CN107801158A - Mass-rent updates the method and system of location fingerprint database - Google Patents
Mass-rent updates the method and system of location fingerprint database Download PDFInfo
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Abstract
本发明提供了一种众包更新位置指纹数据库的方法及系统,属于定位技术领域,所述方法,包括:构建定位服务器位置指纹数据库;蜂窝移动终端运动估计;蜂窝基站配置处于连接状态的蜂窝移动终端进行周期性信道测量;定位服务器对于所有空中接口记录,依据空中接口记录中坐标信息,查找与该坐标所指向的定位栅格,并将该条空中接口记录中的信号强度信息作为该定位栅格指纹更新的备选指纹;定位服务器更新相应定位栅格的特征位置指纹向量中相应分量。本系统实现了进行全方位的监控。本方法提升指纹更新周期,降低信令开销并且降低更新成本。
The present invention provides a method and system for updating a location fingerprint database by crowdsourcing, belonging to the field of positioning technology. The method includes: constructing a location fingerprint database of a positioning server; estimating motion of a cellular mobile terminal; The terminal performs periodic channel measurement; for all air interface records, the positioning server searches for the positioning grid pointed to by the coordinates according to the coordinate information in the air interface record, and uses the signal strength information in the air interface record as the positioning grid The candidate fingerprints for grid fingerprint updating; the positioning server updates the corresponding components in the feature position fingerprint vector of the corresponding positioning grid. This system realizes all-round monitoring. The method improves the fingerprint update period, reduces signaling overhead and updates cost.
Description
技术领域technical field
本发明涉及一种众包更新位置指纹数据库的方法及系统。The invention relates to a method and system for updating a location fingerprint database by crowdsourcing.
背景技术Background technique
在互联网和人工智能的巨大推动下,基于位置的服务在室内环境中的需求迅猛增长。无论是特殊情况下的紧急救援,还是日常生活中的定位导航、个性化推送,都需要获取人们的物理位置。目前,室内定位技术总体分为三类:几何定位方法、临近定位方法以及指纹匹配定位方法。Driven by the great Internet and artificial intelligence, the demand for location-based services in indoor environments is growing rapidly. Whether it is emergency rescue under special circumstances, or positioning navigation and personalized push in daily life, it is necessary to obtain people's physical location. At present, indoor positioning technologies are generally divided into three categories: geometric positioning methods, proximity positioning methods, and fingerprint matching positioning methods.
指纹定位法的优势在于不需多边定位法中需要建立信道参数模型来估计收发机之间的距离,不需额外开发硬件平台来估计信道参数而减少了硬件开发的成本,甚至也不需要接入点具体的位置与布局。The advantage of the fingerprint positioning method is that it does not need to establish a channel parameter model to estimate the distance between transceivers in the multilateral positioning method. Click on the specific location and layout.
指纹定位算法的关键之一在于位置指纹数据库的建立和维护。实验表明,室内环境下射频信号传播非常复杂,墙壁、门窗和桌椅等设施以及人员走动会引发射频信号传播的多径和阴影效应,导致在室内固定位置处接收到的室内接入点信号时变性很强;此外,部署在室内的接入点也可能发生故障或位置变更。这些,意味着离线阶段建立的位置指纹库并需要经常维护更新,不可能一劳永逸,否则会使得定位结果不准确。但是,若采用专人定期更新指纹库的方法,非常耗费人力。One of the keys to the fingerprint location algorithm is the establishment and maintenance of the location fingerprint database. Experiments have shown that the propagation of RF signals in indoor environments is very complex. Facilities such as walls, doors, windows, tables and chairs, and people moving around will cause multipath and shadow effects in RF signal propagation, resulting in indoor access point signals received at fixed indoor locations. Variability is high; in addition, access points deployed indoors may fail or change locations. These mean that the location fingerprint library established in the offline stage needs to be maintained and updated frequently, and it is impossible to do it once and for all, otherwise the positioning results will be inaccurate. However, if the method of regularly updating the fingerprint library by a special person is adopted, it will be very labor-intensive.
发明内容Contents of the invention
本发明的目的在于提供一种众包更新位置指纹数据库的方法及系统,以提高指纹更新周期,降低信令开销最终降低更新成本。The purpose of the present invention is to provide a method and system for updating location fingerprint database by crowdsourcing, so as to improve the fingerprint update cycle, reduce signaling overhead and finally reduce update cost.
本发明是这样实现的:The present invention is achieved like this:
第一方面,本发明实施例提供了一种众包更新位置指纹数据库的方法,所述方法,包括:In the first aspect, an embodiment of the present invention provides a method for crowdsourcing to update a location fingerprint database. The method includes:
构建定位服务器位置指纹数据库;Construct location server location fingerprint database;
蜂窝移动终端运动估计;Cellular mobile terminal motion estimation;
蜂窝基站配置处于连接状态的蜂窝移动终端进行周期性信道测量;The cellular base station configures the cellular mobile terminal in the connected state to perform periodic channel measurement;
定位服务器对于所有空中接口记录,依据空中接口记录中坐标信息,查找与该坐标所指向的定位栅格,并将该条空中接口记录中的信号强度信息作为该定位栅格指纹更新的备选指纹;For all air interface records, the positioning server searches for the positioning grid pointed to by the coordinates according to the coordinate information in the air interface record, and uses the signal strength information in the air interface record as the candidate fingerprint for updating the fingerprint of the positioning grid ;
定位服务器更新相应定位栅格的特征位置指纹向量中相应分量。The positioning server updates the corresponding component in the feature position fingerprint vector of the corresponding positioning grid.
进一步地,所述构建定位服务器位置指纹数据库的步骤包括:Further, the step of constructing the location fingerprint database of the positioning server includes:
构建二维栅格图;Build a 2D raster map;
将所述二维栅格图以预设比例划分为多个相同栅格,以每个栅格的几何中心作为获取特征位置指纹向量的定位参考点;Dividing the two-dimensional grid map into a plurality of identical grids with a preset ratio, using the geometric center of each grid as a positioning reference point for obtaining the feature position fingerprint vector;
获取每个栅格的定位参考点处的特征位置指纹向量;Obtain the feature position fingerprint vector at the positioning reference point of each grid;
所有栅格的定位参考点处的特征位置指纹向量组成位置指纹数据库。The feature location fingerprint vectors at the positioning reference points of all grids constitute the location fingerprint database.
第二方面,本发明实施例提供了一种众包更新位置指纹数据库的系统,所述系统包括定位服务器、蜂窝基站以及移动终端,In a second aspect, an embodiment of the present invention provides a system for crowdsourcing a location fingerprint database update, the system includes a positioning server, a cellular base station, and a mobile terminal,
所述定位服务器,用于构建定位服务器位置指纹数据库;The positioning server is used to construct a location fingerprint database of the positioning server;
所述蜂窝基站,用于配置处于连接状态的蜂窝移动终端进行周期性信道测量;The cellular base station is configured to configure a cellular mobile terminal in a connected state to perform periodic channel measurement;
所述定位服务器,还用于对于所有空中接口记录,依据空中接口记录中坐标信息,查找与该坐标所指向的定位栅格,并将该条空中接口记录中的信号强度信息作为该定位栅格指纹更新的备选指纹;更新相应定位栅格的特征位置指纹向量中相应分量。The positioning server is further configured to, for all air interface records, search for the positioning grid pointed to by the coordinates according to the coordinate information in the air interface record, and use the signal strength information in the air interface record as the positioning grid Candidate fingerprint for fingerprint update; update the corresponding component in the feature position fingerprint vector of the corresponding localization grid.
进一步地,所述定位服务器,具体用于构建二维栅格图;将所述二维栅格图以预设比例划分为多个相同栅格,以每个栅格的几何中心作为获取特征位置指纹向量的定位参考点;获取每个栅格的定位参考点处的特征位置指纹向量;所有栅格的定位参考点处的特征位置指纹向量组成位置指纹数据库。Further, the positioning server is specifically used to construct a two-dimensional grid map; divide the two-dimensional grid map into a plurality of identical grids with a preset ratio, and use the geometric center of each grid as the acquisition feature position The positioning reference point of the fingerprint vector; the feature position fingerprint vector at the positioning reference point of each grid is obtained; the feature position fingerprint vectors at the positioning reference points of all grids form a position fingerprint database.
进一步地,所述蜂窝基站包括,第四代(4G,Four Generation)移动通信基站,第三代(3G,Three Generation)移动通信基站,第二代(2G,Two Generation)移动通信基站。Further, the cellular base station includes a fourth generation (4G, Four Generation) mobile communication base station, a third generation (3G, Three Generation) mobile communication base station, and a second generation (2G, Two Generation) mobile communication base station.
进一步地,所述特征位置指纹向量,包括,2G基站的信号强度,3G基站的信号强度,4G基站的信号强度。Further, the feature location fingerprint vector includes signal strength of 2G base station, signal strength of 3G base station, and signal strength of 4G base station.
本发明的有益效果:Beneficial effects of the present invention:
本发明通过构建定位服务器位置指纹数据库;蜂窝移动终端运动估计;蜂窝基站配置处于连接状态的蜂窝移动终端进行周期性信道测量;定位服务器对于所有空中接口记录,依据空中接口记录中坐标信息,查找与该坐标所指向的定位栅格,并将该条空中接口记录中的信号强度信息作为该定位栅格指纹更新的备选指纹;定位服务器更新相应定位栅格的特征位置指纹向量中相应分量。本系统实现了进行全方位的监控。本方法提升指纹更新周期,降低信令开销并且降低更新成本。The present invention constructs the location fingerprint database of the positioning server; estimates the motion of the cellular mobile terminal; configures the cellular mobile terminal in the connected state to perform periodic channel measurement; and the positioning server searches and compares all air interface records according to the coordinate information in the air interface records. The positioning grid pointed to by the coordinates, and using the signal strength information in the air interface record as a candidate fingerprint for updating the fingerprint of the positioning grid; the positioning server updates the corresponding component in the characteristic position fingerprint vector of the corresponding positioning grid. This system realizes all-round monitoring. The method improves the fingerprint update period, reduces signaling overhead and updates cost.
附图说明Description of drawings
为了更清楚地说明本发明实施例的技术方案,下面将对实施例中所需要使用的附图作简单地介绍,应当理解,以下附图仅示出了本发明的某些实施例,因此不应被看作是对范围的限定,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他相关的附图。In order to illustrate the technical solutions of the embodiments of the present invention more clearly, the accompanying drawings used in the embodiments will be briefly introduced below. It should be understood that the following drawings only show some embodiments of the present invention, and thus It should be regarded as a limitation on the scope, and those skilled in the art can also obtain other related drawings based on these drawings without creative work.
图1示出了本发明实施例提供的一种众包更新位置指纹数据库的系统的结构框图;Fig. 1 shows a structural block diagram of a system for crowdsourcing update location fingerprint database provided by an embodiment of the present invention;
图2示出了本发明实施例提供的一种众包更新位置指纹数据库的方法的流程图。FIG. 2 shows a flow chart of a method for crowdsourcing a location fingerprint database update provided by an embodiment of the present invention.
图3示出了本发明实施例提供的一种众包更新位置指纹数据库的方法的中步骤S110的一种实施方式流程图。FIG. 3 shows a flow chart of an implementation of step S110 in a method for crowdsourcing a location fingerprint database update provided by an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。通常在此处附图中描述和示出的本发明实施例的组件可以以各种不同的配置来布置和设计。因此,以下对在附图中提供的本发明的实施例的详细描述并非旨在限制要求保护的本发明的范围,而是仅仅表示本发明的选定实施例。基于本发明的实施例,本领域技术人员在没有做出创造性劳动的前提下所获得的所有其他实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. The components of the embodiments of the invention generally described and illustrated in the figures herein may be arranged and designed in a variety of different configurations. Accordingly, the following detailed description of the embodiments of the invention provided in the accompanying drawings is not intended to limit the scope of the claimed invention, but merely represents selected embodiments of the invention. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without making creative efforts belong to the protection scope of the present invention.
本发明提出一种位置指纹数据库更新方法,该方法应用于图1所示的系统10,该系统10包括定位服务器11、蜂窝基站12以及移动终端13,对本发明具体实施方式进行详细说明。The present invention proposes a location fingerprint database updating method, which is applied to the system 10 shown in FIG. 1 , the system 10 includes a positioning server 11, a cellular base station 12, and a mobile terminal 13, and the specific embodiments of the present invention are described in detail.
该位置指纹数据库更新方法具体包括如下步骤:The method for updating the location fingerprint database specifically includes the following steps:
步骤S110,构建定位服务器位置指纹数据库,作为一种方式步骤,步骤S110包括:步骤S111到步骤S114的内容。其中,Step S110, constructing the location fingerprint database of the location server, as a method step, step S110 includes: the contents of steps S111 to S114. in,
步骤S111,构建二维栅格图。Step S111, constructing a two-dimensional grid map.
步骤S112,将所述二维栅格图以预设比例划分为多个相同栅格,以每个栅格的几何中心作为获取特征位置指纹向量的定位参考点。Step S112, dividing the two-dimensional grid map into a plurality of identical grids at a preset ratio, and using the geometric center of each grid as a positioning reference point for obtaining feature position fingerprint vectors.
此文件,以5m×5m(其它满足本文件设定条件的精度也可以)为精度划分室内区域,得到二位栅格,并以栅格的几何中心作为该栅格的定位参考点。In this file, the indoor area is divided with an accuracy of 5m×5m (other accuracy that meets the conditions set in this file is also acceptable), and a two-dimensional grid is obtained, and the geometric center of the grid is used as the positioning reference point of the grid.
步骤S113,获取每个栅格的定位参考点处的特征位置指纹向量。Step S113, acquiring the feature position fingerprint vector at the positioning reference point of each grid.
体的,该特征位置指纹向量可以为定位参考点处的多模信号强度;包括定位参考点处接收到的蜂窝基站下行参考信号接收功率(RSRP,Reference Signal ReceivedPower);其中,蜂窝基站包括,第四代移动通信(4G,Four Generation)基站,第三代移动通信(3G,Three Generation)基站,第二代移动通信(2G,Two Generation)基站。Specifically, the feature position fingerprint vector can be the multimode signal strength at the positioning reference point; including the cellular base station downlink reference signal received power (RSRP, Reference Signal Received Power) received at the positioning reference point; wherein, the cellular base station includes, the first Four generation mobile communication (4G, Four Generation) base station, third generation mobile communication (3G, Three Generation) base station, second generation mobile communication (2G, Two Generation) base station.
步骤S114,所有栅格的定位参考点处的特征位置指纹向量组成位置指纹数据库。In step S114, the feature location fingerprint vectors at the positioning reference points of all grids form a location fingerprint database.
其中,每一个栅格对应的特征位置指纹向量中均包含有2G、3G、4G所分别对应的信号强度之一或多种,将定位参考点处的多模信号强度作为该栅格的特征位置指纹向量,所有定位栅格的特征位置指纹向量组成定位位置指纹数据库。Among them, the feature position fingerprint vector corresponding to each grid contains one or more signal strengths corresponding to 2G, 3G, and 4G respectively, and the multi-mode signal strength at the positioning reference point is used as the feature position of the grid Fingerprint vector, the feature position fingerprint vectors of all positioning grids form the positioning position fingerprint database.
其中,特征位置指纹向量,包括,2G基站的信号强度,3G基站的信号强度,4G基站的信号强度。Wherein, the feature position fingerprint vector includes signal strength of 2G base station, signal strength of 3G base station, and signal strength of 4G base station.
步骤S120,蜂窝移动终端运动估计。蜂窝移动终端的内置传感器设备对蜂窝移动终端的路径进行实时跟踪。其中,蜂窝移动终端的内置传感器设备包括:加速度计,罗盘和磁力计。其中,蜂窝移动终端的路径采样记录包括:该移动终端的国际移动用户标识码(International Mobile Subscriber Identification,IMSI),路径起始坐标点,位置采样坐标点之间的步长,前进方向。蜂窝移动终端连续轨迹跟踪。蜂窝移动终端依据路径采样记录,计算出自身的完整的连续移动轨迹。Step S120, motion estimation of the cellular mobile terminal. The built-in sensor device of the cellular mobile terminal tracks the path of the cellular mobile terminal in real time. Wherein, the built-in sensor devices of the cellular mobile terminal include: accelerometer, compass and magnetometer. Wherein, the route sampling record of the cellular mobile terminal includes: the International Mobile Subscriber Identification (IMSI) of the mobile terminal, the starting coordinate point of the route, the step size between the position sampling coordinate points, and the forward direction. Continuous trajectory tracking of cellular mobile terminals. The cellular mobile terminal calculates its complete continuous moving trajectory according to the path sampling records.
步骤S130,蜂窝基站配置处于连接状态的蜂窝移动终端进行周期性信道测量。Step S130, the cellular base station configures the cellular mobile terminal in the connected state to perform periodic channel measurement.
处于连接状态的蜂窝移动终端检测服务小区蜂窝基站RSRP,并按照一定时间间隔周期,并携带自身坐标信息,以测量汇报(Measurement Report,MR)消息的形式,通过空口向服务小区蜂窝基站上报;蜂窝基站将蜂窝移动终端上报的MR消息中RSRP信息,该移动终端的国际移动用户标识码(International Mobile Subscriber Identification,IMSI)信息,蜂窝网络基站制式信息,坐标信息,以及该条MR消息的时间戳信息关联为一条空中接口记录;蜂窝基站将该空中接口记录转发给定位服务器。The cellular mobile terminal in the connected state detects the RSRP of the cellular base station of the serving cell, and carries its own coordinate information in the form of a measurement report (Measurement Report, MR) message at a certain time interval to report to the cellular base station of the serving cell through the air interface; The base station sends the RSRP information in the MR message reported by the cellular mobile terminal, the International Mobile Subscriber Identification (IMSI) information of the mobile terminal, the cellular network base station standard information, coordinate information, and the time stamp information of the MR message Associated with an air interface record; the cellular base station forwards the air interface record to the positioning server.
蜂窝基站包括,4G基站,3G基站,2G基站。蜂窝移动终端,包括:4G移动终端,3G移动终端,2G移动终端。Cellular base stations include 4G base stations, 3G base stations, and 2G base stations. Cellular mobile terminals, including: 4G mobile terminals, 3G mobile terminals, and 2G mobile terminals.
特别地,对于4G基站,空中接口特指Uu接口,对于3G基站和2G基站,空中接口特指Um接口。In particular, for a 4G base station, the air interface specifically refers to the Uu interface, and for a 3G base station and a 2G base station, the air interface specifically refers to the Um interface.
步骤S140,定位服务器对于所有空中接口记录,依据空中接口记录中坐标信息,查找与该坐标所指向的定位栅格,并将该条空中接口记录中的信号强度信息作为该定位栅格指纹更新的备选指纹。Step S140, for all air interface records, the positioning server searches for the positioning grid pointed to by the coordinates according to the coordinate information in the air interface record, and uses the signal strength information in the air interface record as the fingerprint update of the positioning grid Alternative fingerprints.
步骤S150,定位服务器更新相应定位栅格的特征位置指纹向量中相应分量。In step S150, the positioning server updates the corresponding component in the feature position fingerprint vector of the corresponding positioning grid.
具体的,根据空中接口记录中的网络制式信息不同,在进行相应栅格的特征位置指纹向量中相应分量更新时,进行对应的更新;对于空中接口记录中网络制式信息为2G网络,提取2G移动终端上报的MR消息中RSRP信息并更新相应栅格的特征位置指纹向量中2G基站的信号强度分量;对于空中接口记录中网络制式信息为3G网络,提取3G移动终端上报的MR消息中RSRP信息并更新相应栅格的特征位置指纹向量中3G基站的信号强度分量;对于空中接口记录中网络制式信息为4G网络,提取4G移动终端上报的MR消息中RSRP信息并更新相应栅格的特征位置指纹向量中4G基站的信号强度分量。Specifically, according to the different network system information in the air interface record, when updating the corresponding component in the feature location fingerprint vector of the corresponding grid, perform the corresponding update; if the network system information in the air interface record is 2G network, extract the 2G mobile RSRP information in the MR message reported by the terminal and update the signal strength component of the 2G base station in the characteristic location fingerprint vector of the corresponding grid; for the network standard information in the air interface record is a 3G network, extract the RSRP information in the MR message reported by the 3G mobile terminal and Update the signal strength component of the 3G base station in the characteristic location fingerprint vector of the corresponding grid; if the network standard information in the air interface record is 4G network, extract the RSRP information in the MR message reported by the 4G mobile terminal and update the characteristic location fingerprint vector of the corresponding grid The signal strength component of a 4G base station.
其中,如表1所示统计结果,全北京共有600万4G移动终端,全北京市范围内4G移动终端每天上报约26亿条MR消息,其中,室内MR有约15.95亿条。进一步,如表2统计结果,在五环内室内,4G移动终端每天上报约14亿条MR消息,其中室内MR有约10.5亿条;依据表1和表2统计结果,在室内平均25m2范围,每天可以收集到11条4G MR消息。因此,每个定位栅格的特征位置指纹向量中4G基站的信号强度分量更新时间间隔可以短到2小时。考虑到4G、3G、2G移动终端的渗透率是由低到高的,5m×5m区域内的每一个定位栅格特征位置指纹向量中的所有基站强度的更新时间间隔至多为2小时。Among them, as shown in Table 1, there are 6 million 4G mobile terminals in Beijing, and 4G mobile terminals in Beijing report about 2.6 billion MR messages every day, including about 1.595 billion indoor MR messages. Furthermore, as shown in the statistical results in Table 2, within the Fifth Ring Road, 4G mobile terminals report about 1.4 billion MR messages every day, of which about 1.05 billion are indoor MR messages ; , 11 4G MR messages can be collected every day. Therefore, the update time interval of the signal strength component of the 4G base station in the characteristic location fingerprint vector of each positioning grid can be as short as 2 hours. Considering that the penetration rates of 4G, 3G, and 2G mobile terminals are from low to high, the update time interval of all base station strengths in each positioning grid feature location fingerprint vector in the 5m×5m area is at most 2 hours.
表1全北京市MR统计数目Table 1 Statistics of MR in Beijing
表2五环内MR统计数目Table 2 Statistical Number of MRs within the Fifth Ring Road
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 descriptions are only preferred embodiments of the present invention, and are not intended to limit the present invention. For those skilled in the art, the present invention may have various modifications and changes. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included within the protection scope of the present invention.
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