CN116056067A - Terminal identification method, device, server and storage medium - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及通信技术领域,尤其涉及一种终端识别方法、装置、服务器及存储介质。The present invention relates to the technical field of communication, and in particular to a terminal identification method, device, server and storage medium.
背景技术Background technique
目前,终端可以基于安装的客户识别模块(subscriber identity module,SIM)卡开展相关业务。At present, the terminal can carry out related services based on the installed subscriber identity module (subscriber identity module, SIM) card.
但是,由于SIM卡是运营商下发的集成电路(integrated circuit,IC)卡,而终端所使用的一些数据(例如终端的标识)是终端的生产商定制的数据,由于某些情况下运营商与生产商的数据无法实现有效互通,因此可能无法识别哪些数据是属于哪些终端的,会影响终端识别的有效性。However, since the SIM card is an integrated circuit (integrated circuit, IC) card issued by the operator, and some data used by the terminal (such as the identification of the terminal) is customized by the manufacturer of the terminal, in some cases the operator The data with the manufacturer cannot be effectively interoperable, so it may not be possible to identify which data belongs to which terminals, which will affect the effectiveness of terminal identification.
发明内容Contents of the invention
本发明提供一种终端识别方法、装置、服务器及存储介质,解决了相关技术中,由于某些情况下运营商与生产商的数据无法实现有效互通,因此可能无法识别哪些数据是属于哪些终端的,会影响终端识别的有效性的技术问题。The present invention provides a terminal identification method, device, server and storage medium, which solves the problem in the related art that in some cases, the data of the operator and the manufacturer cannot achieve effective intercommunication, so it may not be possible to identify which data belongs to which terminal , a technical issue that will affect the effectiveness of terminal identification.
第一方面,本发明提供一种终端识别方法,包括:获取多个终端的信令数据,该信令数据包括多个国际移动设备识别码(international mobile equipment identity,IMEI)、多个IMEI中每个IMEI在多个时刻中每个时刻对应的小区;基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,该第一IMEI为该多个IMEI中的一个,该第二IMEI中前i个字符与该第一IMEI中前i个字符相同,i为大于或等于1的整数;在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,确定该第二IMEI属于第一终端,该第一终端为该多个终端中与该第一IMEI对应的终端。In a first aspect, the present invention provides a terminal identification method, including: acquiring signaling data of multiple terminals, the signaling data including multiple international mobile equipment identities (international mobile equipment identity, IMEI), each of the multiple IMEIs A cell corresponding to each IMEI at each time in a plurality of times; based on the cell corresponding to the first IMEI at each time and the cell corresponding to the second IMEI at each time, determine the relationship between the first IMEI and the second IMEI The track similarity between the first IMEI is one of the multiple IMEIs, the first i characters in the second IMEI are the same as the first i characters in the first IMEI, and i is an integer greater than or equal to 1; When the trajectory similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, it is determined that the second IMEI belongs to the first terminal, and the first terminal is one of the multiple terminals that is related to the first IMEI. the corresponding terminal.
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区,上述基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,具体包括:确定第一数量,该第一数量用于表征在该预设时间段内该第一IMEI与该第二IMEI在同一时刻对应相同的小区的次数;确定第二数量,该第二数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在该第一时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值;基于该第一数量以及该第二数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the aforementioned multiple moments are moments included in a preset time period, the signaling data includes a plurality of cells, and the above-mentioned cell corresponding to each moment based on the first IMEI and the cell corresponding to the second IMEI at each moment are cell, determining the trajectory similarity between the first IMEI and the second IMEI, specifically includes: determining a first number, the first number is used to represent the first IMEI and the second IMEI within the preset time period The number of times that the IMEI corresponds to the same cell at the same moment; determine the second number, the second number is used to represent that the first IMEI corresponds to the first cell at the first moment within the preset time period, and the second IMEI is in the preset time period The number of times that the first moment corresponds to the second cell, the first moment is any one of the multiple moments, the first cell is any one of the multiple cells, and the distance between the second cell and the first cell less than or equal to a distance threshold; based on the first quantity and the second quantity, determine the trajectory similarity between the first IMEI and the second IMEI.
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区,上述基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,具体还包括:确定第三数量,该第三数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在第二时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第二时刻与该第一时刻之间的差值小于或等于时长阈值,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值;基于该第三数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the aforementioned multiple moments are moments included in a preset time period, the signaling data includes a plurality of cells, and the above-mentioned cell corresponding to each moment based on the first IMEI and the cell corresponding to the second IMEI at each moment are cell, determining the trajectory similarity between the first IMEI and the second IMEI, specifically further includes: determining a third number, the third number is used to indicate that the first IMEI is in the first IMEI within the preset time period The time corresponds to the first cell, and the second IMEI corresponds to the number of times of the second cell at the second time, the first time is any one of the multiple times, the difference between the second time and the first time less than or equal to the duration threshold, the first cell is any one of the plurality of cells, and the distance between the second cell and the first cell is less than or equal to the distance threshold; based on the third number, determine the first IMEI and Track similarity between the second IMEIs.
可选地,上述多个时刻为预设时间段内包括的时刻,该预设时间段包括M个时间区间,M为大于或等于2的整数,该基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,具体还包括:基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定N个时间区间,该第一IMEI在该N个时间区间中每个时间区间对应的常驻小区与该第二IMEI在该每个时间区间对应的常驻小区相同,N为大于或等于1的整数;基于N以及M,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the above multiple moments are moments included in a preset time period, and the preset time period includes M time intervals, where M is an integer greater than or equal to 2, based on the first IMEI corresponding to each moment The cell and the cell corresponding to the second IMEI at each moment, determining the trajectory similarity between the first IMEI and the second IMEI, specifically further includes: based on the cell corresponding to the first IMEI at each moment and the second The cell corresponding to the IMEI at each moment determines N time intervals, the resident cell corresponding to each time interval of the first IMEI in the N time intervals and the permanent cell corresponding to the second IMEI in each time interval The residential cells are the same, and N is an integer greater than or equal to 1; based on N and M, determine the trajectory similarity between the first IMEI and the second IMEI.
第二方面,本发明提供一种终端识别装置,包括:获取模块和确定模块;该获取模块,用于获取多个终端的信令数据,该信令数据包括多个IMEI、多个IMEI中每个IMEI在多个时刻中每个时刻对应的小区;该确定模块,用于基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,该第一IMEI为该多个IMEI中的一个,该第二IMEI中前i个字符与该第一IMEI中前i个字符相同,i为大于或等于1的整数;该确定模块,还用于在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,确定该第二IMEI属于第一终端,该第一终端为该多个终端中与该第一IMEI对应的终端。In a second aspect, the present invention provides a terminal identification device, including: an acquisition module and a determination module; the acquisition module is used to acquire signaling data of multiple terminals, the signaling data includes multiple IMEIs, each of the multiple IMEIs A cell corresponding to a plurality of IMEIs at each time; the determining module is configured to determine the first IMEI based on the cell corresponding to the first IMEI at each time and the cell corresponding to the second IMEI at each time Track similarity with the second IMEI, the first IMEI is one of the multiple IMEIs, the first i characters in the second IMEI are the same as the first i characters in the first IMEI, and i is greater than or an integer equal to 1; the determination module is also used to determine that the second IMEI belongs to the first terminal when the trajectory similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, and the second IMEI A terminal is a terminal corresponding to the first IMEI among the plurality of terminals.
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区;该确定模块,具体用于确定第一数量,该第一数量用于表征在该预设时间段内该第一IMEI与该第二IMEI在同一时刻对应相同的小区的次数;该确定模块,具体用于确定第二数量,该第二数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在该第一时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值;该确定模块,具体用于基于该第一数量以及该第二数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the above-mentioned multiple moments are moments included in a preset time period, and the signaling data includes multiple cells; the determining module is specifically configured to determine a first number, and the first number is used to represent The number of times that the first IMEI and the second IMEI correspond to the same cell at the same moment in the time period; the determination module is specifically used to determine a second number, and the second number is used to represent the first IMEI within the preset time period An IMEI corresponds to the first cell at the first moment, and the second IMEI corresponds to the second cell at the first moment, the first moment is any one of the multiple moments, and the first cell is the number of the multiple In any one of the cells, the distance between the second cell and the first cell is less than or equal to the distance threshold; the determining module is specifically configured to determine the first IMEI and the second IMEI based on the first number and the second number Track similarity between two IMEIs.
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区;该确定模块,具体还用于确定第三数量,该第三数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在第二时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第二时刻与该第一时刻之间的差值小于或等于时长阈值,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值;该确定模块,具体还用于基于该第三数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the above-mentioned multiple moments are moments included in a preset time period, and the signaling data includes multiple cells; Assuming that the first IMEI corresponds to the first cell at the first moment in the time period, and the second IMEI corresponds to the second cell at the second moment, the first moment is any one of the multiple moments, and the second The difference between the moment and the first moment is less than or equal to the duration threshold, the first cell is any one of the plurality of cells, and the distance between the second cell and the first cell is less than or equal to the distance threshold; the The determining module is specifically further configured to determine the trajectory similarity between the first IMEI and the second IMEI based on the third quantity.
可选地,上述多个时刻为预设时间段内包括的时刻,该预设时间段包括M个时间区间,M为大于或等于2的整数;该确定模块,具体还用于基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定N个时间区间,该第一IMEI在该N个时间区间中每个时间区间对应的常驻小区与该第二IMEI在该每个时间区间对应的常驻小区相同,N为大于或等于1的整数;该确定模块,具体还用于基于N以及M,确定该第一IMEI与该第二IMEI之间的轨迹相似度。Optionally, the above-mentioned multiple moments are moments included in a preset time period, and the preset time period includes M time intervals, where M is an integer greater than or equal to 2; the determining module is also specifically configured to In the cell corresponding to each moment and the cell corresponding to the second IMEI at each moment, N time intervals are determined, and the resident cell corresponding to each time interval of the first IMEI in the N time intervals is the same as the first IMEI The resident cell corresponding to the two IMEIs in each time interval is the same, and N is an integer greater than or equal to 1; the determination module is also specifically used to determine the distance between the first IMEI and the second IMEI based on N and M track similarity.
第三方面,本发明提供一种服务器,包括:处理器和被配置为存储处理器可执行指令的存储器;其中,处理器被配置为执行所述指令,以实现上述第一方面中任一种可选地终端识别方法。In a third aspect, the present invention provides a server, including: a processor and a memory configured to store processor-executable instructions; wherein the processor is configured to execute the instructions to achieve any one of the above-mentioned first aspects Optional terminal identification method.
第四方面,本发明提供一种计算机可读存储介质,计算机可读存储介质上存储有指令,当该计算机可读存储介质中的指令由服务器执行时,使得该服务器能够执行上述第一方面中任一种可选地终端识别方法。In a fourth aspect, the present invention provides a computer-readable storage medium, where instructions are stored on the computer-readable storage medium, and when the instructions in the computer-readable storage medium are executed by a server, the server can execute the above-mentioned first aspect. Any optional terminal identification method.
本发明提供的终端识别方法、装置、服务器及存储介质,服务器可以获取多个终端的信令数据,然后基于该第一IMEI在每个时刻对应的小区以及该第二IMEI对应的小区确定该第一IMEI与该第二IMEI之间的轨迹相似度,该用于表征该第一IMEI在多个时刻中每个时刻所在的位置与该第二IMEI在多个时刻中每个时刻所在的位置之间的相似程度,在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,该服务器确定该第二IMEI属于第一终端,该第一终端为该第一IMEI对应的终端。本发明中,由于该第一IMEI与该第二IMEI的前i位字符相同,因此该第一IMEI对应的终端型号与该第二IMEI对应的终端型号相同,服务器在该同一终端型号对应的两个IMEI中,第一IMEI在多个时刻所在的多个位置中与该第二IMEI在多个时刻所在的多个位置中,相似的位置的数量较多时,确定该第二IMEI与该第一IMEI属于同一终端,可以准确的确定出该第一IMEI对应的数据与该第二IMEI对应的数据为同一终端的数据,提高终端识别的有效性。In the terminal identification method, device, server and storage medium provided by the present invention, the server can obtain signaling data of multiple terminals, and then determine the first IMEI based on the cell corresponding to the first IMEI at each moment and the cell corresponding to the second IMEI. The trajectory similarity between an IMEI and the second IMEI is used to characterize the difference between the position of the first IMEI at each of the multiple times and the position of the second IMEI at each of the multiple times degree of similarity between the first IMEI and the second IMEI, if the track similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, the server determines that the second IMEI belongs to the first terminal, and the first terminal is the second IMEI A terminal corresponding to the IMEI. In the present invention, since the first IMEI is the same as the first i characters of the second IMEI, the terminal model corresponding to the first IMEI is the same as the terminal model corresponding to the second IMEI, and the server is in the same terminal model. Among the IMEIs, when the first IMEI is located in multiple positions at multiple times and the second IMEI is located in multiple positions at multiple times, if the number of similar positions is relatively large, it is determined that the second IMEI is similar to the first IMEI The IMEI belongs to the same terminal, and it can be accurately determined that the data corresponding to the first IMEI and the data corresponding to the second IMEI are data of the same terminal, thereby improving the validity of terminal identification.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings that are required in the description of the embodiments or the prior art.
图1为本发明实施例提供的一种终端识别方法的流程示意图;FIG. 1 is a schematic flowchart of a terminal identification method provided by an embodiment of the present invention;
图2为本发明实施例提供的另一种终端识别方法的流程示意图;FIG. 2 is a schematic flowchart of another terminal identification method provided by an embodiment of the present invention;
图3为本发明实施例提供的另一种终端识别方法的流程示意图;FIG. 3 is a schematic flowchart of another terminal identification method provided by an embodiment of the present invention;
图4为本发明实施例提供的另一种终端识别方法的流程示意图;FIG. 4 is a schematic flowchart of another terminal identification method provided by an embodiment of the present invention;
图5为本发明实施例提供的一种终端识别装置的结构示意图;FIG. 5 is a schematic structural diagram of a terminal identification device provided by an embodiment of the present invention;
图6为本发明实施例提供的另一种终端识别装置的结构示意图。FIG. 6 is a schematic structural diagram of another terminal identification device provided by an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合附图对本发明实施例提供的终端识别方法、装置、服务器及存储介质进行详细的描述。The terminal identification method, device, server, and storage medium provided by the embodiments of the present invention will be described in detail below with reference to the accompanying drawings.
本申请的说明书以及附图中的术语“第一”和“第二”等是用于区别不同的对象,而不是用于描述对象的特定顺序,例如,第一IMEI和第二IMEI等是用于区别不同的IMEI,而不是用于描述IMEI的特定顺序。The terms "first" and "second" in the specification and drawings of this application are used to distinguish different objects, not to describe the specific order of objects. For example, the first IMEI and the second IMEI are used It is used to distinguish different IMEIs, not to describe the specific order of IMEIs.
此外,本申请的描述中所提到的术语“包括”和“具有”以及他们的任何变形,意图在于覆盖不排他的包含。例如包含了一系列步骤或单元的过程、方法、系统、产品或设备没有限定于已列出的步骤或单元,而是可选地还包括其他没有列出的步骤或单元,或可选地还包括对于这些过程、方法、产品或设备固有的其他步骤或单元。In addition, the terms "including" and "having" mentioned in the description of the present application, as well as any variations thereof, are intended to cover non-exclusive inclusion. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but optionally also includes other unlisted steps or units, or optionally also includes Other steps or elements inherent to the process, method, product or apparatus are included.
需要说明的是,本发明实施例中,“示例性的”或者“例如”等词用于表示作例子、例证或说明。本发明实施例中被描述为“示例性的”或者“例如”的任何实施例或设计方案不应被解释为比其他实施例或设计方案更优选或更具优势。确切而言,使用“示例性的”或者“例如”等词旨在以具体方式呈现相关概念。It should be noted that, in the embodiments of the present invention, words such as "exemplary" or "for example" are used for example, illustration or description. Any embodiment or design solution described as "exemplary" or "for example" in the embodiments of the present invention shall not be construed as being more preferred or more advantageous than other embodiments or design solutions. Rather, the use of words such as "exemplary" or "such as" is intended to present related concepts in a concrete manner.
本申请中所述“和/或”,包括用两种方法中的任意一种或者同时使用两种方法。The "and/or" mentioned in this application includes using any one of the two methods or using both methods at the same time.
在本申请的描述中,除非另有说明,“多个”的含义是指两个或两个以上。In the description of the present application, unless otherwise specified, the meaning of "plurality" refers to two or more.
基于背景技术中所描述,由于相关技术中,由于某些情况下运营商与生产商的数据无法实现有效互通,因此可能无法识别哪些数据是属于哪些终端的,会影响终端识别的有效性的技术问题。基于此,本发明实施例提供一种终端识别方法、装置、服务器及存储介质,由于该第一IMEI与该第二IMEI的前i位字符相同,因此该第一IMEI对应的终端型号与该第二IMEI对应的终端型号相同,服务器在该同一终端型号对应的两个IMEI中,第一IMEI在多个时刻所在的多个位置中与该第二IMEI在多个时刻所在的多个位置中,相似的位置的数量较多时,确定该第二IMEI与该第一IMEI属于同一终端,可以准确的确定出该第一IMEI对应的数据与该第二IMEI对应的数据为同一终端的数据,提高终端识别的有效性。Based on the description in the background technology, due to the fact that in the related technologies, in some cases, the data of the operator and the manufacturer cannot be effectively interoperable, it may not be possible to identify which data belongs to which terminals, which will affect the effectiveness of terminal identification. question. Based on this, embodiments of the present invention provide a terminal identification method, device, server, and storage medium. Since the first i characters of the first IMEI and the second IMEI are the same, the terminal model corresponding to the first IMEI is the same as the first IMEI. The terminal models corresponding to the two IMEIs are the same, the server is among the two IMEIs corresponding to the same terminal model, the first IMEI is in multiple locations at multiple times and the second IMEI is in multiple locations at multiple times, When the number of similar positions is large, it is determined that the second IMEI and the first IMEI belong to the same terminal, and it can be accurately determined that the data corresponding to the first IMEI and the data corresponding to the second IMEI are data of the same terminal, improving the terminal Validity of recognition.
本发明实施例提供的终端识别方法、装置、服务器及存储介质,应用于终端识别的场景下。当服务器获取到多个终端的信令数据后,可以基于第一IMEI在每个时刻对应的小区以及该第二IMEI在每个时刻对应的小区,确定第一IMEI与该第二IMEI之间的轨迹相似度,并且在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,确定第二IMEI属于第一终端,该第一终端为该第一IMEI对应的终端。The terminal identification method, device, server, and storage medium provided in the embodiments of the present invention are applied in a scenario of terminal identification. After the server obtains the signaling data of multiple terminals, it can determine the distance between the first IMEI and the second IMEI based on the cell corresponding to the first IMEI at each moment and the cell corresponding to the second IMEI at each moment. Track similarity, and in the case that the track similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, it is determined that the second IMEI belongs to the first terminal, and the first terminal corresponds to the first IMEI terminal.
如图1所示,本发明实施例提供的终端识别方法可以包括S101-S103。As shown in FIG. 1 , the terminal identification method provided by the embodiment of the present invention may include S101-S103.
S101、服务器获取多个终端的信令数据。S101. The server acquires signaling data of multiple terminals.
其中,该信令数据中包括多个IMEI、多个IMEI中每个IMEI在多个时刻中每个时刻对应的小区。Wherein, the signaling data includes a plurality of IMEIs, and a cell corresponding to each IMEI in the plurality of time points at each time point.
可以理解的是,一个终端可以对应一个或多个IMEI,一个IMEI在一个时刻对应一张SIM卡,该IMEI可以理解为卡槽的标识,一个IMEI可以唯一标识一个卡槽。It can be understood that one terminal can correspond to one or more IMEIs, and one IMEI corresponds to one SIM card at a time, and the IMEI can be understood as an identification of a card slot, and one IMEI can uniquely identify a card slot.
应理解,一个IMEI在一个时刻对应的小区,为终端基于该IMEI对应的SIM卡进行相关业务(例如数据业务、语音业务等)时使用的小区。It should be understood that the cell corresponding to an IMEI at a moment is the cell used by the terminal when performing related services (such as data services, voice services, etc.) based on the SIM card corresponding to the IMEI.
在一种可选的实现方式中,服务器可以从不同类型的结构获取该多个终端在不同网络制式中的信令数据。具体的,该服务器可以包括IU接口、S1-MME接口以及N1/N2接口,该服务器可以分别从IU接口获取3G网络制式中的信令数据,从S1-MME接口获取4G网络制式中的信令数据,从N1/N2接口获取5G网络制式中的信令数据。In an optional implementation manner, the server may acquire the signaling data of the multiple terminals in different network standards from different types of structures. Specifically, the server may include an IU interface, an S1-MME interface, and an N1/N2 interface, and the server may respectively obtain signaling data in the 3G network standard from the IU interface, and obtain signaling data in the 4G network standard from the S1-MME interface. Data, obtain the signaling data in the 5G network standard from the N1/N2 interface.
S102、服务器基于第一IMEI在每个时刻对应的小区以及第二IMEI在每个时刻对应的小区,确定第一IMEI与第二IMEI之前的轨迹相似度。S102. The server determines the similarity of trajectories between the first IMEI and the second IMEI based on the cell corresponding to the first IMEI at each moment and the cell corresponding to the second IMEI at each moment.
其中,该第一IMEI为多个IMEI中的一个,该第二IMEI中前i个字符与该第一IMEI中前i个字符相同,i为大于或等于1的整数。Wherein, the first IMEI is one of multiple IMEIs, the first i characters in the second IMEI are the same as the first i characters in the first IMEI, and i is an integer greater than or equal to 1.
应理解,一个IMEI的轨迹用于表征该IMEI在多个时刻中每个时刻所在的位置,服务器可以基于第一IMEI在多个时刻中每个时刻所在的位置以及该第二IMEI在多个时刻中每个时刻所在的位置,来确定该第一IMEI与该第二IMEI之间的轨迹相似度,该第一IMEI与该第二IMEI之间的轨迹相似度用于表征该第一IMEI在多个时刻中每个时刻所在的位置与该第二IMEI在多个时刻中每个时刻所在的位置之间的相似程度。It should be understood that the track of an IMEI is used to characterize the location of the IMEI at each of the multiple moments, and the server may base on the location of the first IMEI at each of the multiple moments and the location of the second IMEI at the multiple moments The location at each moment in the , to determine the trajectory similarity between the first IMEI and the second IMEI, the trajectory similarity between the first IMEI and the second IMEI is used to characterize the first IMEI The degree of similarity between the location at each moment in a time and the location of the second IMEI in each moment in a plurality of times.
可以理解的是,当第一IMEI在第一时刻对应第一小区时,说明该第一小区正在为该第一IMEI提供网络服务,该第一IMEI在第一时刻的位置与该第一小区的位置较为相近,此时,服务器可以将该第一小区的位置确定为该第一IMEI在第一时刻的位置。It can be understood that when the first IMEI corresponds to the first cell at the first moment, it means that the first cell is providing network services for the first IMEI, and the position of the first IMEI at the first moment is consistent with the location of the first cell The locations are relatively close. At this time, the server may determine the location of the first cell as the location of the first IMEI at the first moment.
在本发明实施例的一种实现方式中,服务器可以从该第一小区对应的基站中获取该第一小区的位置。In an implementation manner of the embodiment of the present invention, the server may acquire the location of the first cell from a base station corresponding to the first cell.
可以理解的是,一个IMEI包括多个字符,当第一IMEI与该第二IMEI的前i个字符相同时,说明该第一IMEI对应的终端型号与该第二IMEI对应的终端型号相同,此时,该服务器可以确定该同一终端型号对应的两个的轨迹是否相同。It can be understood that an IMEI includes multiple characters. When the first IMEI is the same as the first i characters of the second IMEI, it means that the terminal model corresponding to the first IMEI is the same as the terminal model corresponding to the second IMEI. , the server can determine whether the two trajectories corresponding to the same terminal model are the same.
可选地,第一IMEI可以由15位数字组成,其中,前6位为该IMEI的型号核准号码(type approval code,TAC),表示该第一IMEI对应的终端的机型,第7位和第8位为该IMEI的最后装配号(final assembly code,FAC),表示该第一IMEI对应的终端的产地,第9-14位为该IMEI的出厂序号(serial number,SNR)以及第15位为一个检验码。Optionally, the first IMEI may consist of 15 digits, wherein the first 6 digits are the type approval code (TAC) of the IMEI, indicating the model of the terminal corresponding to the first IMEI, and the 7th digit and The 8th digit is the final assembly code (FAC) of the IMEI, indicating the origin of the terminal corresponding to the first IMEI, the 9th-14th digit is the serial number (SNR) of the IMEI and the 15th digit is a check code.
示例性的,i可以等于8,该第一IMEI中的前8位字符与该第二IMEI的前8位字符相同,也可以理解为该第一IMEI的TAC与该第二IMEI的TAC相同,以及该第一IMEI的FAC与该第二IMEI的FAC相同,此时,服务器可以确定该第一IMEI对应的终端的机型与该第二IMEI对应的终端的机型相同,并且该第一IMEI对应的终端的产地与该第二IMEI对应的终端的产地相同,由于一个终端可能包括一个或多个IMEI,此时,服务器可以确定该第一IMEI对应的终端与该第二IMEI对应的终端可能为同一终端。Exemplarily, i may be equal to 8, the first 8 characters of the first IMEI are the same as the first 8 characters of the second IMEI, and it can also be understood that the TAC of the first IMEI is the same as the TAC of the second IMEI, And the FAC of the first IMEI is the same as the FAC of the second IMEI, at this time, the server can determine that the model of the terminal corresponding to the first IMEI is the same as the model of the terminal corresponding to the second IMEI, and the first IMEI The origin of the corresponding terminal is the same as the origin of the terminal corresponding to the second IMEI. Since a terminal may include one or more IMEIs, at this time, the server can determine that the terminal corresponding to the first IMEI and the terminal corresponding to the second IMEI may for the same terminal.
S103、在第一IMEI与第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,服务器确定第二IMEI属于第一终端。S103. In a case where the trajectory similarity between the first IMEI and the second IMEI is greater than or equal to a similarity threshold, the server determines that the second IMEI belongs to the first terminal.
其中,该第一终端为多个终端中与第一IMEI对应的终端。Wherein, the first terminal is a terminal corresponding to the first IMEI among the multiple terminals.
应理解,当该第一IMEI与第二IMEI之间的轨迹相似度大于或等于相似度阈值时,说明该第一IMEI与该第二IMEI之间的轨迹相似度较大,该同一终端型号对应的两个IMEI中,第一IMEI在多个时刻所在的多个位置中与该第二IMEI在多个时刻所在的多个位置中,相似的位置的数量较多,此时,该服务器可以确定该第一IMEI与该第二IMEI属于同一终端,又由于该第一IMEI对应的终端为第一终端,因此,该服务器可以确定该第二IMEI也属于该第一终端。It should be understood that when the track similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, it means that the track similarity between the first IMEI and the second IMEI is relatively large, and the same terminal model corresponds to Among the two IMEIs, the number of locations where the first IMEI is located at multiple times is similar to the number of locations where the second IMEI is located at multiple times is relatively large. At this time, the server can determine The first IMEI and the second IMEI belong to the same terminal, and since the terminal corresponding to the first IMEI is the first terminal, the server can determine that the second IMEI also belongs to the first terminal.
可以理解的是,当该第一IMEI与第二IMEI之间的轨迹相似度小于相似度阈值时,说明该第一IMEI与该第二IMEI之间的轨迹相似度较小,该同一终端型号对应的两个IMEI中,第一IMEI在多个时刻所在的多个位置中与该第二IMEI在多个时刻所在的多个位置中,相似的位置的数量较少,此时,该服务器可以确定该第一IMEI与该第二IMEI属于同一终端,It can be understood that when the track similarity between the first IMEI and the second IMEI is less than the similarity threshold, it means that the track similarity between the first IMEI and the second IMEI is small, and the same terminal model corresponds to Among the two IMEIs, the first IMEI is located at multiple locations at multiple times, and the number of locations similar to the second IMEI at multiple locations at multiple times is relatively small. At this time, the server can determine The first IMEI and the second IMEI belong to the same terminal,
在一种可选的实现方式中,服务器在确定该第一IMEI与该第二IMEI属于同一终端之后,可以基于第一MIEI的信令数据以及该第二IMEI的信令数据确定该终端基于该第一IMEI对应的SIM卡进行的相关业务较多,此时,该服务器可以对该第二IMEI对应的SIM卡进行业务推荐,例如赠送流量,增加通话时长等,来提升该终端对于该第二IMEI对应的SIM卡的使用率。In an optional implementation, after determining that the first IMEI and the second IMEI belong to the same terminal, the server may determine based on the signaling data of the first MIEI and the signaling data of the second IMEI that the terminal based on the The SIM card corresponding to the first IMEI carries out many related services. At this time, the server can recommend services for the SIM card corresponding to the second IMEI, such as donating traffic, increasing call duration, etc., to improve the terminal’s ability to use the second IMEI. The usage rate of the SIM card corresponding to the IMEI.
上述实施例提供的技术方案至少能够带来以下有益效果:由S101-S103可知,服务器可以获取多个终端的信令数据,然后基于该第一IMEI在每个时刻对应的小区以及该第二IMEI对应的小区确定该第一IMEI与该第二IMEI之间的轨迹相似度,该用于表征该第一IMEI在多个时刻中每个时刻所在的位置与该第二IMEI在多个时刻中每个时刻所在的位置之间的相似程度,在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,该服务器确定该第二IMEI属于第一终端,该第一终端为该第一IMEI对应的终端。本发明中,由于该第一IMEI与该第二IMEI的前i位字符相同,因此该第一IMEI对应的终端型号与该第二IMEI对应的终端型号相同,服务器在该同一终端型号对应的两个IMEI中,第一IMEI在多个时刻所在的多个位置中与该第二IMEI在多个时刻所在的多个位置中,相似的位置的数量较多时,确定该第二IMEI与该第一IMEI属于同一终端,可以准确的确定出该第一IMEI对应的数据与该第二IMEI对应的数据为同一终端的数据,提高终端识别的有效性。The technical solutions provided by the above embodiments can at least bring about the following beneficial effects: It can be seen from S101-S103 that the server can obtain signaling data of multiple terminals, and then based on the first IMEI at each time corresponding cell and the second IMEI The corresponding cell determines the trajectory similarity between the first IMEI and the second IMEI, which is used to characterize the location of the first IMEI at each of the multiple moments and the position of the second IMEI at each of the multiple moments. The degree of similarity between the positions at a moment, when the trajectory similarity between the first IMEI and the second IMEI is greater than or equal to the similarity threshold, the server determines that the second IMEI belongs to the first terminal, the second IMEI belongs to the first terminal, the second IMEI The first terminal is a terminal corresponding to the first IMEI. In the present invention, since the first IMEI is the same as the first i characters of the second IMEI, the terminal model corresponding to the first IMEI is the same as the terminal model corresponding to the second IMEI, and the server is in the same terminal model. Among the IMEIs, when the first IMEI is located in multiple positions at multiple times and the second IMEI is located in multiple positions at multiple times, if the number of similar positions is relatively large, it is determined that the second IMEI is similar to the first IMEI The IMEI belongs to the same terminal, and it can be accurately determined that the data corresponding to the first IMEI and the data corresponding to the second IMEI are data of the same terminal, thereby improving the validity of terminal identification.
在本发明实施例的一种实现方式中,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区,结合图1,如图2所示,上述服务器基于第一IMEI在每个时刻对应的小区以及该第二IMEI在每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,具体包括S1021-S1023。In an implementation manner of the embodiment of the present invention, the above-mentioned multiple moments are the moments included in the preset time period, and the signaling data includes multiple cells. Referring to FIG. 1, as shown in FIG. 2, the above-mentioned server based on the first The cell corresponding to the IMEI at each moment and the cell corresponding to the second IMEI at each moment determine the trajectory similarity between the first IMEI and the second IMEI, specifically including S1021-S1023.
S1021、服务器确定第一数量。S1021. The server determines the first quantity.
其中,该第一数量用于表征在该预设时间段内该第一IMEI与该第二IMEI在同一时刻对应相同的小区的次数。Wherein, the first number is used to represent the number of times that the first IMEI and the second IMEI correspond to the same cell at the same moment within the preset time period.
可以理解的是,该多个小区包括上述多个IMEI中每个IMEI在多个时刻中中每个时刻对应的小区。It can be understood that the plurality of cells includes a cell corresponding to each IMEI in the plurality of IMEIs at each moment in the plurality of moments.
应理解,当该第一IMEI与该第二IMEI在同一时刻对应的小区的次数相同时,说明该第一IMEI对应的终端所在的位置与该第二IMEI对应的终端所在的位置都在该小区的覆盖范围内,该第一IMEI的位置与该第二IIMEI的位置相同,或者该第一IMEI的位置与该第二IIMEI的位置之间的距离较近。It should be understood that when the first IMEI and the second IMEI correspond to the same cell at the same time, it means that the location of the terminal corresponding to the first IMEI and the location of the terminal corresponding to the second IMEI are both in the cell Within the coverage area, the location of the first IMEI is the same as that of the second IIMEI, or the distance between the location of the first IMEI and the location of the second IIMEI is relatively short.
可以理解的是,当该第一数量的值较大时,说明该第一IMEI预设时间段内在同一时刻对应相同的小区的次数较多,该第一IMEI对应的终端与该第二IMEI对应的终端在多个时刻中所在位置距离较近的次数较多,当该第一数量越大时,该服务器可以确定该第一IMEI的轨迹与该第二IMEI的轨迹越相似。It can be understood that when the value of the first number is larger, it means that the first IMEI corresponds to the same cell at the same moment more times within the preset time period, and the terminal corresponding to the first IMEI corresponds to the second IMEI The number of times that the terminal is located closer to each other at multiple moments is more, and when the first number is larger, the server may determine that the track of the first IMEI is more similar to the track of the second IMEI.
可选地,该第一IMEI的信令数据与该第二IIMEI的信令数据中可以包括小区的标识,服务器可以基于小区的标识确定该第一IMEI与该第二IMEI在同一时刻对应的相同的小区的次数。Optionally, the signaling data of the first IMEI and the signaling data of the second IIMEI may include the identity of the cell, and the server may determine that the first IMEI and the second IMEI correspond to the same time at the same time based on the identity of the cell. The number of districts.
示例性的,假设该预设时间段内有5个时刻,该第一IMEI在时刻1对应的小区为小区A,在时刻2对应的小区为小区A,在时刻3对应的小区为小区B,在时刻4对应的小区为小区C以及在时刻5对应的小区为小区D,该第二IMEI在时刻1对应的小区为小区E,在时刻2对应的小区为小区E,在时刻3对应的小区为小区B,在时刻4对应的小区为小区C以及在时刻5对应的小区为小区D,此时,服务器可以确定该第一IMEI与该第二IMEI在时刻3、时刻4以及时刻5对应了相同的小区,该3个时刻对应的小区分别为小区B、小区C以及小区D,如此,服务器确定该第一数量为3。Exemplarily, assuming that there are 5 times in the preset time period, the cell corresponding to the first IMEI at time 1 is cell A, the cell corresponding to time 2 is cell A, and the cell corresponding to time 3 is cell B, The corresponding cell at time 4 is cell C and the corresponding cell at time 5 is cell D, the second IMEI corresponds to cell E at time 1, the corresponding cell at time 2 is cell E, and the corresponding cell at time 3 is cell B, the corresponding cell at time 4 is cell C and the corresponding cell at time 5 is cell D, at this time, the server can determine that the first IMEI corresponds to the second IMEI at time 3, time 4 and time 5 For the same cell, the cells corresponding to the three moments are cell B, cell C, and cell D respectively, so the server determines that the first number is three.
在一种可选地实现方式中,该第一时刻还可以用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,该第二IIMEI在该第二时刻对应该第一小区的次数,该第一时刻与该第二时刻之间的差值小于或等于时长阈值。In an optional implementation manner, the first moment may also be used to indicate that within the preset time period, the first IMEI corresponds to the first cell at the first moment, and the second IIMEI corresponds to the cell at the second moment. The number of times in the first cell, the difference between the first moment and the second moment is less than or equal to the duration threshold.
可选地,该时长阈值可以为1分钟。Optionally, the duration threshold may be 1 minute.
可选地,该预设时间段可以为24小时。Optionally, the preset time period may be 24 hours.
S1022、服务器确定第二数量。S1022. The server determines the second quantity.
其中,该第二数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在该第一时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第一小区为该多个小区中的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值。Wherein, the second number is used to represent the number of times that the first IMEI corresponds to the first cell at the first moment and the second IMEI corresponds to the second cell at the first moment within the preset period of time. It is any one of the multiple moments, the first cell is any one of the multiple cells, and the distance between the second cell and the first cell is less than or equal to a distance threshold.
应理解,当该第二小区与该第一小区之间的距离小于或等于距离阈值时,说明该第二小区与第一小区之间的距离较近,当该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在该第一时刻对应第二小区时,说明该第一IMEI对应的终端与该第二IMEI对应的终端之间的距离也较近。It should be understood that when the distance between the second cell and the first cell is less than or equal to the distance threshold, it means that the distance between the second cell and the first cell is relatively short. When the first IMEI corresponds to If the first cell is the first cell, and the second IMEI corresponds to the second cell at the first moment, it means that the distance between the terminal corresponding to the first IMEI and the terminal corresponding to the second IMEI is relatively short.
示例性的,假设该预设时间段内有5个时刻,该第一IMEI在时刻1对应的小区为小区A,在时刻2对应的小区为小区A,在时刻3对应的小区为小区B,在时刻4对应的小区为小区C以及在时刻5对应的小区为小区D,该第二IMEI在时刻1对应的小区为小区E,在时刻2对应的小区为小区E,在时刻3对应的小区为小区B,在时刻4对应的小区为小区C以及在时刻5对应的小区为小区D,该小区A与该小区E之间的距离为100米,此时,服务器可以确定该第一IMEI与该第二IMEI在时刻1和时刻2对应了不同的小区,并且该小区A与该小区E之间的距离小于距离阈值,如此,服务器确定该第二数量为2。Exemplarily, assuming that there are 5 times in the preset time period, the cell corresponding to the first IMEI at time 1 is cell A, the cell corresponding to time 2 is cell A, and the cell corresponding to time 3 is cell B, The corresponding cell at time 4 is cell C and the corresponding cell at time 5 is cell D, the second IMEI corresponds to cell E at time 1, the corresponding cell at time 2 is cell E, and the corresponding cell at time 3 is cell B, the corresponding cell at time 4 is cell C and the corresponding cell at time 5 is cell D, the distance between the cell A and the cell E is 100 meters, at this time, the server can determine the first IMEI and The second IMEI corresponds to different cells at time 1 and time 2, and the distance between the cell A and the cell E is smaller than the distance threshold, so the server determines that the second number is 2.
在本发明实施例的一种实现方式中,该第一IMEI与该第二IMEI在同一时刻对应的小区的网络制式不同,导致该第一IMEI与该第二IMEI在同一时刻对应的小区的标识不同,例如,该第一小区为5G小区,该第二小区为4G小区。In an implementation of the embodiment of the present invention, the network standard of the cell corresponding to the first IMEI and the second IMEI at the same time is different, resulting in the identity of the cell corresponding to the first IMEI and the second IMEI at the same time Different, for example, the first cell is a 5G cell, and the second cell is a 4G cell.
在一种可选地实现方式中,该第一小区对应的运营商与该第二小区对应的运营商可能不同,导致该第一IIMEI与该第二IMEI在同一时刻对应的小区的标识不同。In an optional implementation manner, the operator corresponding to the first cell may be different from the operator corresponding to the second cell, resulting in different identifiers of cells corresponding to the first IIMEI and the second IMEI at the same time.
可选地,该距离阈值可以为200米。Optionally, the distance threshold may be 200 meters.
S1023、服务器基于第一数量以及第二数量,确定第一IMEI与第二IMEI之间的轨迹相似度。S1023. The server determines the track similarity between the first IMEI and the second IMEI based on the first quantity and the second quantity.
在本发明实施例的一种实现方式中,该服务器可以将该第一数量与该第二数量之间的和,确定为该第一IMEI与该第二IMEI之间的轨迹相似度。In an implementation manner of the embodiment of the present invention, the server may determine the sum of the first number and the second number as the track similarity between the first IMEI and the second IMEI.
在一种可选地实现方式中,该服务器也可以为该第一数量分配第一权重参数,为该第二数量分配第二权重参数,然后该第一乘积与第二乘积之间的和确定为该第一IMEI与该第二IMEI之间的轨迹相似度,其中,该第一乘积为该第一数量与该第一权重参数之间的乘积,该第二乘积为该第二数量与该第二权重参数之间的乘积。In an optional implementation manner, the server may also allocate a first weight parameter to the first quantity, and a second weight parameter to the second quantity, and then determine the sum of the first product and the second product is the trajectory similarity between the first IMEI and the second IMEI, wherein the first product is the product of the first quantity and the first weight parameter, and the second product is the second quantity and the The product between the second weight parameters.
需要说明的是,此时上述相似度阈值可以理解为数量阈值。It should be noted that at this time, the above similarity threshold can be understood as a quantity threshold.
在本发明实施例的一种实现方式中,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区,结合图1,如图3所示,上述服务器基于第一IMEI在每个时刻对应的小区以及该第二IMEI在每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,具体还包括S1024-S1025。In an implementation manner of the embodiment of the present invention, the above-mentioned multiple moments are the moments included in the preset time period, and the signaling data includes multiple cells. Referring to FIG. 1 , as shown in FIG. 3 , the above-mentioned server based on the first The cell corresponding to the IMEI at each moment and the cell corresponding to the second IMEI at each moment determine the trajectory similarity between the first IMEI and the second IMEI, specifically including S1024-S1025.
S1024、服务器确定第三数量。S1024. The server determines the third quantity.
其中,该第三数量用于表征在预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IIMEI在第二时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第二时刻与该第一时刻之间的差值小于或等于时长阈值,该第一小区为多个小区中的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值。Wherein, the third number is used to represent the number of times that the first IMEI corresponds to the first cell at the first moment and the second IIMEI corresponds to the second cell at the second moment within the preset time period, and the first moment is the Any one of multiple moments, the difference between the second moment and the first moment is less than or equal to the duration threshold, the first cell is any one of multiple cells, the second cell and the first cell The distance between is less than or equal to the distance threshold.
可以理解的是,当该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IIMEI在第二时刻对应第二小区时,并且该第一小区与该第二小区之间的距离小于或等于距离阈值,并且该第一时刻与该第二时刻之间的差值小于或等于时长阈值时,说明该第一IMEI与该第二IMEI在相近的时刻所在的位置相近,当该第三数量较大时,说明预设时间段内该第一IMEI与该第二IMEI的轨迹较为相似。It can be understood that when the first IMEI corresponds to the first cell at the first moment and the second IIMEI corresponds to the second cell at the second moment within the preset time period, and the first cell and the second cell When the distance between the first IMEI and the second IMEI is less than or equal to the distance threshold, and the difference between the first moment and the second moment is less than or equal to the duration threshold, it means that the first IMEI and the second IMEI are at similar positions at similar times , when the third number is larger, it means that the trajectories of the first IMEI and the second IMEI are relatively similar within the preset time period.
S1025、服务器基于第三数量,确定第一IMEI与第二IMEI之间的轨迹相似度。S1025. The server determines the track similarity between the first IMEI and the second IMEI based on the third quantity.
可以理解的是,当该第三数量越大时,说明该第一IMEI与该第二IMEI之间的轨迹越相似,此时,服务器可以将该第三数量确定为该第一IMEI与该第二IMEI之间的轨迹相似度,进而当该第三数量大于相似度阈值时,该服务器可以确定该第二IMEI属于第一终端。It can be understood that when the third number is larger, it means that the trajectory between the first IMEI and the second IMEI is more similar. At this time, the server can determine the third number as the first IMEI and the second IMEI. The track similarity between the two IMEIs, and further, when the third number is greater than the similarity threshold, the server may determine that the second IMEI belongs to the first terminal.
在另一种可选地实现方式中,该服务器还可以确定第四数量,该第四数量为该第一IMEI在预设时间段内对应的信令数据中包括的多个时刻的数量,然后将第三数量与该第四数量之间的比值,确定为该第一IMEI与该第二IMEI之间的轨迹相似度,此时,该相似度阈值为一个百分比,示例性的,该相似度阈值为80%。In another optional implementation manner, the server may also determine a fourth number, where the fourth number is the number of times included in the signaling data corresponding to the first IMEI within a preset time period, and then The ratio between the third number and the fourth number is determined as the trajectory similarity between the first IMEI and the second IMEI. At this time, the similarity threshold is a percentage. Exemplarily, the similarity The threshold is 80%.
在本发明实施例的一种实现方式中,上述多个时刻为预设时间段内包括的时刻,该预设时间段包括M个时间区间,M为大于或等于2的整数,结合图1,如图4所示,在上述服务器获取多个终端的信令数据之后,该终端识别方法还包括S1026-S1027。In an implementation manner of the embodiment of the present invention, the above-mentioned multiple moments are moments included in a preset time period, and the preset time period includes M time intervals, where M is an integer greater than or equal to 2. Referring to FIG. 1, As shown in FIG. 4 , after the server acquires signaling data of multiple terminals, the terminal identification method further includes S1026-S1027.
S1026、服务器基于第一IMEI在每个时刻对应的小区以及第二IMEI在每个时刻对应的小区,确定N个时间区间。S1026. The server determines N time intervals based on the cell corresponding to the first IMEI at each moment and the cell corresponding to the second IMEI at each moment.
其中,该第一IMEI在N个时间区间中给每个时间区间对应的常驻小区与该第二IMEI在该每个时间区间对应的常驻小区相同,N为大于或等于1的整数。Wherein, the resident cell corresponding to each time interval of the first IMEI in the N time intervals is the same as the resident cell corresponding to the second IMEI in each time interval, and N is an integer greater than or equal to 1.
应理解,一个IMEI在一个时间区间内的常驻小区为该一个IMEI在该时间区间内的信令数据包括的小区标识中,小区标识的数量较多的小区。It should be understood that the resident cell of an IMEI in a time interval is the cell with a larger number of cell identities among the cell identities included in the signaling data of the IMEI in the time interval.
示例性的,该第一IMEI在时间区间1内包括对应5个时刻,该5个时刻对应的小区标识分别为小区A、小区B、小区C、小区A以及小区A,此时,服务器确定该第一IMEI在时间区间1内的常驻小区为小区A。Exemplarily, the first IMEI includes 5 time points corresponding to time interval 1, and the cell identities corresponding to the 5 time points are cell A, cell B, cell C, cell A, and cell A. At this time, the server determines that the The resident cell of the first IMEI in time interval 1 is cell A.
可以理解的是,当该第一IMEI在第一时间区间对应的常驻小区与该第二IMEI在该第一时间区间对应的常驻小区相同时,说明该第一IMEI在该第一时间区间内所在的位置与该第二IMEI在该第一时间区间内所在的位置相似,当该N的值越大时,说明该第一IMEI与该第二IMEI的位置越相似。It can be understood that when the resident cell corresponding to the first IMEI in the first time interval is the same as the resident cell corresponding to the second IMEI in the first time interval, it means that the first IMEI is in the first time interval The position within is similar to the position of the second IMEI in the first time interval. When the value of N is larger, it means that the positions of the first IMEI and the second IMEI are more similar.
需要说明的是,该M个时间区间中,每个时间区间包括至少两个时刻。It should be noted that, among the M time intervals, each time interval includes at least two moments.
S1027、服务器基于N以及M,确定第一IMEI与第二IMEI之间的轨迹相似度。S1027. Based on N and M, the server determines the track similarity between the first IMEI and the second IMEI.
可以理解的是,该第一IMEI与第二IMEI之间的轨迹相似度还可以用于表征预设时间段内该第一IMEI的常驻小区与该第二IMEI所在的常驻小区之间的相似度。It can be understood that the trajectory similarity between the first IMEI and the second IMEI can also be used to characterize the relationship between the resident cell of the first IMEI and the resident cell of the second IMEI within a preset time period. similarity.
在本发明实施例的一种实现方式中,该服务器可以将N与M的比值确定为第一IMEI与第二IMEI之间的轨迹相似度,此时,该相似度阈值为比值阈值。In an implementation manner of the embodiment of the present invention, the server may determine the ratio of N to M as the track similarity between the first IMEI and the second IMEI, and at this time, the similarity threshold is the ratio threshold.
示例性的,假设预设时间段为24小时,该预设时间段内包括4个时间区间,分别为8:00-12:00,12:00-18:00,18:00-22:00以及22:00-8:00,第一IMEI在8:00-12:00的常驻小区为小区A,第二IMEI在8:00-12:00的常驻小区也为小区A,第一IMEI在12:00-18:00的常驻小区为小区A,第二IMEI在12:00-18:00的常驻小区也为小区A,第一IMEI在18:00-22:00的常驻小区为小区B,第二IMEI在18:00-22:00的常驻小区为小区D,第一IMEI在22:00-8:00的常驻小区为小区C,第二IMEI在22:00-8:00的常驻小区也为小区C,此时,服务器可以确定M为4,N为3,并且确定该轨迹相似度为75%。Exemplarily, assuming that the preset time period is 24 hours, the preset time period includes 4 time intervals, namely 8:00-12:00, 12:00-18:00, and 18:00-22:00 And 22:00-8:00, the resident cell with the first IMEI between 8:00-12:00 is cell A, the resident cell with the second IMEI between 8:00-12:00 is also cell A, the first The resident cell with the IMEI between 12:00-18:00 is cell A, the resident cell with the second IMEI between 12:00-18:00 is also cell A, and the resident cell with the first IMEI between 18:00-22:00 The resident cell is cell B, the resident cell with the second IMEI between 18:00-22:00 is cell D, the resident cell with the first IMEI between 22:00-8:00 is cell C, and the second IMEI is between 22:00 The resident cell from 00 to 8:00 is also cell C. At this time, the server may determine that M is 4, N is 3, and the trajectory similarity is 75%.
在一种可选地实现方式中,一个时间区间可以理解为一个时间周期,该时间周期可以为24小时(即一天),该预设时间段内可以包括M个时间周期,服务器可以确定第一IMEI每天的常驻小区以及该第二IMEI每天的常驻小区,以及将该第一IMEI每天的常驻小区以及该第二IMEI每天的常驻小区相同的天数确定为轨迹相似度。In an optional implementation manner, a time interval can be understood as a time period, and the time period can be 24 hours (that is, one day), and the preset time period can include M time periods, and the server can determine the first The daily resident cell of the IMEI and the daily resident cell of the second IMEI, and the number of days on which the daily resident cell of the first IMEI and the daily resident cell of the second IMEI are the same are determined as trajectory similarity.
结合上述实施例的描述,应理解,一个IMEI在一个时刻对应一个SIM卡,在一种可选地实现方式中,该预设时间段内还包括一个目标时刻,该目标时刻为同一SIM卡对应的IMEI变更的时刻,具体的,该目标时刻之间,该SIM对应的IMEI为第一IMEI,该目标时刻之后,该SIM卡对应的IMEI为第二IMEI,此时,服务器可以确定该第一IMEI该预设时间段中在该目标时刻之前的多个时间区间中每个时间区间对应的的常驻小区,以及该第二IMEI该预设时间段中在该目标时刻之前的多个时间区间中每个时间区间对应的的常驻小区,然后确定目标数值,当该目标数值大于或等于数值阈值的情况下,服务器确定该SIM卡对应的终端不变,并且确定该SIM卡在该目标时刻更换了卡槽。In conjunction with the description of the above embodiments, it should be understood that one IMEI corresponds to one SIM card at one time, and in an optional implementation, the preset time period also includes a target time, and the target time corresponds to the same SIM card. Specifically, between the target time, the IMEI corresponding to the SIM is the first IMEI, and after the target time, the IMEI corresponding to the SIM card is the second IMEI. At this time, the server can determine the first IMEI The resident cell corresponding to each of the multiple time intervals before the target time in the preset time period of the IMEI, and the multiple time intervals of the second IMEI in the preset time range before the target time The resident cell corresponding to each time interval, and then determine the target value. When the target value is greater than or equal to the value threshold, the server determines that the terminal corresponding to the SIM card remains unchanged, and determines that the SIM card is at the target time The card slot has been replaced.
示例性的,该第一SIM卡在该目标时刻之前,每天的8:00-12:00的常驻小区为A,每天的22:00-8:00的常驻小区为B,在该目标时刻之后,每天的8:00-12:00的常驻小区为A,每天的22:00-8:00的常驻小区为B,此时,服务器可以确定该SIM卡在该目标时刻更换了卡槽,并且确定该第一IMEI与该第二IMEI属于同一终端。Exemplarily, before the target time, the resident cell of the first SIM card is A at 8:00-12:00 every day, and B is the resident cell at 22:00-8:00 every day. After the time, the resident cell of 8:00-12:00 every day is A, and the resident cell of 22:00-8:00 every day is B. At this time, the server can determine that the SIM card has been replaced at the target time card slot, and determine that the first IMEI and the second IMEI belong to the same terminal.
本发明实施例可以根据上述方法示例对服务器等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,本发明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。The embodiment of the present invention can divide the functional modules of the server etc. according to the above method example, for example, each functional module can be divided corresponding to each function, or two or more functions can 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 invention is schematic, and is only a logical function division, and there may be another division manner 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5示出了上述实施例中所涉及的终端识别装置的一种可能的结构示意图,如图5所示,终端识别装置10可以包括:获取模块101和确定模块102。In the case of dividing each functional module corresponding to each function, FIG. 5 shows a possible structural diagram of the terminal identification device involved in the above embodiment. As shown in FIG. 5 , the
获取模块101,用于获取多个终端的信令数据,该信令数据包括多个IMEI、多个IMEI中每个IMEI在多个时刻中每个时刻对应的小区。The obtaining
确定模块102,用于基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定该第一IMEI与该第二IMEI之间的轨迹相似度,该第一IMEI为该多个IMEI中的一个,该第二IMEI中前i个字符与该第一IMEI中前i个字符相同,i为大于或等于1的整数。The determining
确定模块102,还用于在该第一IMEI与该第二IMEI之间的轨迹相似度大于或等于相似度阈值的情况下,确定该第二IMEI属于第一终端,该第一终端为该多个终端中与该第一IMEI对应的终端。The
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区。Optionally, the foregoing multiple moments are moments included in a preset time period, and the signaling data includes multiple cells.
确定模块102,具体用于确定第一数量,该第一数量用于表征在该预设时间段内该第一IMEI与该第二IMEI在同一时刻对应相同的小区的次数。The
确定模块102,具体用于确定第二数量,该第二数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在该第一时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值。The
确定模块102,具体用于基于该第一数量以及该第二数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。The
可选地,上述多个时刻为预设时间段内包括的时刻,该信令数据包括多个小区。Optionally, the foregoing multiple moments are moments included in a preset time period, and the signaling data includes multiple cells.
确定模块102,具体还用于确定第三数量,该第三数量用于表征在该预设时间段内该第一IMEI在第一时刻对应第一小区,并且该第二IMEI在第二时刻对应第二小区的次数,该第一时刻为该多个时刻中的任一个,该第二时刻与该第一时刻之间的差值小于或等于时长阈值,该第一小区为该多个小区的任一个,该第二小区与该第一小区之间的距离小于或等于距离阈值。The determining
确定模块102,具体还用于基于该第三数量,确定该第一IMEI与该第二IMEI之间的轨迹相似度。The determining
可选地,上述多个时刻为预设时间段内包括的时刻,该预设时间段包括M个时间区间,M为大于或等于2的整数。Optionally, the above multiple moments are moments included in a preset time period, and the preset time period includes M time intervals, where M is an integer greater than or equal to 2.
确定模块102,具体还用于基于第一IMEI在该每个时刻对应的小区以及第二IMEI在该每个时刻对应的小区,确定N个时间区间,该第一IMEI在该N个时间区间中每个时间区间对应的常驻小区与该第二IMEI在该每个时间区间对应的常驻小区相同,N为大于或等于1的整数。The determining
确定模块102,具体还用于基于N以及M,确定该第一IMEI与该第二IMEI之间的轨迹相似度。The
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终端识别装置的一种可能的结构示意图。如图6所示,终端识别装置20可以包括:处理模块201和通信模块202。处理模块201可以用于对终端识别装置20的动作进行控制管理。通信模块202可以用于支持终端识别装置20与其他实体的通信。可选地,如图6所示,该终端识别装置20还可以包括存储模块203,用于存储终端识别装置20的程序代码和数据。In the case of using an integrated unit, FIG. 6 shows a possible structural diagram of the terminal identification device involved in the above embodiment. As shown in FIG. 6 , the
其中,处理模块201可以是处理器或控制器。通信模块202可以是收发器、收发电路或通信接口等。存储模块203可以是存储器。Wherein, the
其中,当处理模块201为处理器,通信模块202为收发器,存储模块203为存储器时,处理器、收发器和存储器可以通过总线连接。总线可以是外设部件互连标准(peripheralcomponent interconnect,PCI)总线或扩展工业标准结构(extended industry standardarchitecture,EISA)总线等。总线可以分为地址总线、数据总线、控制总线等。Wherein, when the
应理解,在本发明的各种实施例中,上述各过程的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应对本发明实施例的实施过程构成任何限定。It should be understood that in various embodiments of the present invention, the sequence numbers of the above-mentioned processes do not mean the order of execution, and the execution order of each process should be determined by its functions and internal logic, rather than by the embodiment of the present invention. The implementation process constitutes any limitation.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,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发明的范围。Those skilled in the art can appreciate that the units and algorithm steps of the examples described in conjunction with the embodiments disclosed herein can be implemented by electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are executed by hardware or software depends on the specific application and design constraints of the technical solution. Skilled artisans 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 invention.
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,上述描述的系统、装置和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that for the convenience and brevity of the description, the specific working process of the above-described system, device and unit can refer to the corresponding process in the foregoing method embodiment, which will not be repeated here.
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或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。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 units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place, or may be distributed to multiple network units. Part or all of the units can be selected according to actual needs to achieve the purpose of the solution of this embodiment.
在上述实施例中,可以全部或部分地通过软件、硬件、固件或者其任意组合来实现。当使用软件程序实现时,可以全部或部分地以计算机程序产品的形式来实现。该计算机程序产品包括一个或多个计算机指令。在计算机上加载和执行计算机程序指令时,全部或部分地产生按照本发明实施例所述的流程或功能。所述计算机可以是通用计算机、专用计算机、计算机网络、或者其他可编程装置。所述计算机指令可以存储在计算机可读存储介质中,或者从一个计算机可读存储介质向另一个计算机可读存储介质传输,例如,所述计算机指令可以从一个网站站点、计算机、服务器或者数据中心通过有线(例如同轴电缆、光纤、数字用户终端线(Digital Subscriber Line,DSL))或无线(例如红外、无线、微波等)方式向另一个网站站点、计算机、服务器或数据中心进行传输。所述计算机可读存储介质可以是计算机能够存取的任何可用介质或者是包含一个或多个可以用介质集成的服务器、数据中心等数据存储设备。所述可用介质可以是磁性介质(例如,软盘、硬盘、磁带),光介质(例如,DVD)、或者半导体介质(例如固态硬盘(Solid State Disk,SSD))等。In the above embodiments, all or part of them may be implemented by software, hardware, firmware or any combination thereof. When implemented using a software program, it may be implemented in whole or in part in the form of a computer program product. The computer program product includes one or more computer instructions. When the computer program instructions are loaded and executed on the computer, the processes or functions according to the embodiments of the present invention will be generated in whole or in part. The computer can be a general purpose computer, a special purpose computer, a computer network, or other programmable devices. The computer instructions may be stored in or transmitted from one computer-readable storage medium to another computer-readable storage medium, for example, the computer instructions may be transmitted from a website, computer, server, or data center Transmission to another website site, computer, server or data center by wired (such as coaxial cable, optical fiber, Digital Subscriber Line (DSL)) or wireless (such as infrared, wireless, microwave, etc.). The computer-readable storage medium may be any available medium that can be accessed by a computer, or may be a data storage device including one or more servers, data centers, etc. that can be integrated with the medium. The available medium may be a magnetic medium (such as a floppy disk, a hard disk, or a magnetic tape), an optical medium (such as a DVD), or a semiconductor medium (such as a solid state disk (Solid State Disk, SSD)), etc.
以上所述,仅为本发明的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本发明的保护范围之内。因此,本发明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 embodiment of the present invention, but the scope of protection of the present invention is not limited thereto. Anyone skilled in the art can easily think of changes or substitutions within the technical scope disclosed in the present invention. Should be covered within the protection scope of the present invention. Therefore, the protection scope of the present invention should be determined by the protection scope of the claims.
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