CN109005046A - Complaint handling method and system - Google Patents
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- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/50—Network service management, e.g. ensuring proper service fulfilment according to agreements
- H04L41/5061—Network service management, e.g. ensuring proper service fulfilment according to agreements characterised by the interaction between service providers and their network customers, e.g. customer relationship management
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- H04L41/50—Network service management, e.g. ensuring proper service fulfilment according to agreements
- H04L41/5061—Network service management, e.g. ensuring proper service fulfilment according to agreements characterised by the interaction between service providers and their network customers, e.g. customer relationship management
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Abstract
本发明提供了一种投诉处理方法和系统。该投诉处理方法包括:提取与投诉工单相关联的终端用户在预定时段内的呼叫详细记录;对呼叫详细记录中的与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据进行匹配;以及基于与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据,分析终端用户的投诉原因。根据本发明实施例的投诉处理方法和系统,可以追溯与投诉工单所针对的呼叫场景相关联的测量报告数据和信令数据,从而可以基于追溯到的测量报告数据和信令数据自动分析终端用户的投诉原因。
The invention provides a complaint handling method and system. The complaint handling method includes: extracting call detail records of end users associated with complaint work orders within a predetermined period of time; measuring report data, control plane data, and user plane data associated with each call process in the call detail records performing matching; and analyzing the cause of the end user's complaint based on the measurement report data, control plane data, and user plane data associated with each call process. According to the complaint handling method and system of the embodiments of the present invention, the measurement report data and signaling data associated with the call scene targeted by the complaint work order can be traced, so that the terminal can be automatically analyzed based on the traced measurement report data and signaling data The reason for the user's complaint.
Description
技术领域technical field
本发明涉及通信领域,更具体地涉及一种投诉处理方法和系统。The present invention relates to the communication field, and more particularly relates to a complaint handling method and system.
背景技术Background technique
目前,电信运营商主要通过人工回访用户、人工提取相关网元的话务统计数据等人工处理来对用户的投诉原因进行分析和定位。然而,常规的投诉处理流程主要存在以下问题:主要依靠人工处理,效率低,资源浪费大;无法复现用户投诉所针对的场景;投诉流程总体耗时长,无法满足投诉处理的时限要求,用户满意度差。At present, telecom operators mainly analyze and locate the cause of user complaints through manual processing such as manual return visits to users and manual extraction of traffic statistics from relevant network elements. However, the conventional complaint handling process mainly has the following problems: it mainly relies on manual processing, which is inefficient and wastes resources; it cannot reproduce the scene targeted by user complaints; Poor degree.
发明内容Contents of the invention
鉴于以上所述的一个或多个问题,本发明提供了一种投诉处理方法和系统。In view of one or more problems described above, the present invention provides a complaint handling method and system.
根据本发明实施例的投诉处理方法,包括:提取与投诉工单相关联的终端用户在预定时段内的呼叫详细记录;对呼叫详细记录中的与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据进行匹配;以及基于与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据,分析终端用户的投诉原因。The complaint handling method according to the embodiment of the present invention includes: extracting the call detail record of the terminal user associated with the complaint work order within a predetermined period of time; data, and user plane data; and based on the measurement report data associated with each call process, control plane data, and user plane data, analyze the cause of the end user's complaint.
根据本发明实施例的投诉处理系统,包括:记录提取单元,被配置为提取与投诉工单相关联的终端用户在预定时段内的呼叫详细记录;数据匹配单元,被配置为对呼叫详细记录中的与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据进行匹配;以及原因分析单元,被配置为基于与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据,分析终端用户的投诉原因。The complaint handling system according to an embodiment of the present invention includes: a record extracting unit configured to extract call detail records of end users associated with complaint work orders within a predetermined period; a data matching unit configured to extract call detail records in the call detail records The measurement report data, control plane data, and user plane data associated with each call process are matched; and the cause analysis unit is configured to be based on the measurement report data, control plane data, and user plane data associated with each call process Data to analyze the reasons for end-user complaints.
根据本发明实施例的投诉处理方法和系统,可以追溯与投诉工单所针对的呼叫场景相关联的测量报告数据和信令数据,从而可以基于追溯到的测量报告数据和信令数据自动分析终端用户的投诉原因。According to the complaint handling method and system of the embodiments of the present invention, the measurement report data and signaling data associated with the call scene targeted by the complaint work order can be traced, so that the terminal can be automatically analyzed based on the traced measurement report data and signaling data The reason for the user's complaint.
附图说明Description of drawings
通过阅读以下参照附图对非限制性实施例所作的详细描述,本发明的其它特征、目的和优点将会变得更明显,其中,相同或相似的附图标记表示相同或相似的特征。Other characteristics, objects and advantages of the present invention will become more apparent by reading the following detailed description of non-limiting embodiments with reference to the accompanying drawings, wherein the same or similar reference numerals represent the same or similar features.
图1示出了根据本发明实施例的投诉处理方法的流程图;Fig. 1 shows a flowchart of a complaint handling method according to an embodiment of the present invention;
图2示出了根据本发明实施例的投诉处理系统的结构框图;Fig. 2 shows a structural block diagram of a complaint handling system according to an embodiment of the present invention;
图3示出了测量报告数据、控制面数据、用户面数据的示例匹配图;Figure 3 shows an example matching graph of measurement report data, control plane data, and user plane data;
图4是示出能够实现根据本发明实施例的投诉处理方法和系统的计算设备的示例性硬件架构的结构图。FIG. 4 is a block diagram illustrating an exemplary hardware architecture of a computing device capable of implementing the complaint handling method and system according to an embodiment of the present invention.
具体实施方式Detailed ways
下面将详细描述本发明的各个方面的特征和示例性实施例。在下面的详细描述中,提出了许多具体细节,以便提供对本发明的全面理解。但是,对于本领域技术人员来说很明显的是,本发明可以在不需要这些具体细节中的一些细节的情况下实施。下面对实施例的描述仅仅是为了通过示出本发明的示例来提供对本发明的更好的理解。本发明决不限于下面所提出的任何具体配置和算法,而是在不脱离本发明的精神的前提下覆盖了元素、部件和算法的任何修改、替换和改进。在附图和下面的描述中,没有示出公知的结构和技术,以便避免对本发明造成不必要的模糊。Features and exemplary embodiments of various aspects of the invention will be described in detail below. In the following detailed description, numerous specific details are set forth in order to provide a thorough understanding of the present invention. It will be apparent, however, to one skilled in the art that the present invention may be practiced without some of these specific details. The following description of the embodiments is only to provide a better understanding of the present invention by showing examples of the present invention. The present invention is by no means limited to any specific configurations and algorithms presented below, but covers any modification, substitution and improvement of elements, components and algorithms without departing from the spirit of the invention. In the drawings and the following description, well-known structures and techniques have not been shown in order to avoid unnecessarily obscuring the present invention.
通常,常规的投诉处理流程主要存在以下问题:主要依靠人工处理,效率低,资源浪费大;无法复现用户投诉所针对的场景;投诉流程总体耗时长,无法满足投诉处理的时限要求,用户满意度差。Usually, the conventional complaint handling process mainly has the following problems: it mainly relies on manual processing, which is inefficient and wastes resources; it cannot reproduce the scene targeted by user complaints; Poor degree.
因此,本发明提出了一种投诉处理方法和系统,可以自动处理投诉工单、分析投诉原因,从而可以减少投诉流程总体耗时,提高用户满意度。下面,结合附图详细描述根据本发明实施例的投诉处理方法和系统。Therefore, the present invention proposes a complaint handling method and system, which can automatically process complaint work orders and analyze complaint reasons, thereby reducing the overall time-consuming complaint process and improving user satisfaction. Below, the complaint handling method and system according to the embodiments of the present invention will be described in detail with reference to the accompanying drawings.
图1示出了根据本发明实施例的投诉处理方法的流程图。如图1所示,投诉处理方法100包括:S102,提取与投诉工单相关联的终端用户在预定时段内的呼叫详细记录(CallDetailed Record,简称CDR);S104,对终端用户的呼叫详细记录中的与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据进行匹配;以及S106,基于与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据,分析终端用户的投诉原因。这里,可以每个预定时间间隔在专门用于存储投诉工单的工单存储单元查找新的投诉工单,并在存在新的投诉工单的情况下获取该新的投诉工单进行处理。Fig. 1 shows a flowchart of a complaint handling method according to an embodiment of the present invention. As shown in Figure 1, the complaint handling method 100 includes: S102, extracting the call detailed record (CallDetailed Record, referred to as CDR) of the terminal user associated with the complaint work order within a predetermined period of time; Match the measurement report data, control plane data, and user plane data associated with each call process; and S106, based on the measurement report data, control plane data, and user plane data associated with each call process, analyze the end user reason for the complaint. Here, a new complaint work order may be searched in the work order storage unit specially used for storing complaint work orders every predetermined time interval, and if there is a new complaint work order, the new complaint work order may be acquired for processing.
根据本发明实施例的投诉处理方法,可以追溯与投诉工单所针对的呼叫场景相关联的测量报告数据和信令数据,从而可以基于追溯到的测量报告数据和信令数据自动分析终端用户的投诉原因。According to the complaint handling method of the embodiment of the present invention, the measurement report data and signaling data associated with the call scene targeted by the complaint work order can be traced back, so that the terminal user's Reason for Complaint.
在一些实施例中,可以利用终端用户的国际移动用户识别码(InternationalMobile Subscriber Identification Number,简称IMSI)在投诉工单所对应的电信运营商系统中提取终端用户的呼叫详细记录;如果在投诉工单所对应的电信运营商系统中没有提取出终端用户的呼叫详细记录,则可以利用终端用户的国际移动用户识别码在与投诉工单所对应的电信运营商系统归属于同一群组的一个或多个其他电信运营商系统中提取终端用户的呼叫详细记录(即,执行步骤S108)。例如,投诉工单是在A市生成的,则首先利用终端用户的IMSI在A市的电信运营商系统中提取终端用户的呼叫详细记录;如果在A市的电信运营商系统中没有提取出终端用户的呼叫详细记录,则在A市所在省的其他地市的电信运营商系统中提取终端用户的呼叫详细记录。In some embodiments, the terminal user's call detail record can be extracted in the telecom operator system corresponding to the complaint work order by using the terminal user's International Mobile Subscriber Identification Number (IMSI for short); if in the complaint work order If there is no call detail record of the terminal user extracted from the corresponding telecom operator system, the terminal user’s International Mobile Subscriber Identity can be used to register one or more calls in the same group as the telecom operator system corresponding to the complaint work order. Extract the call detail records of the end user from the system of another telecom operator (that is, execute step S108). For example, if the complaint work order is generated in city A, first use the terminal user's IMSI to extract the call detail records of the terminal user in the telecom operator system of city A; For the user's call detail records, the end user's call detail records are extracted from the telecom operator systems of other cities in the province where city A is located.
在一些实施例中,终端用户的呼叫详细记录可以包括与终端用户相关联的测量报告(Measurement Report,简称MR)数据、用户面数据、以及控制面数据。其中,用户面数据可以从电信运营商系统中的S1接口用户平面(S1U)或者2G用户平面获取,控制面数据可以从电信运营商系统中的S1移动性管理实体(Mobility Management Entity,简称MME)或者2G控制面获取。In some embodiments, the call detail record of the end user may include measurement report (Measurement Report, MR for short) data associated with the end user, user plane data, and control plane data. Among them, the user plane data can be obtained from the S1 interface user plane (S1U) or 2G user plane in the telecom operator system, and the control plane data can be obtained from the S1 Mobility Management Entity (MME) in the telecom operator system Or 2G control plane acquisition.
在一些实施例中,可以对呼叫详细记录中的与各个呼叫过程相关联的测量报告数据和控制面数据进行匹配,对呼叫详细记录中的与各个呼叫过程相关联的控制面数据和用户面数据进行匹配,从而实现与各个呼叫过程相关联的测量报告数据、用户面数据、以及控制面数据的匹配。In some embodiments, the measurement report data and control plane data associated with each call process in the call detail record can be matched, and the control plane data and user plane data associated with each call process in the call detail record can be matched. Matching is performed, so as to realize the matching of measurement report data, user plane data, and control plane data associated with each call process.
图3示出了测量报告数据、控制面数据、用户面数据的示例匹配图。在图3所示的示例中,控制面数据是S1-MME数据,用户面数据是S1-U数据,具体匹配过程如下:Fig. 3 shows an example matching graph of measurement report data, control plane data, and user plane data. In the example shown in Figure 3, the control plane data is S1-MME data, and the user plane data is S1-U data. The specific matching process is as follows:
首先,关联测量报告数据和控制面数据,这两类数据的关联关键字主要是时间戳、MME code、MME Group ID、Cellid、S1AP UEID。通过以上关键字的联合筛选就能够唯一确定测量报告数据和S1-MME接口数据的对应关系,实现数据关联,并回填关键的用户信息字段。First, correlate the measurement report data with the control plane data. The associated keywords of these two types of data are mainly timestamp, MME code, MME Group ID, Cellid, and S1AP UEID. Through the joint screening of the above keywords, the corresponding relationship between the measurement report data and the S1-MME interface data can be uniquely determined, data association is realized, and key user information fields are backfilled.
然后,关联控制面数据和用户面数据,这两类数据的关联关键字主要是时间戳、Erb_ul/dlteid、ueip、SGW teid、ENB teid、User ip等。通过以上关键字的联合筛选就能够唯一确定控制面数据和用户面数据的对应关系,实现数据关联,并回填关键的用户信息字段。Then, correlate control plane data and user plane data. The associated keywords of these two types of data are mainly timestamp, Erb_ul/dlteid, ueip, SGW teid, ENB teid, User ip, etc. Through the joint screening of the above keywords, the corresponding relationship between the control plane data and the user plane data can be uniquely determined, data association is realized, and key user information fields are backfilled.
最后,在以上关联数据的基础上,通过用户信息字段实现测量报告数据、控制面板数据、以及用户面数据的匹配。这里,用户信息字段可以是终端用户的例如,IMSI、电话号码、和/或国际移动设备识别码(International Mobile Equipment IdentificationNumber,简称IMEI)。Finally, on the basis of the above associated data, the matching of measurement report data, control panel data, and user plane data is realized through the user information field. Here, the user information field may be, for example, the terminal user's IMSI, phone number, and/or International Mobile Equipment Identification Number (International Mobile Equipment Identification Number, IMEI for short).
在一些实施例中,根据本发明实施例的投诉处理方法100还可以包括:S110,对终端用户在预定时段内所经历的所有小区进行体检,并且存储与该预定时段相对应的小区体检结果。在得到小区体检结果后,还可以基于小区分析结果和/或分析出的投诉原因生成投诉处理结果(即,执行步骤S112)。In some embodiments, the complaint handling method 100 according to the embodiment of the present invention may further include: S110, performing a physical examination on all the communities experienced by the terminal user within a predetermined period, and storing the results of the community physical examination corresponding to the predetermined period. After the result of the community physical examination is obtained, a complaint processing result may also be generated based on the community analysis result and/or the analyzed cause of the complaint (that is, step S112 is performed).
相比目前的投诉处理流程,根据本发明实施例的投诉处理方法具有以下优点:可以自动处理投诉工单、分析投诉原因,从而可以减少投诉流程总体耗时,提高用户满意度。Compared with the current complaint handling process, the complaint handling method according to the embodiment of the present invention has the following advantages: it can automatically process the complaint work order and analyze the cause of the complaint, thereby reducing the overall time consumption of the complaint process and improving user satisfaction.
图2示出了根据本发明实施例的投诉处理系统的结构框图。如图2所示,投诉处理系统200包括记录提取单元202、数据匹配单元204、以及原因分析单元206,其中:记录提取单元202被配置为提取与投诉工单相关联的终端用户在预定时段内的呼叫详细记录,即执行步骤S102;数据匹配单元204被配置为对终端用户的呼叫详细记录中的与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据进行匹配,即执行步骤S104;原因分析单元206被配置为基于与各个呼叫过程相关联的测量报告数据、控制面数据、以及用户面数据,分析终端用户的投诉原因,即执行步骤S106。Fig. 2 shows a structural block diagram of a complaint handling system according to an embodiment of the present invention. As shown in FIG. 2, the complaint processing system 200 includes a record extraction unit 202, a data matching unit 204, and a cause analysis unit 206, wherein: the record extraction unit 202 is configured to extract the end user associated with the complaint work order within a predetermined period The call detail record of the end user, that is, execute step S102; the data matching unit 204 is configured to match the measurement report data, control plane data, and user plane data associated with each call process in the call detail record of the end user, that is, execute Step S104: The cause analysis unit 206 is configured to analyze the cause of the terminal user's complaint based on the measurement report data, control plane data, and user plane data associated with each call process, that is, execute step S106.
根据本发明实施例的投诉处理方法,可以追溯与投诉工单所针对的呼叫场景相关联的测量报告数据和信令数据,从而可以基于追溯到的测量报告数据和信令数据自动分析终端用户的投诉原因。According to the complaint handling method of the embodiment of the present invention, the measurement report data and signaling data associated with the call scene targeted by the complaint work order can be traced back, so that the terminal user's Reason for Complaint.
在一些实施例中,根据本发明实施例的投诉处理系统200还可以包括小区体检单元108和结果存储单元110,其中:小区体检单元108被配置为对终端用户在预定时段内所经历的所有小区进行体检;结果存储单元110被配置为存储与预定时段相对应的小区体检结果。In some embodiments, the complaint handling system 200 according to the embodiment of the present invention may further include a community physical examination unit 108 and a result storage unit 110, wherein: the community physical examination unit 108 is configured to check all the community Carrying out physical examination; the result storage unit 110 is configured to store the results of community physical examination corresponding to a predetermined period of time.
在一些实施例中,根据本发明实施例的投诉处理系统200还可以包括文件生成单元112和工单获取单元114,其中:文件生成单元112被配置为基于小区体检结果和/或投诉原因生成投诉处理结果文件;工单获取单元114被配置为以预定时间间隔从工单存储单元获取投诉工单。In some embodiments, the complaint handling system 200 according to the embodiment of the present invention may also include a file generation unit 112 and a work order acquisition unit 114, wherein: the file generation unit 112 is configured to generate a complaint based on the result of the community physical examination and/or the cause of the complaint Processing result file; work order acquisition unit 114 is configured to acquire complaint work orders from the work order storage unit at predetermined time intervals.
根据本发明实施例的投诉处理系统的其他细节与上述投诉处理方法中的相应处理类似,这里不再赘述。相比目前的投诉处理平台,根据本发明实施例的投诉处理系统具有以下优点:可以自动处理投诉工单、分析投诉原因,从而可以减少投诉流程总体耗时,提高用户满意度。Other details of the complaint handling system according to the embodiment of the present invention are similar to the corresponding processing in the above complaint handling method, and will not be repeated here. Compared with the current complaint handling platform, the complaint handling system according to the embodiment of the present invention has the following advantages: it can automatically process the complaint work order and analyze the cause of the complaint, thereby reducing the overall time consumption of the complaint process and improving user satisfaction.
结合图1至图3描述的投诉处理方法和系统可以由计算设备实现。图4是示出能够实现根据本发明实施例的投诉处理方法和系统的计算设备的示例性硬件架构的结构图。如图4所示,计算设备400包括输入设备401、输入接口402、中央处理器403、存储器404、输出接口405、以及输出设备406。其中,输入接口402、中央处理器403、存储器404、以及输出接口405通过总线410相互连接,输入设备401和输出设备406分别通过输入接口402和输出接口405与总线410连接,进而与计算设备400的其他组件连接。具体地,输入设备401接收来自外部的投诉工单,并通过输入接口402将输入信息传送到中央处理器403;中央处理器403基于存储器404中存储的计算机可执行指令进行处理以生成终端用户的投诉原因或投诉处理结果,将投诉原因或投诉处理结果临时或者永久地存储在存储器404中,然后通过输出接口405传送到输出设备406;输出设备406将投诉原因或投诉处理结果输出到计算设备400的外部供用户使用。The complaint handling method and system described in conjunction with FIGS. 1-3 may be implemented by a computing device. FIG. 4 is a block diagram illustrating an exemplary hardware architecture of a computing device capable of implementing the complaint handling method and system according to an embodiment of the present invention. As shown in FIG. 4 , the computing device 400 includes an input device 401 , an input interface 402 , a central processing unit 403 , a memory 404 , an output interface 405 , and an output device 406 . Wherein, the input interface 402, the central processing unit 403, the memory 404, and the output interface 405 are connected to each other through the bus 410, and the input device 401 and the output device 406 are respectively connected to the bus 410 through the input interface 402 and the output interface 405, and then connected to the computing device 400 other component connections. Specifically, the input device 401 receives an external complaint work order, and transmits the input information to the central processing unit 403 through the input interface 402; the central processing unit 403 processes based on the computer-executable instructions stored in the memory 404 to generate a Complaint reasons or complaint handling results, temporarily or permanently store the complaint reasons or complaint handling results in the memory 404, and then transmit them to the output device 406 through the output interface 405; the output device 406 outputs the complaint reasons or complaint handling results to the computing device 400 external to the user.
也就是说,图2所示的投诉处理系统200也可以被实现为包括:存储有计算机可执行指令的存储器;以及处理器,该处理器在执行计算机可执行指令时可以实现结合图1至图3描述的投诉处理方法和系统。That is to say, the complaint handling system 200 shown in FIG. 2 can also be implemented to include: a memory storing computer-executable instructions; 3. Describe the complaint handling method and system.
需要明确的是,本发明并不局限于上文所描述并在图中示出的特定配置和处理。为了简明起见,这里省略了对已知方法的详细描述。在上述实施例中,描述和示出了若干具体的步骤作为示例。但是,本发明的方法过程并不限于所描述和示出的具体步骤,本领域的技术人员可以在领会本发明的精神后,作出各种改变、修改和添加,或者改变步骤之间的顺序。It is to be understood that the invention is not limited to the specific arrangements and processes described above and shown in the drawings. For conciseness, detailed descriptions of known methods are omitted here. In the above embodiments, several specific steps are described and shown as examples. However, the method process of the present invention is not limited to the specific steps described and shown, and those skilled in the art can make various changes, modifications and additions, or change the sequence of steps after understanding the spirit of the present invention.
以上所述的结构框图中所示的功能块可以实现为硬件、软件、固件或者它们的组合。当以硬件方式实现时,其可以例如是电子电路、专用集成电路(ASIC)、适当的固件、插件、功能卡等等。当以软件方式实现时,本发明的元素是被用于执行所需任务的程序或者代码段。程序或者代码段可以存储在机器可读介质中,或者通过载波中携带的数据信号在传输介质或者通信链路上传送。“机器可读介质”可以包括能够存储或传输信息的任何介质。机器可读介质的例子包括电子电路、半导体存储器设备、ROM、闪存、可擦除ROM(EROM)、软盘、CD-ROM、光盘、硬盘、光纤介质、射频(RF)链路,等等。代码段可以经由诸如因特网、内联网等的计算机网络被下载。The functional blocks shown in the structural block diagrams described above may be implemented as hardware, software, firmware, or a combination thereof. When implemented in hardware, it may be, for example, an electronic circuit, an application specific integrated circuit (ASIC), suitable firmware, a plug-in, a function card, or the like. When implemented in software, the elements of the invention are the programs or code segments employed to perform the required tasks. Programs or code segments can be stored in machine-readable media, or transmitted over transmission media or communication links by data signals carried in carrier waves. "Machine-readable medium" may include any medium that can store or transmit information. Examples of machine-readable media include electronic circuits, semiconductor memory devices, ROM, flash memory, erasable ROM (EROM), floppy disks, CD-ROMs, optical disks, hard disks, fiber optic media, radio frequency (RF) links, and the like. Code segments may be downloaded via a computer network such as the Internet, an Intranet, or the like.
本发明可以以其他的具体形式实现,而不脱离其精神和本质特征。例如,特定实施例中所描述的算法可以被修改,而系统体系结构并不脱离本发明的基本精神。因此,当前的实施例在所有方面都被看作是示例性的而非限定性的,本发明的范围由所附权利要求而非上述描述定义,并且,落入权利要求的含义和等同物的范围内的全部改变从而都被包括在本发明的范围之中。The present invention may be embodied in other specific forms without departing from its spirit and essential characteristics. For example, the algorithms described in certain embodiments may be modified without departing from the basic spirit of the invention in terms of system architecture. Therefore, the present embodiments are to be considered in all respects as illustrative rather than restrictive, the scope of the present invention is defined by the appended claims rather than the above description, and, within the meaning and equivalents of the claims, All changes in scope are thereby embraced within the scope of the invention.
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