerprints of the terminal to be located The similarity, wherein the more the number of base stations that exist in the fingerprint of the terminal to be located, and the closer the ranked positions are, the higher the similarity.
在实施例中,计算所述指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度包括:根据权重矩阵计算所述待定位终端与所述其他终端的指纹的相似度,其中,所述权重矩阵的一条坐标轴为所述待定位终端的指纹进行所述排序后的所述主基站及多个邻区基站的标识,所述权重矩阵的另一条坐标轴为所述其他终端中之一的指纹进行所述排序后的所述主基站及多个邻区基站的标识,上述两条坐标轴范围内的每个坐标点分别设置有权重值。In an embodiment, calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located includes: calculating a similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix, where An axis of the weight matrix is an identifier of the primary base station and a plurality of neighboring base stations after the sorting of the fingerprint of the terminal to be located, and another coordinate axis of the weight matrix is in the other terminal One of the fingerprints performs the sorting of the identifiers of the primary base station and the plurality of neighboring base stations, and each of the two coordinate axes is set to have a weight value.
在实施例中,上述两条坐标轴范围内的每个坐标点分别设置有权重值包括以下至少之一:在每条坐标轴中排序越靠后的坐标点的权重值越小;所述权重矩阵的对角线上的坐标点的权重值大于等于该坐标点对应的行和列中的其他坐标点的权重值;在所述另一条坐标轴中排序高于所述权重矩阵的对角线上的坐标点的坐标点的权重值与所述对角线上的坐标点的权重值相同;在所述另一条坐标轴中排序低于所述权重矩阵的对角线上的坐标点的坐标点的权重值,随排序位置的靠后而减少。In an embodiment, each coordinate point in the range of the two coordinate axes is respectively set to have a weight value including at least one of the following: the weight value of the coordinate point that is ranked lower in each coordinate axis is smaller; the weight is The weight value of the coordinate point on the diagonal of the matrix is greater than or equal to the weight value of the other coordinate points in the row and column corresponding to the coordinate point; and the diagonal of the weight matrix is ranked higher in the other coordinate axis The weight value of the coordinate point of the upper coordinate point is the same as the weight value of the coordinate point on the diagonal line; the coordinates of the coordinate point on the diagonal line lower than the weight matrix are sorted in the other coordinate axis The weight value of the point decreases as the sort position is later.
在实施例中,根据权重矩阵计算所述待定位终端与所述其他终端的指纹的相似度包括:对所述权重矩阵中的两条坐标轴中的所述主基站及多个邻区基站的标识进行配对,并获取存在配对的两条坐标轴中的所述主基站及多个邻区基站的标识所对应的坐标点的权重值;将获取的所述权重值相加,得到所述相似度。In an embodiment, calculating a similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix includes: performing, by the primary base station and the plurality of neighboring base stations in two coordinate axes in the weight matrix The identifiers are paired, and the weight values of the coordinate points corresponding to the identifiers of the primary base station and the plurality of neighboring base stations in the two coordinate axes of the pair are obtained; and the obtained weight values are added to obtain the similarity. degree.
在实施例中,根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置包括:根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置。In an embodiment, calculating, according to the similarity, the location of the to-be-located terminal by using the location of the other terminal, the location of the terminal to be located is calculated according to the location of the other terminal that meets the preset condition by the similarity .
在实施例中,根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置包括:将相似度满足预设条件的所述其他终端的位置的平均值作为所述待定位终端的位置;或者,根据所述相似度获取权重,并根据所述权重以及所述相似度满足预设条件的其他终端的位置计算所述待定位终端的位置。In an embodiment, calculating, according to the location of the other terminal that the similarity meets the preset condition, the location of the to-be-located terminal includes: using an average value of the location of the other terminal that meets the preset condition as the to-be-determined And determining a location of the terminal to be located according to the weight and the location of the other terminal whose similarity meets the preset condition.
在实施例中,在通过所述其他终端的位置计算所述待定位终端的位置之后,还包括:将所述待定位终端的位置及所述待定位终端的指纹对应保存在所述数据库中。In an embodiment, after calculating the location of the to-be-located terminal by using the location of the other terminal, the method further includes: saving the location of the to-be-located terminal and the fingerprint of the to-be-located terminal in the database.
在实施例中,在计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度之前,还包括:接收多个终端的指纹以及采集指纹时对应的位置;将所述多个终端的指纹以及对应的位置保存在所述指纹数据库中。 In the embodiment, before calculating the similarity between the fingerprint of the other terminal and the fingerprint of the terminal to be located in the fingerprint database, the method further includes: receiving a fingerprint of the plurality of terminals and a corresponding position when the fingerprint is collected; and the plurality of terminals The fingerprint and the corresponding location are saved in the fingerprint database.
根据本发明的另一实施例,提供了一种定位方法,包括:发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;接收计算出的所述待定位终端的位置。According to another embodiment of the present invention, a positioning method is provided, including: sending a positioning request, where the positioning request includes a fingerprint of a terminal to be located, where the fingerprint includes a primary base station and multiple neighboring areas connected by the terminal The identifier of the base station, and the corresponding signal strength receiving value, the fingerprint is used to calculate the similarity with the fingerprints of other terminals in the fingerprint database, and calculate the location of the to-be-located terminal by using the location of the other terminal according to the similarity a location, where the fingerprint database includes a fingerprint of a plurality of terminals and a corresponding location when the fingerprint is collected; and the calculated location of the terminal to be located is received.
根据本发明的另一实施例,还提供了一种定位装置,包括:获取模块,设置为获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;计算模块,设置为计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。According to another embodiment of the present invention, a positioning apparatus is further provided, including: an obtaining module, configured to acquire a positioning request of a terminal to be located, wherein the positioning request includes a fingerprint of the terminal to be located, The fingerprint includes the identifier of the primary base station and the plurality of neighboring base stations connected by the terminal, and the corresponding signal strength receiving value; and the calculating module is configured to calculate a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and And determining, according to the similarity, a location of the terminal to be located by using a location of the other terminal, where the fingerprint database includes a fingerprint of multiple terminals and a corresponding location when the fingerprint is collected.
根据本发明的再一实施例,还提供了一种定位装置,包括:发送模块,设置为发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;接收模块,设置为接收计算出的所述待定位终端的位置。According to still another embodiment of the present invention, a positioning apparatus is further provided, including: a sending module, configured to send a positioning request, wherein the positioning request includes a fingerprint of a terminal to be located, and the fingerprint includes a terminal connected by the terminal The identifier of the base station and the plurality of neighboring base stations, and the corresponding signal strength receiving value, wherein the fingerprint is used to calculate the similarity with the fingerprints of other terminals in the fingerprint database, and is calculated by the location of the other terminal according to the similarity The location of the terminal to be located, wherein the fingerprint database includes a fingerprint of a plurality of terminals and a corresponding position when the fingerprint is collected; and the receiving module is configured to receive the calculated location of the terminal to be located.
通过本发明实施例,采用获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置的方式,解决了相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,并且该定位方式定位精度高,定位速度快,尤其是在服务端无法获悉所有基站位置及基站密度较低的情况下,大大提升了定位效果。According to the embodiment of the present invention, the positioning request of the terminal to be located is obtained, where the positioning request includes the fingerprint of the terminal to be located, and the fingerprint includes the identifier of the primary base station and multiple neighboring base stations connected by the terminal, and Corresponding signal strength receiving value; calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and calculating the location of the terminal to be located by using the location of the other terminal according to the similarity, The fingerprint database includes a fingerprint of multiple terminals and a corresponding location when the fingerprint is collected, which solves the problem that the positioning effect is poor when the server cannot resolve the location of the base station in the related art, and the positioning method has high positioning accuracy. The positioning speed is fast, especially when the server cannot know all the base station locations and the base station density is low, which greatly improves the positioning effect.
附图说明DRAWINGS
此处所说明的附图用来提供对本发明的进一步理解,构成本申请的一部分,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中: The drawings described herein are intended to provide a further understanding of the invention, and are intended to be a part of the invention. In the drawing:
图1是根据本发明实施例的一种定位方法的流程图;1 is a flow chart of a positioning method according to an embodiment of the present invention;
图2是根据本发明实施例的优选权重矩阵的示意图;2 is a schematic diagram of a preferred weight matrix in accordance with an embodiment of the present invention;
图3是根据本发明实施例的基于权重矩阵计算相似度的说明示意图;3 is a schematic diagram showing the calculation of similarity based on a weight matrix according to an embodiment of the present invention;
图4是根据本发明实施例的一种定位装置的结构框图;4 is a block diagram showing the structure of a positioning device according to an embodiment of the present invention;
图5是根据本发明实施例的另一种定位方法的流程图;FIG. 5 is a flowchart of another positioning method according to an embodiment of the present invention; FIG.
图6是根据本发明实施例的另一种定位装置的结构框图;6 is a structural block diagram of another positioning device according to an embodiment of the present invention;
图7是根据本发明实施例一的基站定位示意图;FIG. 7 is a schematic diagram of positioning of a base station according to Embodiment 1 of the present invention; FIG.
图8是根据本发明实施例一的定位方法的流程图;FIG. 8 is a flowchart of a positioning method according to Embodiment 1 of the present invention; FIG.
图9是根据本发明实施例一的定位示意图。FIG. 9 is a schematic diagram of positioning according to a first embodiment of the present invention.
具体实施方式detailed description
下文中将参考附图并结合实施例来详细说明本发明。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互组合。The invention will be described in detail below with reference to the drawings in conjunction with the embodiments. It should be noted that the embodiments in the present application and the features in the embodiments may be combined with each other without conflict.
在本实施例中,提供了一种定位方法,图1是根据本发明实施例的一种定位方法的流程图,如图1所示,该方法包括如下步骤:In this embodiment, a positioning method is provided. FIG. 1 is a flowchart of a positioning method according to an embodiment of the present invention. As shown in FIG. 1, the method includes the following steps:
步骤S102,获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;Step S102: Acquire a positioning request of the terminal to be located, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength. Receiving value
步骤S104,计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。Step S104, calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and calculating the location of the terminal to be located by using the location of the other terminal according to the similarity, wherein the fingerprint The database includes fingerprints of multiple terminals and corresponding locations when fingerprints are collected.
本实施例通过上述步骤,从待定位终端的定位请求中获取该终端的指纹,然后通过计算待定位终端的指纹与指纹数据库中其他终端的指纹的相似度,进而通过上述其他终端的位置计算出待定位终端的位置,从而不需要获取待定位终端连接的各个基站的位置,即可得到待定位终端的位置,解决了相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,并且该定位方式定位精度高,定位速度快,尤其是在服务端无法获悉所有基站位置及基站密度较低的情况下,大大提升了定位效果。 In this embodiment, the fingerprint of the terminal is obtained from the positioning request of the terminal to be located, and then the similarity between the fingerprint of the terminal to be located and the fingerprint of the other terminal in the fingerprint database is calculated, and then the position of the other terminal is calculated. The location of the terminal to be located is not required to obtain the location of each base station to which the terminal to be located is connected, so that the location of the terminal to be located can be obtained, which solves the problem that the positioning effect is poor when the server cannot resolve the location of the base station in the related art. Moreover, the positioning mode has high positioning accuracy and fast positioning speed, especially when the server cannot know all the base station positions and the base station density is low, and the positioning effect is greatly improved.
其中,在步骤S104中计算出待定位终端的位置之后,可以将该位置发送给该待定位终端,以作为定位请求的响应,当然也可以直接依据计算出的上述待定位终端的位置进行其他处理。After the location of the terminal to be located is calculated in step S104, the location may be sent to the to-be-located terminal as a response to the positioning request, and of course, other processing may be directly performed according to the calculated location of the to-be-positioned terminal. .
作为一种优选实施方式,步骤S104中计算相似度的方式可以是:先按照所述信号强度接收值从大到小的顺序对所述指纹中的所述主基站及多个邻区基站进行排序,然后计算所述指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,其中,与所述待定位终端的指纹中存在相同的基站的数量越多,且所述排序的位置越接近,则相似度越高。As a preferred implementation manner, the method for calculating the similarity in step S104 may be: first sorting the primary base station and multiple neighboring base stations in the fingerprint according to the sequence of receiving the received signal strength values. And calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, wherein the number of base stations that are the same as the fingerprint of the terminal to be located is more, and the sorted position The closer you are, the higher the similarity.
优选地,可以根据权重矩阵计算所述待定位终端与所述其他终端的指纹的相似度,其中,为描述清楚,在本文中使用了“坐标轴”的一些概念来描述说明权重矩阵的内容,所述权重矩阵的一条坐标轴为所述待定位终端的指纹进行所述排序后的所述主基站及多个邻区基站的标识,所述权重矩阵的另一条坐标轴为所述其他终端中之一的指纹进行所述排序后的所述主基站及多个邻区基站的标识,上述两条坐标轴范围内的每个坐标点分别设置有权重值。例如,图2是根据本发明实施例的优选权重矩阵的示意图,如图2所示,其中虚线所示的坐标轴仅用于描述权重矩阵的内容,并不说明该权重矩阵中包含了一个坐标系,在图2中,该矩阵的纵坐标从上到下为待定位终端的指纹按照信号强度接收值从大到小排序后的基站标识(ID),横坐标从左到右为进行比对的一个其他终端的指纹按照信号强度接收值从大到小排序后的基站标识(ID),则该矩阵中的每一个坐标点上都设有一个权重值。Preferably, the similarity between the fingerprint of the to-be-positioned terminal and the other terminal may be calculated according to a weight matrix, wherein for the sake of clarity, some concepts of “axis” are used herein to describe the content of the weight matrix. An axis of the weight matrix is an identifier of the primary base station and a plurality of neighboring base stations after the sorting of the fingerprint of the terminal to be located, and another coordinate axis of the weight matrix is in the other terminal One of the fingerprints performs the sorting of the identifiers of the primary base station and the plurality of neighboring base stations, and each of the two coordinate axes is set to have a weight value. For example, FIG. 2 is a schematic diagram of a preferred weight matrix according to an embodiment of the present invention, as shown in FIG. 2, wherein the coordinate axis indicated by the broken line is only used to describe the content of the weight matrix, and does not indicate that the weight matrix contains a coordinate. In Figure 2, the ordinate of the matrix is the base station identifier (ID) of the fingerprint of the terminal to be located according to the signal strength received from the top to the bottom, and the abscissa is compared from left to right. The fingerprint of one other terminal receives the base station identifier (ID) sorted according to the signal strength from large to small, and each coordinate point in the matrix is provided with a weight value.
优选地,设置上述权重值可以按照以下规则至少之一:Preferably, setting the above weight value may be according to at least one of the following rules:
1)在每条坐标轴中排序越靠后的坐标点的权重值越小,如图2所示,图中越靠右越靠下的坐标点的权重值越小;1) The smaller the weight value of the coordinate point that is sorted in each coordinate axis, the smaller the weight value of the lower coordinate point in the figure is as shown in Fig. 2;
2)所述权重矩阵的对角线上的坐标点的权重值大于等于该坐标点对应的行和列中的其他坐标点的权重值,即可以设置对角线上的坐标点的权重值最大,在图2中,除了(5,5’)之外,其他的对角线上的坐标点的权重值均为最大,而(5,5’)的权重值略小于(5,2’),说明并不一定要完全按照该规则设置权重矩阵;2) The weight value of the coordinate point on the diagonal of the weight matrix is greater than or equal to the weight value of the other coordinate points in the row and column corresponding to the coordinate point, that is, the weight value of the coordinate point on the diagonal line can be set to be the largest. In Figure 2, except for (5, 5'), the weight values of the coordinate points on the other diagonals are the largest, and the weight values of (5, 5') are slightly smaller than (5, 2'). , the description does not have to completely set the weight matrix according to the rule;
3)在所述另一条坐标轴中排序高于所述权重矩阵的对角线上的坐标点的坐标点的权重值与所述对角线上的坐标点的权重值相同,4)在所述另一条坐标轴中排序低于所述权重矩阵的对角线上的坐标点的坐标点的权重值,随排序位置的靠后而减少,在图2中,除了第五行之外,其他每行的坐标点的权重值均满足上述规则3)和4),即对 角线上的坐标点左边的权重值均与其相同,而对角线上的坐标点右边的权重值开始递减。3) sorting, in the another coordinate axis, a weight value of a coordinate point higher than a coordinate point on a diagonal line of the weight matrix and a weight value of the coordinate point on the diagonal line, 4) The weight value of the coordinate point of the other coordinate axis that is lower than the coordinate point on the diagonal of the weight matrix is reduced with the back of the sorting position. In FIG. 2, except for the fifth row, The weight values of the coordinate points of the line satisfy the above rules 3) and 4), that is, The weight value to the left of the coordinate point on the corner line is the same, and the weight value to the right of the coordinate point on the diagonal line begins to decrease.
优选地,根据权重矩阵计算相似度的方式可以如下:对所述权重矩阵中的两条坐标轴中的所述主基站及多个邻区基站的标识进行配对,并获取存在配对的两条坐标轴中的所述主基站及多个邻区基站的标识所对应的坐标点的权重值,然后将获取的所述权重值相加,即可得到所述相似度。图3是根据本发明实施例的基于权重矩阵计算相似度的说明示意图,如图3所示,图中每个坐标点的权重值与图2相同,如果纵坐标上的基站标识在横坐标上存在能够配对的基站标识,则读取二者对应的坐标点上的权重值,如果不存在能够配对的基站标识,则记权重值为0。在纵坐标上的全部基站标识都进行过配对之后,将得到的全部权重值相加,相加结果即为该矩阵的横坐标对应的所述其他终端与待定位终端的相似度。Preferably, the manner of calculating the similarity according to the weight matrix may be as follows: pairing the identifiers of the primary base station and the plurality of neighboring base stations in the two coordinate axes in the weight matrix, and acquiring two coordinates of the pairing The weighting value of the coordinate point corresponding to the identifier of the primary base station and the plurality of neighboring base stations in the axis, and then adding the obtained weight values to obtain the similarity. 3 is a schematic diagram of calculating similarity based on a weight matrix according to an embodiment of the present invention. As shown in FIG. 3, the weight value of each coordinate point in the figure is the same as that of FIG. 2, if the base station identifier on the ordinate is on the abscissa. If there is a base station identifier that can be paired, the weight values on the coordinate points corresponding to the two are read. If there is no base station identifier that can be paired, the weight value is 0. After all the base station identifiers on the ordinate are paired, all the obtained weight values are added, and the result of the addition is the similarity between the other terminal corresponding to the to-be-located terminal corresponding to the abscissa of the matrix.
优选地,根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置的方式可以包括:根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置。例如,可以根据相似度最高的前N个所述其他终端的位置计算待定位终端的位置,或者也可以根据相似度大于预设值的N个所述其他终端的位置计算待定位终端的位置,其中N为自然数。Preferably, the manner of calculating the location of the to-be-located terminal by using the location of the other terminal according to the similarity may include: calculating, according to the location of the other terminal that the similarity meets the preset condition, the terminal to be located. position. For example, the location of the terminal to be located may be calculated according to the location of the top N other terminals with the highest degree of similarity, or the location of the terminal to be located may be calculated according to the location of the N other terminals whose similarity is greater than a preset value. Where N is a natural number.
优选地,根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置的方式可以有多种,例如,可以将相似度满足所述预设条件的所述其他终端的位置的平均值作为所述待定位终端的位置;或者,也可以根据所述相似度获取权重,并依据权重以及所述相似度满足预设条件的其他终端的位置计算所述待定位终端的位置,其中,可以直接将相似度作为权重,或者,也可以根据相似度的排列顺序得到权重,相似度较高的权重也较高,例如,在满足预设条件的所述其他终端有10个的情况下,可以设置相似度最高的权重为10,第二的权重为9,等等,以此类推,则计算所述待定位终端的位置可以为:(10乘以相似度最高的指纹对应的终端位置+9乘以相似度最高的指纹对应的终端位置+……+1乘以相似度最低的指纹对应的终端位置)/(10+9+……+1)。Preferably, the manner of calculating the location of the to-be-located terminal according to the location of the other terminal that meets the preset condition may be various, for example, the other terminal that satisfies the preset condition The average value of the location is used as the location of the terminal to be located; or the weight may be obtained according to the similarity, and the location of the terminal to be located is calculated according to the weight and the location of the other terminal whose similarity meets the preset condition. Wherein, the similarity may be directly used as a weight, or the weight may be obtained according to the order of similarity, and the weight with higher similarity is also higher, for example, 10 of the other terminals satisfying the preset condition In this case, the weight with the highest similarity can be set to 10, the weight of the second is 9, and so on, and the position of the terminal to be located can be calculated as: (10 times the fingerprint with the highest similarity) The terminal position +9 is multiplied by the terminal position corresponding to the fingerprint with the highest similarity + ... +1 times the terminal position corresponding to the fingerprint with the lowest similarity) / (10 + 9 + ... +1).
优选地,在通过所述其他终端的位置计算所述待定位终端的位置之后,还可以将所述待定位终端的位置及所述待定位终端的指纹对应保存在所述指纹数据库中。当然,对于不进行定位的终端,可以直接将该终端的指纹及其位置信息发送给服务端,此时服务端可以将该位置信息与该终端的指纹对应保存在指纹数据库中,具体如下:接收多个终端的指纹以及采集指纹时对应的位置;将所述多个终端的指纹以及对应的位置保存在所述指纹数据库中。 Preferably, after the location of the terminal to be located is calculated by the location of the other terminal, the location of the terminal to be located and the fingerprint of the terminal to be located may be correspondingly stored in the fingerprint database. Certainly, for the terminal that does not perform positioning, the fingerprint of the terminal and its location information can be directly sent to the server. At this time, the server can store the location information and the fingerprint of the terminal in the fingerprint database, as follows: a fingerprint of the plurality of terminals and a corresponding position when the fingerprint is collected; storing the fingerprints of the plurality of terminals and the corresponding locations in the fingerprint database.
所述指纹中的多个邻区基站的数量通常可以大于等于6,但是并不限于此,例如指纹库中可能是6个邻区,但采集到的指纹可能是5个邻区,也同样能够完成相应的相似度计算,进行相似度计算的指纹的邻区基站数量越多,则定位结果可能更加精确。The number of the plurality of neighboring cell base stations in the fingerprint may be greater than or equal to 6, but is not limited thereto. For example, the fingerprint database may be six neighboring cells, but the collected fingerprint may be five neighboring cells, and the same can be performed. After the corresponding similarity calculation is completed, the more the number of neighboring base stations of the fingerprint for similarity calculation, the more accurate the positioning result may be.
对应于上述定位方法,在本实施例中还提供了一种定位装置,图4是根据本发明实施例的一种定位装置的结构框图,如图4所示,该装置包括获取模块42和计算模块44,下面对各个模块进行详细说明:Corresponding to the above positioning method, a positioning device is also provided in this embodiment, and FIG. 4 is a structural block diagram of a positioning device according to an embodiment of the present invention. As shown in FIG. 4, the device includes an acquisition module 42 and a calculation. Module 44, the following describes each module in detail:
获取模块42,设置为获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;计算模块44,与获取模块42相连,设置为计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。The obtaining module 42 is configured to obtain a positioning request of the terminal to be located, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and corresponding a signal strength receiving value; the calculating module 44 is connected to the obtaining module 42 and configured to calculate a similarity between a fingerprint of another terminal in the fingerprint database and a fingerprint of the terminal to be located, and pass the other terminal according to the similarity The location of the terminal to be located is calculated, wherein the fingerprint database includes a fingerprint of a plurality of terminals and a corresponding location when the fingerprint is collected.
其中,在计算模块44计算出待定位终端的位置之后,可以通过一个发送模块将该位置发送给该待定位终端,以作为定位请求的响应,当然也可以直接依据计算出的上述待定位终端的位置进行其他处理。After the calculation module 44 calculates the location of the terminal to be located, the location may be sent to the to-be-located terminal through a sending module, as a response to the positioning request, and may be directly based on the calculated terminal to be located. Position for additional processing.
在本实施例中,还提供了另一种定位方法,图5是根据本发明实施例的另一种定位方法的流程图,如图5所示,该方法包括如下步骤:In this embodiment, another positioning method is further provided. FIG. 5 is a flowchart of another positioning method according to an embodiment of the present invention. As shown in FIG. 5, the method includes the following steps:
步骤S502,发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;Step S502: Send a positioning request, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength receiving value, where the fingerprint Calculating a similarity with a fingerprint of another terminal in the fingerprint database, and calculating, according to the similarity, a location of the terminal to be located by using a location of the other terminal, where the fingerprint database includes fingerprints of multiple terminals and The corresponding position when the fingerprint is collected;
步骤S504,接收计算出的所述待定位终端的位置。Step S504, receiving the calculated location of the terminal to be located.
本实施例通过上述步骤,在发送的定位请求中包括待定位终端的指纹,服务端能够从待定位终端的定位请求中获取该终端的指纹,然后通过计算待定位终端的指纹与指纹数据库中其他终端的指纹的相似度,进而通过上述其他终端的位置计算出待定位终端的位置,从而不需要获取待定位终端连接的各个基站的位置,即可得到待定位终端的位置,解决了相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,并且该定位方式定位精度高,定位速度快,尤其是在服务端无法获悉所有基站位置及基站密度较低的情况下,大大提升了定位效果。 In this embodiment, the fingerprint of the terminal to be located is included in the sent positioning request, and the server can obtain the fingerprint of the terminal from the positioning request of the terminal to be located, and then calculate the fingerprint of the terminal to be located and the fingerprint database. The similarity of the fingerprint of the terminal, and then the location of the terminal to be located is calculated by the location of the other terminal, so that the location of each base station to be located is not required to be obtained, and the location of the terminal to be located can be obtained, which solves the related art. The problem that the positioning effect is poor when the server cannot resolve the location of the base station, and the positioning method has high positioning accuracy and fast positioning speed, especially when the server cannot learn all the base station locations and the base station density is low, which is greatly improved. Positioning effect.
对应于上述另一种定位方法,在本实施例中还提供了另一种定位装置,图6是根据本发明实施例的另一种定位装置的结构框图,如图6所示,该装置包括发送模块62和接收模块64,下面对各个模块进行详细说明:Corresponding to the above another positioning method, another positioning device is further provided in this embodiment. FIG. 6 is a structural block diagram of another positioning device according to an embodiment of the present invention. As shown in FIG. 6, the device includes The sending module 62 and the receiving module 64, the following describes each module in detail:
发送模块62,设置为发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;接收模块64,设置为接收计算出的所述待定位终端的位置。The sending module 62 is configured to send a positioning request, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength receiving value, The fingerprint is used to calculate a similarity with the fingerprints of other terminals in the fingerprint database, and the location of the terminal to be located is calculated by the location of the other terminal according to the similarity, wherein the fingerprint database includes multiple terminals. The fingerprint and the corresponding position when the fingerprint is collected; the receiving module 64 is configured to receive the calculated location of the terminal to be located.
下面结合优选实施例进行说明,以下优选实施例结合了上述实施例及其优选实施方式。The following description is made in conjunction with the preferred embodiments, and the following preferred embodiments incorporate the above-described embodiments and preferred embodiments thereof.
在以下优选实施例中,提供了一种通过多基站权重矩阵实现定位方法,该方法在同一位置附近及周边的基站序列变化不大的情况,采集附近的基站信息,构建基站指纹数据库,并进行多基站权重矩阵指纹定位,以解决服务端无法解析基站位置以及基站定位精度较低的问题。In the following preferred embodiments, a positioning method is implemented by using a multi-base station weight matrix. The method collects nearby base station information, constructs a base station fingerprint database, and performs a base station sequence change in the vicinity of the same location and surrounding base stations. Multi-base station weight matrix fingerprint location to solve the problem that the server cannot resolve the location of the base station and the positioning accuracy of the base station is low.
本优选实施例中提供的定位方法,包括:接收待定位移动终端发送的定位请求,其中,所述定位请求包括待定位移动终端连接的主基站小区标识(Cell ID)、多个(在下文中以6个为例进行说明,但不限于6个,通常情况下可以多于6个,这样定位结果更准确)邻区基站Cell ID以及相应的信号接收强度值;The positioning method provided in the preferred embodiment includes: receiving a positioning request sent by the mobile terminal to be located, where the positioning request includes a cell identifier (Cell ID) of the primary base station to which the mobile terminal to be located is connected, and multiple (hereinafter 6 are described as an example, but are not limited to six, and usually more than six, so that the positioning result is more accurate) the neighboring cell base station Cell ID and the corresponding signal receiving intensity value;
在预先建立的指纹数据库中,采用权重矩阵方式计算所述指纹列表中的指纹与待定位终端发送的指纹的指纹相似度,按照相似度由高到低的顺序选取K个指纹,相似度计算采用如图2所示权重矩阵方式计算,权重值代表的基站之间的匹配度,可以根据经验来设置。In the pre-established fingerprint database, the fingerprint similarity between the fingerprint in the fingerprint list and the fingerprint sent by the terminal to be located is calculated by using a weight matrix method, and K fingerprints are selected according to the order of similarity from high to low, and the similarity calculation is adopted. As shown in the weight matrix method shown in FIG. 2, the degree of matching between the base stations represented by the weight values can be set according to experience.
然后,可以根据所述指纹数据库中保存的K个指纹的位置坐标,取平均值即为待定位终端的位置。Then, according to the position coordinates of the K fingerprints stored in the fingerprint database, the average value is the position of the terminal to be located.
进一步,建立指纹数据库可以包括:接收用户终端获取的主基站Cell ID、6个邻区基站Cell ID以及对应的基站信号强度和当前位置的经度值和纬度值,并作为一条指纹,进行保存,形成指纹数据库。 Further, the establishing the fingerprint database may include: receiving the primary base station Cell ID acquired by the user terminal, the 6 neighboring cell base station Cell IDs, and the corresponding base station signal strength and the longitude value and the latitude value of the current location, and storing the same as a fingerprint. Fingerprint database.
本优选实施例充分利用目前的基站及位置信息,构建指纹数据库,根据用户上报的主基站和邻区基站序列,通过权重矩阵计算指纹相似度完成定位,具有定位精度高、成本低、定位稳定的优点。The preferred embodiment fully utilizes the current base station and location information to construct a fingerprint database, and according to the sequence of the primary base station and the neighboring base station reported by the user, the fingerprint similarity is calculated by the weight matrix to complete the positioning, and the positioning precision is high, the cost is low, and the positioning is stable. advantage.
实施例一 Embodiment 1
图7是根据本发明实施例一的基站定位示意图,如图7所示为待定位终端与各个基站关系。图8是根据本发明实施例一的定位方法的流程图,如图8所示,该定位方法包括:FIG. 7 is a schematic diagram of positioning of a base station according to Embodiment 1 of the present invention, and FIG. 7 is a relationship between a terminal to be located and each base station. FIG. 8 is a flowchart of a positioning method according to Embodiment 1 of the present invention. As shown in FIG. 8, the positioning method includes:
步骤S802,接收待定位终端发送的定位请求,其中,所述定位请求包括待定位移动终端当前连接的主基站Cell ID、多个邻区基站Cell ID以及相应的信号接收强度值。Step S802: Receive a positioning request sent by the to-be-located terminal, where the positioning request includes a primary base station Cell ID, a plurality of neighboring cell base station Cell IDs, and corresponding signal reception strength values currently connected by the mobile terminal to be located.
本步骤中,待定位终端通过移动通信网络向定位装置发送定位请求,同时获取已连接的基站信息,并将获取的所有基站信息添加到定位请求中,发送给定位装置,定位请求的数据格式可以为:In this step, the to-be-located terminal sends a positioning request to the positioning device through the mobile communication network, and acquires the connected base station information, and adds all acquired base station information to the positioning request, and sends the information to the positioning device, and the data format of the positioning request may be for:
{ID1,Lev1,ID2,Lev2,ID3,Lev3,ID4,Lev4,ID5,Lev5,ID6,Lev6,ID7,Lev7}。{ID1, Lev1, ID2, Lev2, ID3, Lev3, ID4, Lev4, ID5, Lev5, ID6, Lev6, ID7, Lev7}.
ID1和Lev1为主基站的Cell ID及信号接收强度值,ID2,Lev2….ID7,Lev7分别为6个邻区基站及信号接收强度值并按照信号强度依次从高到低排列。ID1 and Lev1 are the Cell ID and signal reception strength values of the primary base station, and ID2, Lev2, ..., ID7, and Lev7 are respectively six neighboring base stations and signal reception intensity values, and are sequentially arranged from high to low according to the signal strength.
步骤S804,在预先建立的指纹数据库中,采用权重矩阵方式计算与待定位终端发送的指纹的相似度。Step S804: Calculate the similarity of the fingerprint sent by the terminal to be located in the fingerprint database in the pre-established fingerprint database.
为更好的说明基于权重矩阵的相似度计算方法,将结合图3进行说明如下:To better illustrate the similarity calculation method based on the weight matrix, the following description will be made in conjunction with FIG. 3:
如图3所示,图3左侧第一列为移动终端发送的定位请求,包括1个主基站及6个邻区基站Cell ID,基站序列为{23627,47743,23623,47741,47747,47883,47745},上方第一行为指纹库中保存的某条指纹数{23627,23623,47743,47742,47747,47883,47746}。As shown in FIG. 3, the first column on the left side of FIG. 3 is a positioning request sent by the mobile terminal, including one primary base station and six neighboring cell base station Cell IDs, and the base station sequence is {23627,47743,23623,47741,47747,47883. , 47745}, the first number of fingerprints stored in the fingerprint library is {23627,23623,47743,47742,47747,47883,47746}.
相似度计算方法如下:The similarity calculation method is as follows:
对上述列中的每一行的Cell ID在在上方第一行的每列中查找对应的Cell ID值,如果能找到匹配的Cell ID值,则该Cell ID的匹配值为权重矩阵中对应行和列中的权重值,若不能找到对应的Cell ID值,则匹配值为0,依次计算所有行中的匹配度,相似度即所有CellID的匹配值之和。 The Cell ID of each row in the above column is searched for the corresponding Cell ID value in each column of the first row above. If a matching Cell ID value can be found, the matching value of the Cell ID is the corresponding row in the weight matrix. The weight value in the column, if the corresponding Cell ID value cannot be found, the matching value is 0, and the matching degree in all the rows is calculated in turn, and the similarity is the sum of the matching values of all the CellIDs.
如上图上述终端采集到的基站指纹序列在指纹中能找到5个对应的CellID,则两者的相似度:As shown in the above figure, the base station fingerprint sequence collected by the terminal can find 5 corresponding CellIDs in the fingerprint, and the similarities between the two are:
A=A(1,1)+A(2,3)+A(3,2)+A(5,5)+A(6,6)=1.8+0.6+0.75+0.5+0.3=3.1,A=A(1,1)+A(2,3)+A(3,2)+A(5,5)+A(6,6)=1.8+0.6+0.75+0.5+0.3=3.1,
其中,权重值设置原则可以如下:Among them, the weight value setting principle can be as follows:
1、根据基站信号强度依次递减原理,对应的权重值也依次递减;1. According to the principle of decreasing the signal strength of the base station, the corresponding weight values are also successively decremented;
2、矩阵的对角线权重值最大,对角线左边的值尽量保持近似相等不变,并不一定完全相等,对角线右边的值依次递减;2. The diagonal weight of the matrix is the largest, and the value of the left side of the diagonal is kept as equal as possible, and not necessarily equal, and the value on the right side of the diagonal is successively decreased;
步骤S806,计算指纹列表中的指纹与待定位终端发送的指纹的指纹相似度,按照相似度由高到低的顺序选取K个指纹,取K个指纹对应位置的平均值作为定位结果。Step S806, calculating the fingerprint similarity between the fingerprint in the fingerprint list and the fingerprint sent by the terminal to be located, selecting K fingerprints according to the order of similarity from high to low, and taking the average value of the corresponding positions of the K fingerprints as the positioning result.
上述步骤中,预先建立指纹数据库,图9是根据本发明实施例一的定位示意图,如图9所示,定位服务平台获取不进行定位的终端的指纹及其位置信息,为计算待定位终端的位置存储参考数据。定位服务平台在收到待定位终端(即定位用户)发送的定位请求之后,获取待定位终端的指纹,并按照本优选实施例中的方式计算该终端的位置,然后向定位用户返回定位结果。In the above steps, the fingerprint database is pre-established. FIG. 9 is a schematic diagram of positioning according to the first embodiment of the present invention. As shown in FIG. 9, the positioning service platform acquires the fingerprint of the terminal that does not perform positioning and its location information, and calculates the location of the terminal to be located. The location stores reference data. After receiving the positioning request sent by the terminal to be located, that is, the positioning user, the positioning service platform acquires the fingerprint of the terminal to be located, calculates the location of the terminal according to the manner in the preferred embodiment, and returns a positioning result to the positioning user.
其中,定位服务平台获取不进行定位的终端的指纹及其位置信息的步骤如下:选择带有卫星导航功能和移动通讯功能的移动终端,扫描其连接的主基站和邻区基站情况,然后获取各个基站的Cell ID值、信号强度值以及当前位置的卫星经度和纬度值,并通过终端的移动通信网络上传至位置定位装置。上传的数据格式可以为:The step of the location service platform acquiring the fingerprint of the terminal that does not perform positioning and its location information is as follows: selecting a mobile terminal with a satellite navigation function and a mobile communication function, scanning the connected primary base station and the neighboring base station, and then acquiring each The Cell ID value, the signal strength value of the base station, and the satellite longitude and latitude values of the current location are uploaded to the location locating device through the mobile communication network of the terminal. The uploaded data format can be:
{ID1,Lev1,ID2,Lev2,ID3,Lev3,ID4,Lev4,ID5,Lev5,ID6,Lev6,ID7,Lev7,Lng,Lat}。其中,ID1,Lev1为主基站ID和信号接收强度,ID2,Lev2…ID7,Lev7为6个邻区基站信息及接收信号强度值,Lng和Lat为当前位置的经纬度值。{ID1, Lev1, ID2, Lev2, ID3, Lev3, ID4, Lev4, ID5, Lev5, ID6, Lev6, ID7, Lev7, Lng, Lat}. Among them, ID1, Lev1 is the main base station ID and signal receiving strength, ID2, Lev2...ID7, Lev7 is 6 neighboring cell base station information and received signal strength value, Lng and Lat are the latitude and longitude values of the current position.
本优选实施例充分利用目前的基站及位置信息,构建指纹数据库,根据用户上报的主基站和邻区基站信息,通过权重矩阵计算指纹相似度完成定位,具有定位精度高、成本低、定位稳定的优点。The preferred embodiment fully utilizes the current base station and location information to construct a fingerprint database, and according to the information of the primary base station and the neighboring base station reported by the user, the fingerprint similarity is calculated by the weight matrix to complete the positioning, and the positioning precision is high, the cost is low, and the positioning is stable. advantage.
在另外一个实施例中,还提供了一种软件,该软件用于执行上述实施例及优选实施例中描述的技术方案。In another embodiment, software is also provided for performing the technical solutions described in the above embodiments and preferred embodiments.
在另外一个实施例中,还提供了一种存储介质,该存储介质中存储有上述软件,该存储介质包括但不限于光盘、软盘、硬盘、可擦写存储器等。 In another embodiment, a storage medium is also provided, in which the above software is stored, including but not limited to an optical disk, a floppy disk, a hard disk, an erasable memory, and the like.
显然,本领域的技术人员应该明白,上述的本发明的各模块或各步骤可以用通用的计算装置来实现,它们可以集中在单个的计算装置上,或者分布在多个计算装置所组成的网络上,可选地,它们可以用计算装置可执行的程序代码来实现,从而,可以将它们存储在存储装置中由计算装置来执行,并且在某些情况下,可以以不同于此处的顺序执行所示出或描述的步骤,或者将它们分别制作成各个集成电路模块,或者将它们中的多个模块或步骤制作成单个集成电路模块来实现。这样,本发明不限制于任何特定的硬件和软件结合。It will be apparent to those skilled in the art that the various modules or steps of the present invention described above can be implemented by a general-purpose computing device that can be centralized on a single computing device or distributed across a network of multiple computing devices. Alternatively, they may be implemented by program code executable by the computing device such that they may be stored in the storage device by the computing device and, in some cases, may be different from the order herein. The steps shown or described are performed, or they are separately fabricated into individual integrated circuit modules, or a plurality of modules or steps thereof are fabricated as a single integrated circuit module. Thus, the invention is not limited to any specific combination of hardware and software.
以上所述仅为本发明的优选实施例而已,并不用于限制本发明,对于本领域的技术人员来说,本发明可以有各种更改和变化。凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above description is only the preferred embodiment of the present invention, and is not intended to limit the present invention, and various modifications and changes can be made to the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and scope of the present invention are intended to be included within the scope of the present invention.
工业实用性Industrial applicability
如上所述,本发明实施例提供的一种定位方法及装置,具有以下有益效果:解决了相关技术中服务端无法解析基站位置的情况下定位效果较差的问题,达到了定位精度高,定位速度快,尤其是在服务端无法获悉所有基站位置及基站密度较低的情况下,大大提升定位效果的效果。 As described above, the positioning method and device provided by the embodiments of the present invention have the following beneficial effects: the problem that the positioning effect is poor when the server cannot resolve the location of the base station in the related art, and the positioning accuracy is high, and the positioning is achieved. The speed is fast, especially when the server cannot know all the base station locations and the base station density is low, which greatly improves the positioning effect.

Claims (12)

  1. 一种定位方法,包括:A positioning method comprising:
    获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;Obtaining a positioning request of the terminal to be located, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength receiving value;
    计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。Calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, and calculating the location of the terminal to be located by using the location of the other terminal according to the similarity, wherein the fingerprint database includes The fingerprint of multiple terminals and the corresponding location when fingerprints are collected.
  2. 根据权利要求1所述的方法,其中,计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度包括:The method according to claim 1, wherein calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located comprises:
    按照所述信号强度接收值从大到小的顺序对所述指纹中的所述主基站及多个邻区基站进行排序;Sorting the primary base station and the plurality of neighboring base stations in the fingerprint according to the order in which the signal strength receiving values are large to small;
    计算所述指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,其中,与所述待定位终端的指纹中存在相同的基站的数量越多,且所述排序的位置越接近,则相似度越高。Calculating a similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, wherein the number of base stations that are the same as the fingerprint of the terminal to be located is more, and the ranking position is closer. , the higher the similarity.
  3. 根据权利要求2所述的方法,其中,计算所述指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度包括:The method according to claim 2, wherein calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located comprises:
    根据权重矩阵计算所述待定位终端与所述其他终端的指纹的相似度,其中,所述权重矩阵的一条坐标轴为所述待定位终端的指纹进行所述排序后的所述主基站及多个邻区基站的标识,所述权重矩阵的另一条坐标轴为所述其他终端中之一的指纹进行所述排序后的所述主基站及多个邻区基站的标识,上述两条坐标轴范围内的每个坐标点分别设置有权重值。Calculating a similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix, wherein one coordinate axis of the weight matrix is the primary base station and the sorted by the fingerprint of the terminal to be located The identifier of the neighboring cell base station, and the other coordinate axis of the weight matrix is the identifier of the primary base station and the plurality of neighboring base stations after the sorting of the fingerprint of one of the other terminals, the two coordinate axes Each coordinate point within the range is set to have a weight value.
  4. 根据权利要求3所述的方法,其中,上述两条坐标轴范围内的每个坐标点分别设置有权重值包括以下至少之一:The method according to claim 3, wherein each of the two coordinate axes is set to have a weight value including at least one of the following:
    在每条坐标轴中排序越靠后的坐标点的权重值越小;The smaller the weight value of the coordinate points that are sorted in each coordinate axis, the smaller;
    所述权重矩阵的对角线上的坐标点的权重值大于等于该坐标点对应的行和列中的其他坐标点的权重值; The weight value of the coordinate point on the diagonal of the weight matrix is greater than or equal to the weight value of other coordinate points in the row and column corresponding to the coordinate point;
    在所述另一条坐标轴中排序高于所述权重矩阵的对角线上的坐标点的坐标点的权重值与所述对角线上的坐标点的权重值相同;Sorting, in the another coordinate axis, a weight value of a coordinate point higher than a coordinate point on a diagonal line of the weight matrix and a weight value of a coordinate point on the diagonal line;
    在所述另一条坐标轴中排序低于所述权重矩阵的对角线上的坐标点的坐标点的权重值,随排序位置的靠后而减少。Sorting the weight values of the coordinate points of the coordinate points on the diagonal of the weight matrix in the other coordinate axis decreases as the sorting position is later.
  5. 根据权利要求3所述的方法,其中,根据权重矩阵计算所述待定位终端与所述其他终端的指纹的相似度包括:The method according to claim 3, wherein calculating the similarity between the fingerprint of the to-be-located terminal and the other terminal according to the weight matrix comprises:
    对所述权重矩阵中的两条坐标轴中的所述主基站及多个邻区基站的标识进行配对,并获取存在配对的两条坐标轴中的所述主基站及多个邻区基站的标识所对应的坐标点的权重值;Pairing the identifiers of the primary base station and the plurality of neighboring base stations in the two coordinate axes in the weight matrix, and acquiring the primary base station and the plurality of neighboring base stations in the two coordinate axes that are paired Identify the weight value of the coordinate point corresponding to the coordinate point;
    将获取的所述权重值相加,得到所述相似度。The acquired weight values are added to obtain the similarity.
  6. 根据权利要求1所述的方法,其中,根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置包括:The method according to claim 1, wherein calculating the location of the to-be-located terminal by the location of the other terminal according to the similarity comprises:
    根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置。Calculating the location of the terminal to be located according to the location of the other terminal whose similarity meets the preset condition.
  7. 根据权利要求6所述的方法,其中,根据相似度满足预设条件的所述其他终端的位置计算所述待定位终端的位置包括:The method according to claim 6, wherein calculating the location of the to-be-located terminal according to the location of the other terminal that meets the preset condition with the similarity includes:
    将相似度满足预设条件的所述其他终端的位置的平均值作为所述待定位终端的位置;或者,Taking the average value of the positions of the other terminals whose similarity meets the preset condition as the position of the terminal to be located; or
    根据所述相似度获取权重,并根据所述权重以及所述相似度满足预设条件的其他终端的位置计算所述待定位终端的位置。And obtaining a weight according to the similarity, and calculating a location of the to-be-located terminal according to the weight and the location of the other terminal whose similarity meets the preset condition.
  8. 根据权利要求1至7中任一项所述的方法,其中,在通过所述其他终端的位置计算所述待定位终端的位置之后,还包括:The method according to any one of claims 1 to 7, further comprising: after calculating the location of the terminal to be located by the location of the other terminal, further comprising:
    将所述待定位终端的位置及所述待定位终端的指纹对应保存在所述数据库中。And correspondingly storing the location of the terminal to be located and the fingerprint of the terminal to be located in the database.
  9. 根据权利要求1至7中任一项所述的方法,其中,在计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度之前,还包括:The method according to any one of claims 1 to 7, wherein before calculating the similarity between the fingerprint of the other terminal in the fingerprint database and the fingerprint of the terminal to be located, the method further includes:
    接收多个终端的指纹以及采集指纹时对应的位置;Receiving fingerprints of multiple terminals and corresponding positions when fingerprints are collected;
    将所述多个终端的指纹以及对应的位置保存在所述指纹数据库中。 The fingerprints of the plurality of terminals and corresponding locations are saved in the fingerprint database.
  10. 一种定位方法,包括:A positioning method comprising:
    发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;Sending a positioning request, where the positioning request includes a fingerprint of the terminal to be located, the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength receiving value, where the fingerprint is used for Calculating the similarity of the fingerprints of the other terminals in the fingerprint database, and calculating the location of the terminal to be located by using the location of the other terminal according to the similarity, wherein the fingerprint database includes fingerprints of multiple terminals and when fingerprints are collected Corresponding location
    接收计算出的所述待定位终端的位置。Receiving the calculated location of the terminal to be located.
  11. 一种定位装置,包括:A positioning device comprising:
    获取模块,设置为获取待定位终端的定位请求,其中,所述定位请求中包括所述待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值;An acquiring module, configured to obtain a positioning request of the terminal to be located, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and corresponding Signal strength receiving value;
    计算模块,设置为计算指纹数据库中其他终端的指纹与所述待定位终端的指纹的相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置。a calculating module, configured to calculate a similarity between a fingerprint of another terminal in the fingerprint database and a fingerprint of the terminal to be located, and calculate, according to the similarity, a location of the terminal to be located by using a location of the other terminal, where The fingerprint database includes fingerprints of a plurality of terminals and corresponding positions when fingerprints are collected.
  12. 一种定位装置,包括:A positioning device comprising:
    发送模块,设置为发送定位请求,其中,所述定位请求中包括待定位终端的指纹,所述指纹包括终端连接的主基站及多个邻区基站的标识,以及相应的信号强度接收值,所述指纹用于与指纹数据库中其他终端的指纹计算相似度,并根据所述相似度,通过所述其他终端的位置计算所述待定位终端的位置,其中所述指纹数据库中包括多个终端的指纹以及采集指纹时对应的位置;a sending module, configured to send a positioning request, where the positioning request includes a fingerprint of the terminal to be located, where the fingerprint includes an identifier of a primary base station and a plurality of neighboring base stations connected by the terminal, and a corresponding signal strength receiving value, where The fingerprint is used to calculate a similarity with the fingerprints of other terminals in the fingerprint database, and the location of the terminal to be located is calculated by the location of the other terminal according to the similarity, wherein the fingerprint database includes multiple terminals. Fingerprint and the corresponding position when fingerprint is collected;
    接收模块,设置为接收计算出的所述待定位终端的位置。 The receiving module is configured to receive the calculated location of the terminal to be located.
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