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CN108303093A - A kind of indoor orientation method and device - Google Patents

A kind of indoor orientation method and device Download PDF

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Publication number
CN108303093A
CN108303093A CN201810096731.9A CN201810096731A CN108303093A CN 108303093 A CN108303093 A CN 108303093A CN 201810096731 A CN201810096731 A CN 201810096731A CN 108303093 A CN108303093 A CN 108303093A
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measurement report
terminal device
cell
location
rsrq
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马昱
朱佳佳
乔金剑
吕非彼
刘亮
王洋
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China United Network Communications Group Co Ltd
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China United Network Communications Group Co Ltd
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Priority to CN201810096731.9A priority Critical patent/CN108303093A/en
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20Instruments for performing navigational calculations
    • G01C21/206Instruments for performing navigational calculations specially adapted for indoor navigation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
    • G01S5/06Position of source determined by co-ordinating a plurality of position lines defined by path-difference measurements

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  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

本申请实施例公开了一种室内定位方法及装置,涉及室内定位领域,解决了如何实现室内精确可靠地定位的问题。具体方案为:获取终端设备的测量报告集合;根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息,定位模型用于表示物理位置与物理位置的测量报告的对应关系,测量报告用于表示所采集的物理位置的无线环境信息;向终端设备发送终端设备的定位信息。本申请实施例用于室内定位的过程。

The embodiment of the present application discloses an indoor positioning method and device, relates to the field of indoor positioning, and solves the problem of how to realize accurate and reliable indoor positioning. The specific solution is: obtain the measurement report set of the terminal device; predict the physical location of the terminal device according to the measurement report set of the terminal device and the positioning model, and obtain the positioning information of the terminal device. The positioning model is used to represent the physical position and the physical position The corresponding relationship of the measurement report, the measurement report is used to represent the collected wireless environment information of the physical location; and the positioning information of the terminal device is sent to the terminal device. The embodiment of the present application is used for the process of indoor positioning.

Description

一种室内定位方法及装置An indoor positioning method and device

技术领域technical field

本申请实施例涉及室内定位领域,尤其涉及一种室内定位方法及装置。The embodiments of the present application relate to the field of indoor positioning, and in particular, to an indoor positioning method and device.

背景技术Background technique

随着智能终端、平板电脑,以及可穿戴设备等物联网设备的性能快速发展,基于位置感知的应用也越来越多。在室内和室外的环境下,连续可靠地为终端设备提供位置信息可以为用户带来更好的用户体验。目前,除了移动通信网络的蜂窝定位技术外,常见的室内无线定位技术包括Wi-Fi、蓝牙、红外线、超宽带、RFID、ZigBee和超声波等。但是,室内的环境动态性很强,不同的室内环境会有不同的室内布局,室内定位需要面临很多独特的挑战。而现有的单一定位技术很难满足不同的精度和环境动态特性所带来的可靠性要求。且现有室内定位技术多需要额外设置外接硬件设备,需要耗费额外的硬件费用,且定位不准确,不利于大规模推广。With the rapid development of the performance of IoT devices such as smart terminals, tablets, and wearable devices, there are more and more applications based on location awareness. In indoor and outdoor environments, continuously and reliably providing location information for terminal devices can bring better user experience to users. At present, in addition to the cellular positioning technology of the mobile communication network, common indoor wireless positioning technologies include Wi-Fi, Bluetooth, infrared, ultra-wideband, RFID, ZigBee, and ultrasonic waves. However, the indoor environment is very dynamic, and different indoor environments will have different indoor layouts. Indoor positioning needs to face many unique challenges. However, the existing single positioning technology is difficult to meet the reliability requirements brought about by different accuracy and environmental dynamic characteristics. Moreover, most of the existing indoor positioning technologies require additional external hardware devices, which require additional hardware costs, and the positioning is inaccurate, which is not conducive to large-scale promotion.

发明内容Contents of the invention

本申请实施例提供一种室内定位方法及装置,解决了如何实现室内精确可靠地定位的问题。Embodiments of the present application provide an indoor positioning method and device, which solves the problem of how to achieve accurate and reliable indoor positioning.

为达到上述目的,本申请实施例采用如下技术方案:In order to achieve the above purpose, the embodiment of the present application adopts the following technical solutions:

本申请实施例的第一方面,提供一种室内定位方法,包括:首先,获取终端设备的测量报告集合,终端设备的测量报告包括服务小区标识、服务小区的参考信号接收功率(Reference Signal Receiving Power,RSRP)、服务小区的参考信号接收质量(ReferenceSignalReceivingQuality,RSRQ)、邻区的RSRP和邻区的RSRQ,服务小区为终端设备进行通信的小区,邻区为与服务小区相邻的小区;根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息,定位模型用于表示物理位置与物理位置的测量报告的对应关系,测量报告用于表示所采集的物理位置的无线环境信息;向终端设备发送终端设备的定位信息。本申请实施例提供的室内定位方法,利用终端设备自身上报的测量报告对终端设备进行定位,从而,对处于室内的终端设备实现精确可靠地定位。并且,测量报告为无线通信中日常持续收集的数据,不需要额外的数据采集装置,有效地降低了室内定位成本,因此,有利于大规模推广应用。In the first aspect of the embodiments of the present application, an indoor positioning method is provided, including: firstly, acquiring a measurement report set of a terminal device, where the measurement report of the terminal device includes a serving cell identifier, a reference signal receiving power (Reference Signal Receiving Power) of the serving cell , RSRP), the reference signal receiving quality (ReferenceSignalReceivingQuality, RSRQ) of the serving cell, the RSRP of the adjacent cell, and the RSRQ of the adjacent cell, the serving cell is the cell where the terminal device communicates, and the adjacent cell is the cell adjacent to the serving cell; The measurement report collection and positioning model of the device predict the physical location of the terminal device to obtain the positioning information of the terminal device. The positioning model is used to represent the correspondence between the physical location and the measurement report of the physical location, and the measurement report is used to represent the collected The wireless environment information of the physical location; the positioning information of the terminal device is sent to the terminal device. The indoor positioning method provided by the embodiment of the present application uses the measurement report reported by the terminal device itself to locate the terminal device, thereby achieving accurate and reliable positioning of the indoor terminal device. Moreover, the measurement report is the data collected continuously in the daily wireless communication, and no additional data collection device is required, which effectively reduces the cost of indoor positioning, and thus is conducive to large-scale popularization and application.

结合第一方面,在一种可能的实现方式中,在获取终端设备的测量报告集合之前,方法还包括:获取固定区域的K个测量报告,每个测量报告包括多个小区标识和每个小区标识所对应的小区的RSRP和RSRQ,多个小区标识所对应的小区包括服务小区和服务小区的邻区,K为大于1的正整数;根据K个测量报告构建定位模型。从而,通过预先对室内环境建立定位模型,以便于对终端设备实现室内精确可靠地定位。With reference to the first aspect, in a possible implementation manner, before acquiring the measurement report set of the terminal device, the method further includes: acquiring K measurement reports of the fixed area, each measurement report including multiple cell identities and each cell The RSRP and RSRQ of the cell corresponding to the identifier, the cells corresponding to the multiple cell identifiers include the serving cell and the neighboring cells of the serving cell, K is a positive integer greater than 1; a positioning model is constructed according to K measurement reports. Therefore, by establishing a positioning model for the indoor environment in advance, accurate and reliable indoor positioning of the terminal device can be realized.

结合上述可能的实现方式,在另一种可能的实现方式中,根据K个测量报告构建定位模型,包括:设置K个测量报告中每个测量报告的位置标识;根据K个测量报告包括的小区标识确定N个小区标识,N个小区标识均不同,N为大于1的正整数;根据K个测量报告、N个小区标识和K个测量报告中每个测量报告的位置标识生成效用矩阵,效用矩阵为K×2N的矩阵,K表示效用矩阵包括K个行向量,2N表示效用矩阵包括2N列,每个行向量表示一个位置标识对应位置标识指示的物理位置的测量报告,每列表示小区标识对应的小区的RSRP或RSRQ,2N列相当于是存了每个测量报告在这N个小区是否接收到信号,也就是是否有RSRP和RSRQ,并且填到相应位置;根据分类算法对效用矩阵进行训练,得到定位模型。In combination with the above possible implementation manners, in another possible implementation manner, constructing a positioning model based on K measurement reports includes: setting the location identifier of each measurement report in the K measurement reports; according to the cells included in the K measurement reports Identify and determine N cell identities, N cell identities are all different, and N is a positive integer greater than 1; generate a utility matrix according to K measurement reports, N cell identities, and the position identifier of each measurement report in the K measurement reports, and the utility The matrix is a K×2N matrix. K means that the utility matrix includes K row vectors, and 2N means that the utility matrix includes 2N columns. Each row vector represents a measurement report corresponding to the physical location indicated by a location identifier, and each column represents a cell identifier. The RSRP or RSRQ of the corresponding cell, the 2N column is equivalent to saving each measurement report whether the signal is received in these N cells, that is, whether there is RSRP and RSRQ, and fill in the corresponding position; the utility matrix is trained according to the classification algorithm , to get the positioning model.

结合上述可能的实现方式,在另一种可能的实现方式中,根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息,包括:根据终端设备的测量报告集合和定位模型,利用分类算法确定终端设备的测量报告集合对应的位置标识;将终端设备的测量报告集合对应的位置标识确定为终端设备的定位信息。从而,通过对室内环境预先建立的定位模型,对终端设备的物理位置进行预测,实现室内精确可靠地定位。In combination with the above possible implementation manners, in another possible implementation manner, the physical location of the terminal equipment is predicted according to the measurement report set and the positioning model of the terminal equipment, and the positioning information of the terminal equipment is obtained, including: according to the terminal equipment's The measurement report set and the positioning model use a classification algorithm to determine the location identifier corresponding to the measurement report set of the terminal device; determine the location identifier corresponding to the measurement report set of the terminal device as the positioning information of the terminal device. Therefore, through the pre-established positioning model of the indoor environment, the physical position of the terminal device is predicted, and accurate and reliable indoor positioning is realized.

结合第一方面和上述可能的实现方式,在另一种可能的实现方式中,获取终端设备的测量报告集合,包括:根据终端设备的经纬度或所属的基站获取终端设备的多个测量报告,从而根据测量报告可以判断终端设备是否在室内建筑物内,得到终端设备的测量报告集合。In combination with the first aspect and the above possible implementation manners, in another possible implementation manner, obtaining the measurement report set of the terminal device includes: obtaining multiple measurement reports of the terminal device according to the longitude and latitude of the terminal device or the base station to which it belongs, so that According to the measurement report, it can be judged whether the terminal device is in the indoor building, and the measurement report set of the terminal device is obtained.

本申请实施例的第二方面,提供一种室内定位装置,包括:收发单元,用于获取终端设备的测量报告集合;处理单元,用于根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息,定位模型用于表示物理位置与物理位置的测量报告的对应关系,测量报告用于表示所采集的物理位置的无线环境信息;收发单元,用于向终端设备发送终端设备的定位信息。According to the second aspect of the embodiments of the present application, an indoor positioning device is provided, including: a transceiver unit, configured to obtain a measurement report set of a terminal device; Predict the physical position of the terminal device to obtain the positioning information of the terminal device. The positioning model is used to represent the corresponding relationship between the physical position and the measurement report of the physical position. The measurement report is used to represent the wireless environment information of the collected physical position; the transceiver unit is used for Send the positioning information of the terminal device to the terminal device.

需要说明的是,上述第二方面的功能模块或单元可以通过硬件实现,也可以通过硬件执行相应的软件实现。硬件或软件包括一个或多个与上述功能相对应的模块。例如,处理器,用于完成处理单元的功能,存储器,用于处理器处理本申请实施例的室内定位方法的程序指令。处理器和存储器通过总线连接并完成相互间的通信。具体的,可以参考第一方面提供的室内定位方法中的行为的功能。It should be noted that the above-mentioned functional modules or units of the second aspect may be realized by hardware, or may be realized by executing corresponding software by hardware. Hardware or software includes one or more modules corresponding to the above-mentioned functions. For example, a processor is used to implement the functions of the processing unit, and a memory is used for the processor to process the program instructions of the indoor positioning method of the embodiment of the present application. The processor and the memory are connected and communicate with each other through the bus. Specifically, reference may be made to the behavioral functions in the indoor positioning method provided in the first aspect.

本申请实施例的第三方面,提供一种室内定位装置,该室内定位装置可以包括:至少一个处理器,存储器、通信接口、通信总线;至少一个处理器与存储器、通信接口通过通信总线连接,存储器用于存储计算机执行指令,当处理器运行时,处理器执行存储器存储的计算机执行指令,以使室内定位装置执行第一方面或第一方面的可能的实现方式中任一所述的室内定位方法。According to the third aspect of the embodiments of the present application, an indoor positioning device is provided, and the indoor positioning device may include: at least one processor, a memory, a communication interface, and a communication bus; at least one processor is connected to the memory and the communication interface through the communication bus, The memory is used to store computer-executable instructions. When the processor is running, the processor executes the computer-executable instructions stored in the memory, so that the indoor positioning device performs the indoor positioning described in any one of the first aspect or possible implementations of the first aspect. method.

本申请实施例的第四方面,提供一种计算机可读存储介质,包括:计算机软件指令;当计算机软件指令在室内定位装置中运行时,使得室内定位装置执行上述的室内定位方法。According to a fourth aspect of the embodiments of the present application, a computer-readable storage medium is provided, including: computer software instructions; when the computer software instructions are run in the indoor positioning device, the indoor positioning device is caused to execute the above-mentioned indoor positioning method.

本申请实施例的第五方面,提供一种包含指令的计算机程序产品,当计算机程序产品在室内定位装置中运行时,使得室内定位装置执行上述的室内定位方法。According to a fifth aspect of the embodiments of the present application, a computer program product including instructions is provided, and when the computer program product is run in an indoor positioning device, the indoor positioning device is caused to execute the above-mentioned indoor positioning method.

另外,上述任意方面的设计方式所带来的技术效果可参见第一方面中不同设计方式所带来的技术效果,此处不再赘述。In addition, the technical effects brought about by the design methods of any of the above aspects can be referred to the technical effects brought about by different design methods in the first aspect, which will not be repeated here.

本申请实施例中,室内定位装置的名字对设备本身不构成限定,在实际实现中,这些设备可以以其他名称出现。只要各个设备的功能和本申请实施例类似,属于本申请权利要求及其等同技术的范围之内。In the embodiment of the present application, the name of the indoor positioning device does not limit the device itself, and in actual implementation, these devices may appear with other names. As long as the functions of each device are similar to the embodiments of the present application, they fall within the scope of the claims of the present application and equivalent technologies thereof.

附图说明Description of drawings

图1为本申请实施例提供的一种系统架构的简化示意图;FIG. 1 is a simplified schematic diagram of a system architecture provided by an embodiment of the present application;

图2为本申请实施例提供的一种室内定位方法的流程图;FIG. 2 is a flowchart of an indoor positioning method provided by an embodiment of the present application;

图3为本申请实施例提供的另一种室内定位方法的流程图;FIG. 3 is a flow chart of another indoor positioning method provided by an embodiment of the present application;

图4为本申请实施例提供的一种室内定位装置的结构示意图;FIG. 4 is a schematic structural diagram of an indoor positioning device provided by an embodiment of the present application;

图5为本申请实施例提供的另一种室内定位装置的结构示意图;FIG. 5 is a schematic structural diagram of another indoor positioning device provided by an embodiment of the present application;

图6为本申请实施例提供的又一种室内定位装置的结构示意图。FIG. 6 is a schematic structural diagram of another indoor positioning device provided by an embodiment of the present application.

具体实施方式Detailed ways

为了下述各实施例的描述清楚简洁,首先给出相关技术的简要介绍:In order to make the description of the following embodiments clear and concise, a brief introduction of related technologies is first given:

测量报告(Measurement Report,MR)是评估无线环境质量的主要依据之一。测量报告是网络侧获得终端设备的无线信息的主要手段,主要包含两个部分:上行信号信息以及下行信号信息。下行信号信息由网络终端测量采集,通过空口(Um)的测量报告信令上报给网络。上行信号信息由网络侧基站测量采集,基站汇总上下行测量信息后通过测量报告上报给核心网。下行测量信息包括服务小区的电平强度、质量,终端设备当前的发射功率;上行测量信息包括终端设备上行的电平强度、质量。A measurement report (Measurement Report, MR) is one of the main bases for evaluating the quality of a wireless environment. The measurement report is the main means for the network side to obtain the wireless information of the terminal equipment, and mainly includes two parts: uplink signal information and downlink signal information. The downlink signal information is measured and collected by the network terminal, and reported to the network through the measurement report signaling of the air interface (Um). The uplink signal information is measured and collected by the base station on the network side, and the base station summarizes the uplink and downlink measurement information and reports it to the core network through a measurement report. The downlink measurement information includes the level strength and quality of the serving cell, and the current transmit power of the terminal device; the uplink measurement information includes the uplink level strength and quality of the terminal device.

近年来,位置服务的相关技术和产业正向室内发展以提供无所不在的基于位置的服务,其主要推动力是室内位置服务所能带来的巨大的应用和商业潜能。室内位置感知可以支持许多应用场景。例如,用户可以在室内商场寻找特定的餐馆或在商店里寻找某个商品。从附近商场里的商户得到优惠信息。在办公室里找到同事。在机场或火车站找登机口、站台或其它设施。在博物馆里更有效地了解展品信息和观看展览。在医院确定医护人员或医疗设备的位置。消防员在起火大厦里的定位等等。当用户到会议室开会,终端设备根据室内定位结果会自动开启静音模式。用户在逛商场看到一件感兴趣的商品可是还在犹豫时,拍下照片并自动给照片打上位置标签,等下次决定要买时用户可以根据终端设备的导航到该商品的位置。这些都会给用户日常的生活和工作,以及在紧急情况下带来方便。In recent years, location-based services related technologies and industries are developing indoors to provide ubiquitous location-based services. The main driving force is the huge application and commercial potential that indoor location-based services can bring. Indoor location awareness can support many application scenarios. For example, a user could be looking for a specific restaurant in an indoor mall or looking for an item in a store. Get offers from merchants in nearby malls. Find colleagues in the office. Find gates, platforms, or other facilities at an airport or train station. Learn about exhibit information and view exhibitions more effectively in museums. Identify the location of medical staff or medical equipment in a hospital. Positioning of firefighters in a burning building, etc. When the user goes to the meeting room for a meeting, the terminal device will automatically turn on the silent mode according to the indoor positioning result. When a user sees an item of interest when shopping in the mall but is still hesitating, he takes a photo and automatically tags the photo with a location. When he decides to buy next time, the user can navigate to the location of the item according to the navigation of the terminal device. These will bring convenience to users' daily life and work, as well as in emergency situations.

本申请实施例提供一种室内定位方法,其基本原理是:首先,获取终端设备的测量报告集合;根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息,定位模型用于表示物理位置与物理位置的测量报告的对应关系,测量报告用于表示所采集的物理位置的无线环境信息;向终端设备发送终端设备的定位信息。本申请实施例提供的室内定位方法,利用终端设备自身上报的测量报告对终端设备进行定位,从而,对处于室内的终端设备实现精确可靠地定位。并且,测量报告为无线通信中日常持续收集的数据,不需要额外的数据采集装置,有效地降低了室内定位成本,因此,有利于大规模推广应用。An embodiment of the present application provides an indoor positioning method, the basic principle of which is as follows: First, obtain the measurement report set of the terminal device; predict the physical location of the terminal device according to the measurement report set of the terminal device and the positioning model, and obtain the terminal device's physical location. For positioning information, the positioning model is used to represent the corresponding relationship between the physical position and the measurement report of the physical position, and the measurement report is used to represent the collected wireless environment information of the physical position; and the positioning information of the terminal device is sent to the terminal device. The indoor positioning method provided by the embodiment of the present application uses the measurement report reported by the terminal device itself to locate the terminal device, thereby achieving accurate and reliable positioning of the indoor terminal device. Moreover, the measurement report is the data collected continuously in the daily wireless communication, and no additional data collection device is required, which effectively reduces the cost of indoor positioning, and thus is conducive to large-scale popularization and application.

下面将结合附图对本申请实施例的实施方式进行详细描述。The implementation of the embodiment of the present application will be described in detail below with reference to the accompanying drawings.

图1示出的是可以应用本申请实施例的系统架构的简化示意图。如图1所示,该系统架构可以包括:终端设备、室分系统和室内定位装置。其中,室分系统可以通过网络与室内定位装置连接。网络可以如以太网,无线接入网(Radio Access Network,RAN),无线局域网(Wireless Local Area Networks,WLAN)等。在本申请实施例中假设室分系统覆盖了图1中所示的固定区域,该固定区域被划分为M个区域,小区1的覆盖范围和小区2的覆盖范围包括区域1的物理范围,终端设备在区域1的物理范围内时,可以接收到小区1的信号和小区2的信号,小区1可以是服务小区,小区2可以是邻区;小区1的覆盖范围和小区3的覆盖范围包括区域2的物理范围,终端设备在区域2的物理范围内时,可以接收到小区1的信号和小区3的信号,小区1可以是服务小区,小区3可以是邻区;小区N-1的覆盖范围和小区N的覆盖范围包括区域M的物理范围,终端设备在区域M的物理范围内时,可以接收到小区N的信号和小区N-1的信号,小区N可以是服务小区,小区N-1可以是邻区。这里只是示意性说明,实际应用中可以是其他任意的划分。FIG. 1 shows a simplified schematic diagram of a system architecture to which the embodiments of the present application can be applied. As shown in Figure 1, the system architecture may include: terminal equipment, an indoor distribution system and an indoor positioning device. Wherein, the room distribution system can be connected with the indoor positioning device through the network. The network may be, for example, an Ethernet, a radio access network (Radio Access Network, RAN), a wireless local area network (Wireless Local Area Networks, WLAN), and the like. In the embodiment of this application, it is assumed that the room distribution system covers the fixed area shown in Figure 1, and the fixed area is divided into M areas, the coverage of cell 1 and the coverage of cell 2 include the physical range of area 1, and the terminal When the device is within the physical range of area 1, it can receive the signal of cell 1 and cell 2. Cell 1 can be the serving cell, and cell 2 can be the neighboring cell; the coverage of cell 1 and the coverage of cell 3 include the area The physical range of 2, when the terminal device is within the physical range of area 2, it can receive the signal of cell 1 and the signal of cell 3, cell 1 can be the serving cell, cell 3 can be the neighboring cell; the coverage of cell N-1 The coverage of cell N includes the physical range of area M. When the terminal device is within the physical range of area M, it can receive the signal of cell N and the signal of cell N-1. Cell N can be the serving cell, and cell N-1 Can be neighbors. This is only a schematic illustration, and other arbitrary divisions may be used in practical applications.

在具体的实现中,该终端设备可以手机、平板电脑、笔记本电脑、超级移动个人计算机(Ultra-mobile Personal Computer,UMPC)、上网本、个人数字助理(PersonalDigital Assistant,PDA)等等。作为一种实施例,如图1中所示,本申请的网络架构包括的终端设备为智能手机。In a specific implementation, the terminal device may be a mobile phone, a tablet computer, a notebook computer, an ultra-mobile personal computer (Ultra-mobile Personal Computer, UMPC), a netbook, a personal digital assistant (Personal Digital Assistant, PDA), and the like. As an embodiment, as shown in FIG. 1 , the terminal device included in the network architecture of the present application is a smart phone.

室分系统可以是维护人员在商场、医院等大厦中根据大厦的布局等因素安装的室分,室分用于获取将终端设备测量的测量报告上报至室内定位装置。The room division system can be installed by maintenance personnel in shopping malls, hospitals and other buildings according to the layout of the building and other factors. The room division is used to obtain and report the measurement report measured by the terminal equipment to the indoor positioning device.

需要说明的是,本申请实施例所述的系统架构包括的室分系统只是一个示例,实际应用中如果固定区域(建筑物内)没有室分系统,那么,可以通过室外的宏站将测量报告发给室内定位装置。It should be noted that the indoor distribution system included in the system architecture described in the embodiment of this application is just an example. In practical applications, if there is no indoor distribution system in a fixed area (inside a building), then the measurement report can be reported through the outdoor macro station. Send to the indoor positioning device.

室内定位装置可以是现有的网管系统,即后台服务器。The indoor positioning device may be an existing network management system, that is, a background server.

图2为本申请实施例提供的一种室内定位方法的流程图,如图2所示,该方法可以包括:Fig. 2 is a flow chart of an indoor positioning method provided by the embodiment of the present application. As shown in Fig. 2, the method may include:

S201、获取终端设备的测量报告集合。S201. Acquire a measurement report set of a terminal device.

终端设备处于固定区域,固定区域可以上述的商场、医院等。终端设备能够自动测量该终端设备到室分或宏站的信号质量,得到终端设备的测量报告,并上报至网管系统。终端设备的测量报告包括服务小区标识、服务小区的RSRP、服务小区的RSRQ、邻区的RSRP和邻区的RSRQ,服务小区为终端设备进行通信的小区,邻区为与服务小区相邻的小区。本申请实施例所述的室分系统指运营商在建筑物内建设的小型基站,比如蘑菇头。若固定区域设置有室分系统,筛选测量报告可以根据固定区域中室分基站的小区标识进行筛选即可。在另一种可实现方式中,如果固定区域里未设置室分系统,可以根据固定区域周边的宏站,根据固定区域的经纬度和宏站的经纬度判断终端设备是否在固定区域周边,筛选出服务小区为固定区域周边宏站的小区的测量报告,从而,获取终端设备的测量报告集合。The terminal equipment is located in a fixed area, and the fixed area may be the above-mentioned shopping malls, hospitals, and the like. The terminal equipment can automatically measure the signal quality from the terminal equipment to the room branch or macro station, obtain the measurement report of the terminal equipment, and report it to the network management system. The measurement report of the terminal device includes the identity of the serving cell, the RSRP of the serving cell, the RSRQ of the serving cell, the RSRP of the neighboring cell, and the RSRQ of the neighboring cell. The serving cell is the cell where the terminal device communicates, and the neighboring cell is the cell adjacent to the serving cell. . The indoor distribution system described in the embodiment of this application refers to a small base station built by an operator in a building, such as a mushroom head. If the indoor distribution system is set in the fixed area, the screening measurement report can be screened according to the cell identification of the indoor base station in the fixed area. In another practicable way, if no indoor distribution system is set in the fixed area, the service cell can be screened out based on the macro stations around the fixed area, the longitude and latitude of the fixed area and the latitude and longitude of the macro station to judge whether the terminal equipment is around the fixed area It is the measurement report of the cell of the macro station around the fixed area, so as to obtain the measurement report set of the terminal equipment.

S202、根据终端设备的测量报告集合和定位模型对终端设备所在的物理位置进行预测,得到终端设备的定位信息。S202. Predict the physical location of the terminal device according to the measurement report set of the terminal device and the positioning model, and obtain the positioning information of the terminal device.

根据终端设备的测量报告集合和定位模型,利用分类算法确定终端设备的测量报告集合对应的位置标识,即利用分类算法确定定位模型中与终端设备的测量报告集合表征的无线环境信息相似的行向量表示的测量报告的无线环境信息,将定位模型中相似的无线环境信息对应的位置标识确定为终端设备的测量报告集合对应的位置标识,因此,将终端设备的测量报告集合对应的位置标识确定为终端设备的定位信息。定位模型用于表示物理位置与物理位置的测量报告的对应关系。测量报告用于表示所采集的物理位置的无线环境信息。According to the measurement report set of the terminal device and the positioning model, use the classification algorithm to determine the location identifier corresponding to the measurement report set of the terminal device, that is, use the classification algorithm to determine the row vector similar to the wireless environment information represented by the measurement report set of the terminal device in the positioning model The wireless environment information of the measurement report represented by , determines the location identifier corresponding to the similar wireless environment information in the positioning model as the location identifier corresponding to the measurement report set of the terminal device, therefore, determines the location identifier corresponding to the measurement report set of the terminal device as The location information of the terminal device. The positioning model is used to represent the corresponding relationship between the physical location and the measurement report of the physical location. The measurement report is used to represent the collected wireless environment information of the physical location.

S203、向终端设备发送终端设备的定位信息。S203. Send the positioning information of the terminal device to the terminal device.

进一步的,在获取终端设备的测量报告集合,即S201之前,室内定位装置可以预先构建定位模型,如图3所示,本申请实施例所述的室内定位方法还包括以下步骤:Further, before obtaining the measurement report set of the terminal device, that is, S201, the indoor positioning device may pre-build a positioning model, as shown in FIG. 3 , the indoor positioning method described in the embodiment of the present application further includes the following steps:

S204、获取固定区域的K个测量报告。S204. Obtain K measurement reports of the fixed area.

固定区域的可以上述的商场、医院等。通信维护人员可以利用测试终端对该固定区域的每个地方和角落进行路测,得到每个地方和角落的测量报告。通常测试终端1ms或2ms向宏站或室分上报一个测量报告,每个地方和角落可以有多个测量报告,因此,固定区域总共可以获取到K个测量报告,K为大于1的正整数。每个测量报告包括多个小区标识和每个小区标识所对应的小区的RSRP和RSRQ,多个小区标识所对应的小区包括服务小区和服务小区的邻区,服务小区为测试终端提供通信服务的小区,邻区为与服务小区相邻的小区。一个测量报告包括一个服务小区的小区标识和一个以上邻区的邻区标识。The fixed area can be the above-mentioned shopping malls, hospitals, etc. Communication maintenance personnel can use the test terminal to conduct drive tests on every place and corner of the fixed area, and obtain the measurement report of each place and corner. Usually, the test terminal reports a measurement report to the macro station or indoor branch in 1 ms or 2 ms. There can be multiple measurement reports in each place and corner. Therefore, a total of K measurement reports can be obtained in a fixed area, and K is a positive integer greater than 1. Each measurement report includes multiple cell identities and the RSRP and RSRQ of the cell corresponding to each cell id. The cells corresponding to the multiple cell identities include the serving cell and the neighboring cells of the serving cell. The serving cell provides communication services for the test terminal. A cell, and an adjacent cell is a cell adjacent to the serving cell. A measurement report includes the cell ID of a serving cell and the IDs of more than one neighboring cell.

S205、根据固定区域的K个测量报告构建定位模型。S205. Construct a positioning model according to the K measurement reports in the fixed area.

首先,对固定区域进行划分,对固定区域进行划分后的区域进行编码。例如,固定区域是商场时,可以根据店铺对商场进行划分,对每个店铺进行编码。固定区域是医院时,可以根据医院的科室的诊疗区域对医院进行划分,对每个科室进行编码。从而,得到固定区域的位置标识。通信人员可以拿着路测用的终端设备对固定区域进行测试,通信人员知道自己现在处于的区域,以及区域的编码,通信人员可以分区域进行测试,所以在建模期间,可以将测量报告和区域编码对应起来。因此,对于K个测量报告中每个测量报告,根据固定区域的位置标识,得到K个测量报告中每个测量报告的位置标识。然后,根据K个测量报告包括的小区标识确定N个小区标识,相当于,确定固定区域中包括多少个小区,N个小区标识均不同,N为大于1的正整数。其次,根据K个测量报告、N个小区标识和K个测量报告中每个测量报告的位置标识生成效用矩阵,效用矩阵为K×2N的矩阵,K表示效用矩阵包括K个行向量,2N表示效用矩阵包括2N列,每个行向量表示一个位置标识对应位置标识指示的物理位置的测量报告。一个行向量包括2N列,即固定区域中N个小区的RSRP和RSRQ。每列表示小区标识对应的小区的RSRP或RSRQ,2N列相当于是存了每个测量报告在这N个小区是否接收到信号,也就是是否有RSRP和RSRQ,并且填到相应位置。例如,当测量报告包括小区i的RSRP和RSRQ,小区i对应的RSRP和RSRQ两列填小区i的RSRP和RSRQ,i的取值为1至N。测量报告可以包括多个小区的RSRP和RSRQ,本申请实施例对测量报告包括多少个小区的RSRP和RSRQ不作限定。测量报告没有包括其他小区的RSRP和RSRQ时,对应的小区的RSRP列和RSRQ列均填0。First, the fixed area is divided, and the divided area of the fixed area is encoded. For example, when the fixed area is a shopping mall, the shopping mall can be divided according to the stores, and each store can be coded. When the fixed area is a hospital, the hospital can be divided according to the diagnosis and treatment areas of the departments of the hospital, and each department can be coded. Thus, the position identifier of the fixed area is obtained. The communication personnel can test the fixed area with the terminal equipment used for drive testing. The communication personnel know the area they are in and the code of the area. The communication personnel can conduct tests in different areas. Therefore, during the modeling period, the measurement report and Region codes correspond to each other. Therefore, for each measurement report in the K measurement reports, the location identifier of each measurement report in the K measurement reports is obtained according to the location identifier of the fixed area. Then, N cell identities are determined according to the cell identities included in the K measurement reports, which is equivalent to determining how many cells are included in the fixed area, the N cell identities are all different, and N is a positive integer greater than 1. Secondly, a utility matrix is generated according to the K measurement reports, N cell identities, and the location identifier of each measurement report in the K measurement reports. The utility matrix is a K×2N matrix. K means that the utility matrix includes K row vectors, and 2N means The utility matrix includes 2N columns, and each row vector represents a measurement report corresponding to a location identifier corresponding to a physical location indicated by the location identifier. A row vector includes 2N columns, that is, RSRP and RSRQ of N cells in the fixed area. Each column indicates the RSRP or RSRQ of the cell corresponding to the cell identifier, and the 2N columns are equivalent to storing whether each measurement report receives a signal in these N cells, that is, whether there is RSRP and RSRQ, and fill in the corresponding position. For example, when the measurement report includes RSRP and RSRQ of cell i, two columns of RSRP and RSRQ corresponding to cell i are filled with RSRP and RSRQ of cell i, and i ranges from 1 to N. The measurement report may include RSRP and RSRQ of multiple cells, and this embodiment of the present application does not limit how many RSRP and RSRQ of cells are included in the measurement report. When the measurement report does not include the RSRP and RSRQ of other cells, the RSRP and RSRQ columns of the corresponding cell are filled with 0.

示例的,假设测量报告1为对区域1进行路测的测量报告,测量报告1包括小区标识1和小区标识2,以及小区标识1对应的小区的RSRP和RSRQ,小区标识2对应的小区的RSRP和RSRQ,小区标识1对应的小区为服务小区,小区标识2对应的小区为邻区。假设效用矩阵中用R1(ij)表示区域i的第j小区的RSRP,用R2(ij)表示区域i的第j小区的RSRQ。此时,效用矩阵的第一行向量表示对区域1进行路测的测量报告1,第一行向量的第一列和第二列填区域1的小区标识1对应的小区的RSRP(R1(11))和RSRQ(R2(11)),第一行向量的第三列和第四列填区域1的小区标识2对应的小区的RSRP(R1(12))和RSRQ(R2(12))。另外,实际路测中,对一个区域进行路测会得到多个测量报告,需要根据固定区域中所有区域的测量报告构建定位模型。例如,测量报告2为对区域1进行路测的另一个测量报告,测量报告2包括小区标识1和小区标识2,以及小区标识1对应的小区的RSRP和RSRQ,小区标识2对应的小区的RSRP和RSRQ,小区标识1对应的小区为服务小区,小区标识2对应的小区为邻区。同理,效用矩阵的第二行向量表示对区域1进行路测的测量报告2,第二行向量的第一列和第二列填区域1的小区标识1对应的小区的RSRP(R1(11))和RSRQ(R2(11)),第二行向量的第三列和第四列填区域1的小区标识2对应的小区的RSRP(R1(12))和RSRQ(R2(12))。测量报告3为对区域2进行路测的测量报告,测量报告3包括小区标识1和小区标识3,以及小区标识1对应的小区的RSRP和RSRQ,小区标识3对应的小区的RSRP和RSRQ,小区标识1对应的小区为服务小区,小区标识3对应的小区为邻区。此时,效用矩阵的第三行向量表示对区域2进行路测的测量报告,第三行向量的第一列和第二列填区域2的小区标识1对应的小区的RSRP(R1(21))和RSRQ(R2(21)),第三行向量的第五列和第六列填区域2的小区标识3对应的小区的RSRP(R1(23))和RSRQ(R2(23))。For example, assuming that measurement report 1 is a measurement report for performing a drive test on area 1, measurement report 1 includes cell ID 1 and cell ID 2, and the RSRP and RSRQ of the cell corresponding to cell ID 1, and the RSRP of the cell corresponding to cell ID 2 For RSRQ, the cell corresponding to cell ID 1 is the serving cell, and the cell corresponding to cell ID 2 is the neighboring cell. It is assumed that R 1 (ij) in the utility matrix represents the RSRP of the jth cell in area i, and R 2 (ij) represents the RSRQ of the jth cell in area i. At this time, the first row vector of the utility matrix represents the measurement report 1 for the drive test of area 1, and the first column and the second column of the first row vector fill in the RSRP of the cell corresponding to the cell identity 1 of area 1 (R 1 ( 11)) and RSRQ (R 2 (11)), the third column and the fourth column of the first row vector fill in the RSRP (R 1 (12)) and RSRQ (R 2 ( 12)). In addition, in an actual drive test, multiple measurement reports will be obtained when a drive test is performed on an area, and a positioning model needs to be constructed based on the measurement reports of all areas in a fixed area. For example, measurement report 2 is another measurement report for performing a drive test on area 1. Measurement report 2 includes cell ID 1 and cell ID 2, the RSRP and RSRQ of the cell corresponding to cell ID 1, and the RSRP of the cell corresponding to cell ID 2. For RSRQ, the cell corresponding to cell ID 1 is the serving cell, and the cell corresponding to cell ID 2 is the neighboring cell. Similarly, the second row vector of the utility matrix represents the measurement report 2 for the drive test of area 1, and the first and second columns of the second row vector fill in the RSRP of the cell corresponding to the cell identity 1 of area 1 (R 1 ( 11)) and RSRQ (R 2 (11)), the third column and the fourth column of the second row vector fill in the RSRP (R 1 (12)) and RSRQ (R 2 ( 12)). Measurement report 3 is a measurement report for performing a drive test on area 2. Measurement report 3 includes cell ID 1 and cell ID 3, as well as the RSRP and RSRQ of the cell corresponding to cell ID 1, the RSRP and RSRQ of the cell corresponding to cell ID 3, and the cell The cell corresponding to ID 1 is the serving cell, and the cell corresponding to cell ID 3 is the neighboring cell. At this time, the third row vector of the utility matrix represents the measurement report for the drive test of area 2, and the first column and the second column of the third row vector fill in the RSRP of the cell corresponding to the cell identity 1 of area 2 (R 1 (21 )) and RSRQ(R 2 (21)), the fifth column and the sixth column of the third row vector fill in the RSRP (R 1 (23)) and RSRQ (R 2 (23)) of the cell corresponding to the cell identification 3 of area 2 )).

类似的,测量报告K-1为对区域M-1进行路测的测量报告,测量报告K-1包括小区标识N和小区标识N-2,以及小区标识N对应的小区的RSRP和RSRQ,小区标识N-2对应的小区的RSRP和RSRQ,小区标识N对应的小区为服务小区,小区标识N-2对应的小区为邻区。此时,效用矩阵的第K-1行向量的第2N-5列和第2N-4列填区域M-1的小区标识N-2对应的小区的RSRP(R1((M-1)(N-2)))和RSRQ(R2((M-1)(N-2))),第K-1行向量的第2N-1列和第2N列填区域M-1的小区标识N对应的小区的RSRP(R1((M-1)N))和RSRQ(R2((M-1)N))。测量报告K为对区域M进行路测的测量报告,测量报告K包括小区标识N和小区标识N-1,以及小区标识N对应的小区的RSRP和RSRQ,小区标识N-1对应的小区的RSRP和RSRQ,小区标识N对应的小区为服务小区,小区标识N-1对应的小区为邻区。此时,效用矩阵的第K行向量的第2N-3列和第2N-2列填区域M的小区标识N-1对应的小区的RSRP(R1(M(N-1)))和RSRQ(R2(M(N-1))),第K行向量的第2N-1列和第2N列填区域M的小区标识N对应的小区的RSRP(R1(MN))和RSRQ(R2(MN))。效用矩阵可以为:Similarly, the measurement report K-1 is a measurement report for performing a drive test on the area M-1. The measurement report K-1 includes the cell ID N and the cell ID N-2, and the RSRP and RSRQ of the cell corresponding to the cell ID N. The RSRP and RSRQ of the cell corresponding to the identification N-2, the cell corresponding to the cell identification N is the serving cell, and the cell corresponding to the cell identification N-2 is the neighboring cell. At this time, the 2N-5th column and the 2N-4th column of the K-1 row vector of the utility matrix fill in the RSRP of the cell corresponding to the cell identifier N-2 of the area M-1 (R 1 ((M-1)( N-2))) and RSRQ (R 2 ((M-1)(N-2))), the 2N-1th column and the 2Nth column of the K-1th row vector are filled with the cell identifier N of the area M-1 RSRP(R 1 ((M-1)N)) and RSRQ(R 2 ((M-1)N)) of the corresponding cell. The measurement report K is a measurement report for performing a drive test on the area M. The measurement report K includes the cell ID N and the cell ID N-1, as well as the RSRP and RSRQ of the cell corresponding to the cell ID N, and the RSRP of the cell corresponding to the cell ID N-1. For RSRQ, the cell corresponding to the cell ID N is the serving cell, and the cell corresponding to the cell ID N-1 is the neighboring cell. At this time, the 2N-3th column and the 2N-2th column of the K-th row vector of the utility matrix are filled with the RSRP(R 1 (M(N-1))) and RSRQ of the cell corresponding to the cell identifier N-1 of the area M (R 2 (M(N-1))), the 2N-1th column and the 2Nth column of the K-th row vector are filled with the RSRP(R 1 (MN)) and RSRQ(R 2 (MN)). The utility matrix can be:

其中,r1为区域1的位置标识,r2为区域2的位置标识,rM-1为区域M-1的位置标识,rM为区域M的位置标识。当然,不同的两个行向量可以对应同一个位置标识。上述效用矩阵只是举例说明,实际应用中可以根据固定区域的区域划分以及测量报告具体生成效用矩阵,本申请实施例对此不作限定。Among them, r 1 is the location identifier of area 1, r 2 is the location identifier of area 2, r M-1 is the location identifier of area M-1, and r M is the location identifier of area M. Of course, two different row vectors can correspond to the same location identifier. The foregoing utility matrix is just an example. In practical applications, the utility matrix may be specifically generated according to the area division of the fixed area and the measurement report, which is not limited in this embodiment of the present application.

最后,根据分类算法对效用矩阵进行训练,得到定位模型。分类算法可以是贝叶斯分类算法,实际应用中还可以是其他分类算法,本申请实施例在此只是举例说明。Finally, the utility matrix is trained according to the classification algorithm to obtain the localization model. The classification algorithm may be a Bayesian classification algorithm, or other classification algorithms in practical applications, and this embodiment of the present application is only an example for illustration.

本申请实施例提供的室内定位方法,利用终端设备自身上报的测量报告对终端设备进行定位,从而,对处于室内的终端设备实现精确可靠地定位。并且,测量报告为无线通信中日常持续收集的数据,不需要额外的数据采集装置,有效地降低了室内定位成本,因此,有利于大规模推广应用。The indoor positioning method provided by the embodiment of the present application uses the measurement report reported by the terminal device itself to locate the terminal device, thereby achieving accurate and reliable positioning of the indoor terminal device. Moreover, the measurement report is the data collected continuously in the daily wireless communication, and no additional data collection device is required, which effectively reduces the cost of indoor positioning, and thus is conducive to large-scale popularization and application.

另外,对于运营商来说可以利用用户的定位信息定位网络问题,使网络问题定位的更加准确,方便进一步排查网络问题。In addition, for the operator, the location information of the user can be used to locate the network problem, so that the location of the network problem is more accurate, and it is convenient to further troubleshoot the network problem.

上述主要从各个网元之间交互的角度对本申请实施例提供的方案进行了介绍。可以理解的是,各个网元,例如室内定位装置为了实现上述功能,其包含了执行各个功能相应的硬件结构和/或软件模块。本领域技术人员应该很容易意识到,结合本文中所公开的实施例描述的各示例的算法步骤,本申请能够以硬件或硬件和计算机软件的结合形式来实现。某个功能究竟以硬件还是计算机软件驱动硬件的方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。The foregoing mainly introduces the solution provided by the embodiment of the present application from the perspective of interaction between various network elements. It can be understood that, in order to realize the above-mentioned functions, each network element, such as an indoor positioning device, includes a corresponding hardware structure and/or software module for performing each function. Those skilled in the art should easily realize that, in combination with the algorithm steps of the examples described in the embodiments disclosed herein, the present application can be implemented in the form of hardware or a combination of hardware and computer software. Whether a certain function is executed by hardware or computer software drives hardware depends on the specific application and design constraints of the technical solution. Those skilled in the art may use different methods to implement the described functions for each specific application, but such implementation should not be regarded as exceeding the scope of the present application.

本申请实施例可以根据上述方法示例对室内定位装置进行功能模块的划分,例如,可以对应各个功能划分各个功能模块,也可以将两个或两个以上的功能集成在一个处理模块中。上述集成的模块既可以采用硬件的形式实现,也可以采用软件功能模块的形式实现。需要说明的是,本申请实施例中对模块的划分是示意性的,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式。In the embodiment of the present application, the functional modules of the indoor positioning device may be divided according to the above method examples. For example, each functional module may be divided corresponding to each function, or two or more functions may be integrated into one processing module. The above-mentioned integrated modules can be implemented in the form of hardware or in the form of software function modules. It should be noted that the division of modules in the embodiment of the present application is schematic, and is only a logical function division, and there may be other division methods in actual implementation.

在采用对应各个功能划分各个功能模块的情况下,图4示出了上述和实施例中涉及的室内定位装置的一种可能的组成示意图,如图4所示,该室内定位装置可以包括:收发单元41和处理单元42。In the case of dividing each functional module corresponding to each function, FIG. 4 shows a possible composition diagram of the indoor positioning device involved in the above-mentioned and embodiments. As shown in FIG. 4 , the indoor positioning device may include: unit 41 and processing unit 42.

其中,收发单元41,用于支持收发单元41执行图2所示的室内定位方法中的S201和S203,图3所示的室内定位方法中的S201、S203和S204。Wherein, the transceiver unit 41 is configured to support the transceiver unit 41 to execute S201 and S203 in the indoor positioning method shown in FIG. 2 and S201, S203 and S204 in the indoor positioning method shown in FIG. 3 .

处理单元42,用于支持处理单元42执行图2所示的室内定位方法中的S202,图3所示的室内定位方法中的S205。The processing unit 42 is configured to support the processing unit 42 to execute S202 in the indoor positioning method shown in FIG. 2 and S205 in the indoor positioning method shown in FIG. 3 .

需要说明的是,上述方法实施例涉及的各步骤的所有相关内容均可以援引到对应功能模块的功能描述,在此不再赘述。It should be noted that all relevant content of the steps involved in the above method embodiments can be referred to the function description of the corresponding function module, and will not be repeated here.

本申请实施例提供的室内定位装置,用于执行上述室内定位方法,因此可以达到与上述室内定位方法相同的效果。The indoor positioning device provided in the embodiment of the present application is used to implement the above indoor positioning method, and therefore can achieve the same effect as the above indoor positioning method.

图5为本申请实施例提供的一种室内定位装置的组成示意图,可以是网络评价装置的结构,如图5所示,室内定位装置可以包括至少一个处理器51,存储器52、通信接口53和通信总线54。Fig. 5 is a schematic diagram of the composition of an indoor positioning device provided by the embodiment of the present application, which may be the structure of a network evaluation device. As shown in Fig. 5, the indoor positioning device may include at least one processor 51, memory 52, communication interface 53 and communication bus 54 .

下面结合图5对室内定位装置的各个构成部件进行具体的介绍:The components of the indoor positioning device are specifically introduced below in conjunction with FIG. 5 :

处理器51是室内定位装置的控制中心,可以是一个处理器,也可以是多个处理元件的统称。例如,处理器51是一个中央处理器(Central Processing Unit,CPU),也可以是特定集成电路(Application Specific Integrated Circuit,ASIC),或者是被配置成实施本申请实施例的一个或多个集成电路,例如:一个或多个微处理器(Digital SignalProcessor,DSP),或,一个或者多个现场可编程门阵列(Field Programmable Gate Array,FPGA)。The processor 51 is the control center of the indoor positioning device, and may be one processor, or a general term for multiple processing elements. For example, the processor 51 is a central processing unit (Central Processing Unit, CPU), may also be a specific integrated circuit (Application Specific Integrated Circuit, ASIC), or is configured to implement one or more integrated circuits of the embodiments of the present application , for example: one or more microprocessors (Digital Signal Processor, DSP), or, one or more field programmable gate arrays (Field Programmable Gate Array, FPGA).

其中,处理器51可以通过运行或执行存储在存储器52内的软件程序,以及调用存储在存储器52内的数据,执行室内定位装置的各种功能。Wherein, the processor 51 can execute various functions of the indoor positioning device by running or executing software programs stored in the memory 52 and calling data stored in the memory 52 .

在具体的实现中,作为一种实施例,处理器51可以包括一个或多个CPU,例如图5中所示的CPU0和CPU1。In a specific implementation, as an embodiment, the processor 51 may include one or more CPUs, such as CPU0 and CPU1 shown in FIG. 5 .

本申请实施例所述的处理器主要用于首先,根据N个用户详单数据和工参表确定R个区域名称和每个区域名称对应的区域的评价信息,然后,根据第i个区域名称对应的区域的评价信息评价第i个区域名称对应的区域,得到评价结果。The processor described in the embodiment of the present application is mainly used to first determine R area names and the evaluation information of the area corresponding to each area name according to the N user detailed list data and the industrial parameter table, and then, according to the i-th area name The evaluation information of the corresponding area evaluates the area corresponding to the i-th area name, and obtains the evaluation result.

在具体实现中,作为一种实施例,室内定位装置可以包括多个处理器,例如图5中所示的处理器51和处理器55。这些处理器中的每一个可以是一个单核处理器(single-CPU),也可以是一个多核处理器(multi-CPU)。这里的处理器可以指一个或多个设备、电路、和/或用于处理数据(例如计算机程序指令)的处理核。In a specific implementation, as an embodiment, the indoor positioning apparatus may include multiple processors, for example, the processor 51 and the processor 55 shown in FIG. 5 . Each of these processors can be a single-core processor (single-CPU) or a multi-core processor (multi-CPU). A processor herein may refer to one or more devices, circuits, and/or processing cores for processing data (eg, computer program instructions).

存储器52可以是只读存储器(Read-Only Memory,ROM)或可存储静态信息和指令的其他类型的静态存储设备,随机存取存储器(Random Access Memory,RAM)或者可存储信息和指令的其他类型的动态存储设备,也可以是电可擦可编程只读存储器(ElectricallyErasable Programmable Read-Only Memory,EEPROM)、只读光盘(Compact Disc Read-Only Memory,CD-ROM)或其他光盘存储、光碟存储(包括压缩光碟、激光碟、光碟、数字通用光碟、蓝光光碟等)、磁盘存储介质或者其他磁存储设备、或者能够用于携带或存储具有指令或数据结构形式的期望的程序代码并能够由计算机存取的任何其他介质,但不限于此。存储器52可以是独立存在,通过通信总线54与处理器51相连接。存储器52也可以和处理器51集成在一起。The memory 52 may be a read-only memory (Read-Only Memory, ROM) or other types of static storage devices that can store static information and instructions, and a random access memory (Random Access Memory, RAM) or other types that can store information and instructions It can also be an electrically erasable programmable read-only memory (Electrically Erasable Programmable Read-Only Memory, EEPROM), a CD-ROM (Compact Disc Read-Only Memory, CD-ROM) or other optical disk storage, optical disk storage ( including compact discs, laser discs, optical discs, digital versatile discs, blu-ray discs, etc.), magnetic disk storage media or other magnetic storage devices, or can be used to carry or store desired program code in the form of instructions or data structures and can be stored by a computer Any other medium, but not limited to. The memory 52 may exist independently, and is connected to the processor 51 through the communication bus 54 . The memory 52 can also be integrated with the processor 51 .

其中,所述存储器52用于存储执行本申请方案的软件程序,并由处理器51来控制执行。Wherein, the memory 52 is used to store a software program for executing the solution of the present application, and the execution is controlled by the processor 51 .

通信接口53,用于与其他设备或通信网络通信,如以太网,无线接入网(RadioAccess Network,RAN),无线局域网(Wireless Local Area Networks,WLAN)等。通信接口53可以包括接收单元实现接收功能,以及发送单元实现发送功能。The communication interface 53 is used for communicating with other devices or communication networks, such as Ethernet, Radio Access Network (Radio Access Network, RAN), and Wireless Local Area Networks (Wireless Local Area Networks, WLAN). The communication interface 53 may include a receiving unit to implement a receiving function, and a sending unit to implement a sending function.

通信总线54,可以是工业标准体系结构(Industry Standard Architecture,ISA)总线、外部设备互连(Peripheral Component,PCI)总线或扩展工业标准体系结构(Extended Industry Standard Architecture,EISA)总线等。该总线可以分为地址总线、数据总线、控制总线等。为便于表示,图5中仅用一条粗线表示,但并不表示仅有一根总线或一种类型的总线。The communication bus 54 may be an Industry Standard Architecture (Industry Standard Architecture, ISA) bus, a Peripheral Component Interconnect (PCI) bus, or an Extended Industry Standard Architecture (Extended Industry Standard Architecture, EISA) bus, etc. The bus can be divided into address bus, data bus, control bus and so on. For ease of representation, only one thick line is used in FIG. 5 , but it does not mean that there is only one bus or one type of bus.

图5中示出的设备结构并不构成对室内定位装置的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置。The device structure shown in FIG. 5 does not constitute a limitation to the indoor positioning device, and may include more or less components than shown in the figure, or combine some components, or arrange different components.

在采用集成的单元的情况下,图6示出了上述实施例中所涉及的室内定位装置的另一种可能的组成示意图。如图6所示,该室内定位装置包括:处理模块61和通信模块62。In the case of using an integrated unit, FIG. 6 shows another possible composition diagram of the indoor positioning device involved in the above embodiment. As shown in FIG. 6 , the indoor positioning device includes: a processing module 61 and a communication module 62 .

处理模块61用于对室内定位装置的动作进行控制管理,例如,处理模块61用于支持室内定位装置执行图2中的S202,图3中的S202和S205、和/或用于本文所描述的技术的其它过程。通信模块62用于支持室内定位装置与其他网络实体的通信,例如与图1中示出的终端设备之间的通信。室内定位装置还可以包括存储模块63,用于存储室内定位装置的程序代码和数据。The processing module 61 is used to control and manage the actions of the indoor positioning device. For example, the processing module 61 is used to support the indoor positioning device to execute S202 in FIG. 2, S202 and S205 in FIG. Other processes of technology. The communication module 62 is used to support the communication between the indoor positioning device and other network entities, for example, the communication with the terminal equipment shown in FIG. 1 . The indoor positioning device may also include a storage module 63 for storing program codes and data of the indoor positioning device.

其中,处理模块61可以是处理器或控制器。其可以实现或执行结合本申请公开内容所描述的各种示例性的逻辑方框,模块和电路。处理器也可以是实现计算功能的组合,例如包含一个或多个微处理器组合,DSP和微处理器的组合等等。通信模块62可以是收发器、收发电路或通信接口等。存储模块63可以是存储器。Wherein, the processing module 61 may be a processor or a controller. It can implement or execute the various illustrative logical blocks, modules and circuits described in connection with the present disclosure. The processor can also be a combination of computing functions, for example, a combination of one or more microprocessors, a combination of DSP and a microprocessor, and so on. The communication module 62 may be a transceiver, a transceiver circuit, or a communication interface. The storage module 63 may be a memory.

当处理模块61为处理器,通信模块62为通信接口,存储模块63为存储器时,本申请实施例所涉及的室内定位装置可以为图5所示的室内定位装置。When the processing module 61 is a processor, the communication module 62 is a communication interface, and the storage module 63 is a memory, the indoor positioning device involved in this embodiment of the present application may be the indoor positioning device shown in FIG. 5 .

通过以上的实施方式的描述,所属领域的技术人员可以清楚地了解到,为描述的方便和简洁,仅以上述各功能模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能模块完成,即将装置的内部结构划分成不同的功能模块,以完成以上描述的全部或者部分功能。Through the description of the above embodiments, those skilled in the art can clearly understand that for the convenience and brevity of the description, only the division of the above-mentioned functional modules is used as an example for illustration. In practical applications, the above-mentioned functions can be allocated according to needs It is completed by different functional modules, that is, the internal structure of the device is divided into different functional modules to complete all or part of the functions described above.

在本申请所提供的几个实施例中,应该理解到,所揭露的装置和方法,可以通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,所述模块或单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个装置,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口,装置或单元的间接耦合或通信连接,可以是电性,机械或其它的形式。In the several embodiments provided in this application, it should be understood that the disclosed devices and methods may be implemented in other ways. For example, the device embodiments described above are only illustrative. For example, the division of the modules or units is only a logical function division. In actual implementation, there may be other division methods. For example, multiple units or components can be Incorporation or may be integrated into another device, or some features may be omitted, or not implemented. In another point, the mutual coupling or direct coupling or communication connection shown or discussed may be through some interfaces, and the indirect coupling or communication connection of devices or units may be in electrical, mechanical or other forms.

所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是一个物理单元或多个物理单元,即可以位于一个地方,或者也可以分布到多个不同地方。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The unit described as a separate component may or may not be physically separated, and the component displayed as a unit may be one physical unit or multiple physical units, that is, it may be located in one place, or may be distributed to multiple different places . Part or all of the units can be selected according to actual needs to achieve the purpose of the solution of this embodiment.

另外,在本申请各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。In addition, each functional unit in each embodiment of the present application may be integrated into one processing unit, each unit may exist separately physically, or two or more units may be integrated into one unit. The above-mentioned integrated units can be implemented in the form of hardware or in the form of software functional units.

所述集成的单元如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个可读取存储介质中。基于这样的理解,本申请实施例的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的全部或部分可以以软件产品的形式体现出来,该软件产品存储在一个存储介质中,包括若干指令用以使得一个设备(可以是单片机,芯片等)或处理器(processor)执行本申请各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(Read-Only Memory,ROM)、随机存取存储器(Random Access Memory,RAM)、磁碟或者光盘等各种可以存储程序代码的介质。If the integrated unit is realized in the form of a software function unit and sold or used as an independent product, it can be stored in a readable storage medium. Based on this understanding, the technical solution of the embodiment of the present application is essentially or the part that contributes to the prior art, or all or part of the technical solution can be embodied in the form of a software product, and the software product is stored in a storage medium Among them, several instructions are included to make a device (which may be a single-chip microcomputer, a chip, etc.) or a processor (processor) execute all or part of the steps of the methods described in the various embodiments of the present application. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disk or optical disk and other various media that can store program codes. .

以上所述,仅为本申请的具体实施方式,但本申请的保护范围并不局限于此,任何在本申请揭露的技术范围内的变化或替换,都应涵盖在本申请的保护范围之内。因此,本申请的保护范围应以所述权利要求的保护范围为准。The above is only a specific implementation of the application, but the protection scope of the application is not limited thereto, and any changes or replacements within the technical scope disclosed in the application should be covered within the protection scope of the application . Therefore, the protection scope of the present application should be determined by the protection scope of the claims.

Claims (11)

1. a kind of indoor orientation method, which is characterized in that including:
Obtain the measurement report set of terminal device, the measurement report of the terminal device includes serving cell mark, it is small to service The Reference Signal Received Power RSRP in area, the Reference Signal Received Quality RSRQ of the serving cell, the RSRP of adjacent area and adjacent area RSRQ, the serving cell is the cell that is communicated of the terminal device, and the adjacent area is adjacent with the serving cell Cell;
The physical location where the terminal device is carried out according to the measurement report set of the terminal device and location model Prediction, obtains the location information of the terminal device, and the location model is used to indicate physical location and the physical location The correspondence of measurement report, the measurement report are used to indicate the radio environment information of acquired physical location;
The location information of the terminal device is sent to the terminal device.
2. according to the method described in claim 1, it is characterized in that, it is described obtain terminal device measurement report set it Before, the method further includes:
K measurement report of fixed area is obtained, each measurement report includes multiple cell IDs and each cell The Reference Signal Received Power RSRP and Reference Signal Received Quality RSRQ of the corresponding cell of mark, the multiple cell ID Corresponding cell includes the adjacent area of serving cell and the serving cell, and K is the positive integer more than 1;
The location model is built according to the K measurement report.
3. according to the method described in claim 2, it is characterized in that, described build the positioning according to the K measurement report Model, including:
The station location marker of each measurement report in the K measurement report is set;
The cell ID for including according to the K measurement report determines N number of cell ID, and N number of cell ID is different, and N is big In 1 positive integer;
According to the position of each measurement report in the K measurement report, N number of cell ID and the K measurement report Mark generates utility matrix, and the utility matrix is the matrix of K × 2N, and K indicates that the utility matrix includes K row vector, 2N Indicate that the utility matrix includes 2N row, each row vector indicates that a station location marker corresponds to the station location marker instruction The measurement report of physical location, each column indicate the RSRP or RSRQ of the corresponding cell of cell ID;
The utility matrix is trained according to sorting algorithm, obtains the location model.
4. according to the method described in claim 3, it is characterized in that, the measurement report set according to the terminal device and Location model predicts the physical location where the terminal device, obtains the location information of the terminal device, including:
According to the measurement report set of the terminal device and the location model, the terminal is determined using the sorting algorithm The corresponding station location marker of measurement report set of equipment;
The corresponding station location marker of measurement report set of the terminal device is determined as to the location information of terminal device.
5. according to claim 1-4 any one of them methods, which is characterized in that the measurement report collection for obtaining terminal device It closes, including:
Multiple measurement reports that the terminal device is obtained according to the longitude and latitude of the terminal device or affiliated base station, obtain institute State the measurement report set of terminal device.
6. a kind of indoor positioning device, which is characterized in that including:
Transmit-Receive Unit, the measurement report set for obtaining terminal device;
Processing unit is used for measurement report set and location model according to the terminal device to where the terminal device Physical location is predicted, obtains the location information of the terminal device, the location model is for indicating physical location and institute The correspondence of the measurement report of physical location is stated, the measurement report is used to indicate the wireless environment of acquired physical location Information;
The Transmit-Receive Unit, the location information for sending the terminal device to the terminal device.
7. device according to claim 6, which is characterized in that
The Transmit-Receive Unit is additionally operable to K measurement report of acquisition of fixed area, and each measurement report includes multiple cells The Reference Signal Received Power RSRP and Reference Signal Received Quality of cell corresponding to mark and each cell ID RSRQ, the cell corresponding to the multiple cell ID include the adjacent area of serving cell and the serving cell, and K is more than 1 Positive integer;
The processing unit is additionally operable to build the location model according to the K measurement report.
8. device according to claim 7, which is characterized in that the processing unit is specifically used for:
The station location marker of each measurement report in the K measurement report is set;
The cell ID for including according to the K measurement report determines N number of cell ID, and N number of cell ID is different, and N is big In 1 positive integer;
According to the position of each measurement report in the K measurement report, N number of cell ID and the K measurement report Mark generates utility matrix, and the utility matrix is the matrix of K × 2N, and K indicates that the utility matrix includes K row vector, 2N Indicate that the utility matrix includes 2N row, each row vector indicates that a station location marker corresponds to the station location marker instruction The measurement report of physical location;
The utility matrix is trained according to sorting algorithm, obtains the location model.
9. device according to claim 8, which is characterized in that the processing unit is specifically used for:
According to the measurement report set of the terminal device and the location model, the terminal is determined using the sorting algorithm The corresponding station location marker of measurement report set of equipment;
The corresponding station location marker of measurement report set of the terminal device is determined as to the location information of terminal device.
10. according to claim 6-9 any one of them devices, which is characterized in that the Transmit-Receive Unit is specifically used for:
Multiple measurement reports that the terminal device is obtained according to the longitude and latitude of the terminal device or affiliated base station, obtain institute State the measurement report set of terminal device.
11. a kind of computer readable storage medium, including instruction, which is characterized in that when in described instruction indoors positioning device When operation so that the indoor positioning device executes the indoor orientation method as described in any one of claim 1-5.
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Application publication date: 20180720