CN114418714A - A 5G base station operation and maintenance management system and method - Google Patents

A 5G base station operation and maintenance management system and method Download PDF

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CN114418714A
CN114418714A CN202111421878.9A CN202111421878A CN114418714A CN 114418714 A CN114418714 A CN 114418714A CN 202111421878 A CN202111421878 A CN 202111421878A CN 114418714 A CN114418714 A CN 114418714A
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沈林江
张笑笑
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Inspur Communication Information System Co Ltd
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Abstract

The invention provides a 5G base station operation and maintenance management system and a method, which relate to the technical field of base station management, and the system comprises: the data acquisition module is used for acquiring data to be audited; the data processing module is used for processing the data to be audited to obtain processed data; the data auditing module is used for inputting the processing data into an auditing rule base to obtain an auditing result output by the auditing rule base; the audit rule base is provided with a plurality of audit rule models with different dimensions, and the processing data are input into the corresponding audit rule models and output to obtain the audit results with different dimensions. The invention can find the account reporting problem in advance, guide to carry out corresponding modification and ensure the accuracy and the compliance of the base station account data.

Description

一种5G基站运维管理系统及方法A 5G base station operation and maintenance management system and method

技术领域technical field

本发明涉及基站管理技术领域,尤其涉及一种5G基站运维管理系统及方法。The present invention relates to the technical field of base station management, and in particular, to a 5G base station operation and maintenance management system and method.

背景技术Background technique

目前,第五代移动通信(5-Generation,5G)的各类基站费用报账数据作为成本控制依据,其数据准确与合规是通信基站服务供应商必须面对的重要问题。At present, the billing data of various base stations of the fifth generation mobile communication (5-Generation, 5G) is used as the basis for cost control, and the accuracy and compliance of the data are important issues that the communication base station service providers must face.

因此,有必要提供一种能够帮助通信基站服务供应商有效控制好各项成本的5G基站运维管理方案。Therefore, it is necessary to provide a 5G base station operation and maintenance management solution that can help communication base station service providers to effectively control various costs.

发明内容SUMMARY OF THE INVENTION

本发明提供一种5G基站运维管理系统及方法,实现预先发现报账问题,指导进行相应的修改,保障基站台账数据的准确性和合规性。The invention provides a 5G base station operation and maintenance management system and method, which realizes pre-discovery of billing problems, guides corresponding modifications, and ensures the accuracy and compliance of base station account data.

本发明提供一种5G基站运维管理系统,包括:The present invention provides a 5G base station operation and maintenance management system, including:

数据采集模块,用于采集待稽核数据;Data collection module, used to collect the data to be audited;

数据处理模块,用于对所述待稽核数据进行处理,得到处理数据;a data processing module for processing the data to be audited to obtain processed data;

数据稽核模块,用于将所述处理数据输入至稽核规则库中,得到所述稽核规则库输出的稽核结果;其中,所述稽核规则库中具有多项不同维度的稽核规则模型,且,将所述处理数据输入至相应的稽核规则模型,会输出得到不同维度的所述稽核结果。A data auditing module, used for inputting the processed data into an auditing rule base, and obtaining an auditing result output by the auditing rule base; wherein, the auditing rule base has multiple auditing rule models of different dimensions, and the The processing data is input into the corresponding audit rule model, and the audit results of different dimensions are output.

根据本发明提供的5G基站运维管理系统,所述稽核规则模型包括:合同信息稽核规则模型、电费支付稽核规则模型、用电关系稽核规则模型和用电分割比例稽核规则模型;According to the 5G base station operation and maintenance management system provided by the present invention, the audit rule model includes: a contract information audit rule model, an electricity bill payment audit rule model, an electricity consumption relationship audit rule model, and an electricity split ratio audit rule model;

所述合同信息稽核规则模型、所述电费支付稽核规则模型、所述用电关系稽核规则模型和所述用电分割比例稽核规则模型均是基于训练样本稽核数据得到的。The contract information auditing rule model, the electricity bill payment auditing rule model, the electricity consumption relationship auditing rule model, and the electricity consumption split ratio auditing rule model are all obtained based on training sample auditing data.

根据本发明提供的5G基站运维管理系统,所述数据稽核模块具体包括:According to the 5G base station operation and maintenance management system provided by the present invention, the data auditing module specifically includes:

第一稽核单元,用于将所述处理数据输入至所述合同信息稽核规则模型中,得到所述合同信息稽核规则模型输出的第一稽核结果;a first audit unit, configured to input the processing data into the contract information audit rule model, and obtain a first audit result output by the contract information audit rule model;

第二稽核单元,用于将所述处理数据输入至所述电费支付稽核规则模型中,得到所述电费支付稽核规则模型输出的第二稽核结果;a second audit unit, configured to input the processing data into the electricity fee payment audit rule model, and obtain a second audit result output by the electricity fee payment audit rule model;

第三稽核单元,用于将所述处理数据输入至所述用电关系稽核规则模型中,得到所述用电关系稽核规则模型输出的第三稽核结果;a third auditing unit, configured to input the processed data into the power consumption relationship audit rule model, and obtain a third audit result output by the power consumption relationship audit rule model;

第四稽核单元,用于将所述处理数据输入至所述用电分割比例稽核规则模型中,得到所述用电分割比例稽核规则模型输出的第四稽核结果;a fourth auditing unit, configured to input the processed data into the audit rule model for electricity split ratio, and obtain a fourth audit result output by the power split ratio audit rule model;

合并单元,用于合并所述第一稽核结果、所述第二稽核结果、所述第三稽核结果和所述第四稽核结果,得到所述稽核结果。A merging unit, configured to merge the first audit result, the second audit result, the third audit result and the fourth audit result to obtain the audit result.

根据本发明提供的5G基站运维管理系统,所述合同信息稽核规则模型通过以下步骤训练得到:According to the 5G base station operation and maintenance management system provided by the present invention, the contract information audit rule model is trained and obtained through the following steps:

获取所述样本稽核数据;obtaining the sample audit data;

将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第一稽核结果的所述合同信息稽核规则模型,所述合同信息稽核规则模型用于对站点名称、站址编码、合同方信息、电费单价以及电费合同租赁时间维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the contract information audit rule model for generating the first audit result of the data to be audited, and the contract information audit The rule model is used to check the compliance of the site name, site code, contract party information, unit price of electricity, and lease time of electricity contract.

根据本发明提供的5G基站运维管理系统,所述电费支付稽核规则模型通过以下步骤训练得到:According to the 5G base station operation and maintenance management system provided by the present invention, the electricity bill payment audit rule model is obtained through the following steps of training:

获取所述样本稽核数据;obtaining the sample audit data;

将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第二稽核结果的所述电费支付稽核规则模型,所述电费支付稽核规则模型用于对站址、收款人、电表读数、报账金额以及及时支付维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the electricity fee payment audit rule model for generating the second audit result of the data to be audited, and the electricity fee payment audit The rule model is used for compliance verification of site, payee, meter reading, billing amount, and timely payment dimensions.

根据本发明提供的5G基站运维管理系统,所述用电关系稽核规则模型通过以下步骤训练得到:According to the 5G base station operation and maintenance management system provided by the present invention, the power consumption relationship audit rule model is obtained through the following steps of training:

获取所述样本稽核数据;obtaining the sample audit data;

将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第三稽核结果的所述用电关系稽核规则模型,所述用电关系稽核规则模型用于对交维站、已拆除站、重复报账维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the electricity consumption relationship audit rule model for generating the third audit result of the data to be audited, and the electricity consumption The relationship audit rule model is used to check the compliance of the traffic and maintenance station, the dismantled station, and the repeated reimbursement dimensions.

根据本发明提供的5G基站运维管理系统,所述用电分割比例稽核规则模型通过以下步骤训练得到:According to the 5G base station operation and maintenance management system provided by the present invention, the power split ratio audit rule model is obtained by training through the following steps:

获取所述样本稽核数据;obtaining the sample audit data;

将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第四稽核结果的所述用电分割比例稽核规则模型,所述用电分割比例稽核规则模型用于对实际共享与客户关系管理共享关系维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is adopted to obtain the power consumption split ratio audit rule model for generating the fourth audit result of the data to be audited, and the use of The electric-split proportional audit rule model is used to check the compliance of the actual sharing and customer relationship management sharing relationship dimensions.

根据本发明提供的5G基站运维管理系统,所述数据处理模块具体包括:According to the 5G base station operation and maintenance management system provided by the present invention, the data processing module specifically includes:

关联处理单元,用于对所述待稽核数据进行关联处理,得到关联数据;an association processing unit, configured to perform association processing on the data to be audited to obtain associated data;

衍生处理单元,用于对所述待稽核数据进行衍生处理,得到衍生数据;a derivative processing unit, used for derivative processing of the data to be audited to obtain derivative data;

聚类处理单元,用于对所述待稽核数据进行聚类处理,得到聚类数据;a clustering processing unit, configured to perform clustering processing on the data to be audited to obtain clustered data;

整合单元,用于整合所述关联数据、所述衍生数据和所述聚类数据,得到所述处理数据。an integrating unit, configured to integrate the associated data, the derived data and the clustering data to obtain the processed data.

根据本发明提供的5G基站运维管理系统,所述衍生处理单元具体包括:According to the 5G base station operation and maintenance management system provided by the present invention, the derivative processing unit specifically includes:

第一衍生单元,用于对所述于对所述待稽核数据进行范围衍生处理,得到第一衍生数据;其中,所述范围衍生处理为衍生所述待稽核数据的核查范围;a first derivation unit, configured to perform range derivation processing on the data to be audited to obtain first derived data; wherein, the range derivation processing is to derive the verification range of the data to be audited;

第二衍生单元,用于对所述于对所述待稽核数据进行拆分衍生处理,得到第二衍生数据;其中,所述拆分衍生处理为基于所述待稽核数据的内容拆分所述待稽核数据;The second derivation unit is configured to perform splitting and derivation processing on the data to be audited to obtain second derived data; wherein, the splitting and derivation processing is splitting the data based on the content of the data to be audited Data to be audited;

所述第一衍生数据和所述第二衍生数据构成所述衍生数据。The first derived data and the second derived data constitute the derived data.

本发明还提供一种5G基站运维管理方法,包括以下步骤:The present invention also provides a 5G base station operation and maintenance management method, comprising the following steps:

采集所述待稽核数据;collecting the data to be audited;

对所述待稽核数据进行处理,得到所述处理数据;Process the data to be audited to obtain the processed data;

将所述处理数据输入至所述稽核规则库中,得到所述稽核规则库输出的所述稽核结果。The processing data is input into the audit rule base, and the audit result output by the audit rule base is obtained.

本发明还提供一种电子设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,所述处理器执行所述程序时实现如上述任一种所述5G基站运维管理方法的步骤。The present invention also provides an electronic device, including a memory, a processor, and a computer program stored in the memory and running on the processor, when the processor executes the program, the 5G base station operation as described above is implemented by the processor The steps of the dimension management method.

本发明还提供一种非暂态计算机可读存储介质,其上存储有计算机程序,该计算机程序被处理器执行时实现如上述任一种所述5G基站运维管理方法的步骤。The present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, implements the steps of any of the above-mentioned 5G base station operation and maintenance management methods.

本发明还提供一种计算机程序产品,包括计算机程序,所述计算机程序被处理器执行时实现如上述任一种所述5G基站运维管理方法的步骤。The present invention also provides a computer program product, including a computer program, which implements the steps of any of the above-mentioned 5G base station operation and maintenance management methods when the computer program is executed by a processor.

本发明提供的5G基站运维管理系统及方法,通过数据采集模块、数据处理模块、数据稽核模块以及封装有稽核规则模型的稽核规则库,有效实现待稽核数据输入到稽核结果输出的全流程智能分析与自动处理,可以预先发现报账问题,指导进行相应的修改,保障基站台账数据的准确性和合规性,以本发明的5G基站运维管理系统为指导,能够搭建可快速能力扩展的系统化管控框架,支撑自动化、智能化的基站电费报账合规性稽核,可以应满足目前基站生产管理的信息化、自动化以及智能化要求。The 5G base station operation and maintenance management system and method provided by the present invention effectively realize the whole-process intelligence from the input of the data to be audited to the output of the audit result through the data acquisition module, the data processing module, the data audit module and the audit rule library encapsulated with the audit rule model. Through analysis and automatic processing, billing problems can be found in advance, and corresponding modifications can be guided to ensure the accuracy and compliance of the base station ledger data. Guided by the 5G base station operation and maintenance management system of the present invention, it is possible to build a rapid capacity expansion system. The systematic management and control framework supports automated and intelligent base station electricity bill compliance audit, which can meet the current information, automation and intelligent requirements of base station production management.

附图说明Description of drawings

为了更清楚地说明本发明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一简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to explain the present invention or the technical solutions in the prior art more clearly, the following will briefly introduce the accompanying drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are the For some embodiments of the invention, for those of ordinary skill in the art, other drawings can also be obtained according to these drawings without any creative effort.

图1是本发明提供的5G基站运维管理系统的结构示意图;1 is a schematic structural diagram of a 5G base station operation and maintenance management system provided by the present invention;

图2是本发明提供的5G基站运维管理系统中数据稽核模块具体的结构示意图;2 is a schematic structural diagram of a data audit module in the 5G base station operation and maintenance management system provided by the present invention;

图3是本发明提供的5G基站运维管理系统中数据处理模块具体的结构示意图;3 is a schematic structural diagram of a data processing module in the 5G base station operation and maintenance management system provided by the present invention;

图4是本发明提供的5G基站运维管理方法的流程示意图;4 is a schematic flowchart of a 5G base station operation and maintenance management method provided by the present invention;

图5是本发明提供的电子设备的结构示意图。FIG. 5 is a schematic structural diagram of an electronic device provided by the present invention.

具体实施方式Detailed ways

为使本发明的目的、技术方案和优点更加清楚,下面将结合本发明中的附图,对本发明中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the objectives, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are part of the embodiments of the present invention. , not all examples. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

下面结合图1描述本发明的5G基站运维管理系统,该系统包括:The 5G base station operation and maintenance management system of the present invention is described below with reference to FIG. 1 , and the system includes:

数据采集模块100,用于采集待稽核数据。The data collection module 100 is used to collect the data to be audited.

在本实施例中,待稽核数据包含合同信息、电费支付台账、站址、电表信息、客户关系管理(Customer Relationship Management,CRM)订单文件、电费分摊账单、已拆站清单等。In this embodiment, the data to be audited includes contract information, electricity bill payment account, site address, electricity meter information, customer relationship management (CRM) order files, electricity bills, and demolition list.

可选的,该系统可以通过爬虫方式从外系统中进行数据获取,进而采集到待稽核数据。Optionally, the system can acquire data from an external system by means of a crawler, and then collect the data to be audited.

数据处理模块200,用于对待稽核数据进行处理,得到处理数据。The data processing module 200 is used for processing the data to be audited to obtain the processed data.

在本实施例中,处理的方式包括但不局限于多项数据之间的关联处理、单项数据的衍生处理和维度聚类处理。需要说明的是,该系统中需要以稽核规则为指导,进行相应的处理。In this embodiment, the processing methods include, but are not limited to, association processing between multiple items of data, derivation processing of single item data, and dimensional clustering processing. It should be noted that the system needs to be guided by the auditing rules to carry out corresponding processing.

数据稽核模块300,用于将处理数据输入至稽核规则库中,得到稽核规则库输出的稽核结果。The data auditing module 300 is used for inputting the processed data into the auditing rule base, and obtaining the auditing result output by the auditing rule base.

在本实施例中,稽核规则库中封装有多项不同维度的稽核规则模型,且,将处理数据输入至相应的稽核规则模型后,会输出得到不同维度的稽核结果。In this embodiment, a plurality of audit rule models of different dimensions are encapsulated in the audit rule base, and after the processing data is input into the corresponding audit rule model, audit results of different dimensions will be output.

因此,该系统中需要预先构建稽核规则库,并将训练好的稽核规则模型存放于稽核规则库中。在本实施例中,该系统中使用到的稽核规则包括合同信息稽核规则、电费支付稽核规则、用电关系稽核规则和用电分割比例稽核规则。Therefore, the system needs to build an audit rule base in advance, and store the trained audit rule model in the audit rule base. In this embodiment, the auditing rules used in the system include contract information auditing rules, electricity bill payment auditing rules, electricity consumption relationship auditing rules, and electricity consumption split ratio auditing rules.

其中,合同信息稽核规则:用于进行站点名称、站址编码、合同方(甲乙方)信息、电费单价、电费合同租赁时间维度的合规性核查;电费支付稽核规则:用于进行站址、收款人、电表读数、报账金额和及时支付维度的合规性核查;用电关系稽核规则:用于进行交维站、已拆除站、重复报账维度的合规性核查;用户分割比例稽核规则:用于进行实际共享与CRM共享关系维度的合规性核查。Among them, contract information audit rules: used to check the compliance of site name, site code, contract party (Party A and B) information, electricity unit price, and electricity contract lease time dimension; electricity payment audit rules: used to conduct site site, Compliance check on the dimensions of payee, meter reading, billing amount and timely payment; electricity consumption relationship audit rules: used for compliance checking on the dimensions of delivery and maintenance stations, demolition stations, and repeated billing; user split ratio audit rules : For compliance verification of the actual sharing and CRM sharing relationship dimensions.

相应的,稽核规则模型包括:合同信息稽核规则模型、电费支付稽核规则模型、用电关系稽核规则模型和用电分割比例稽核规则模型,并且,合同信息稽核规则模型、电费支付稽核规则模型、用电关系稽核规则模型和用电分割比例稽核规则模型均是基于训练样本稽核数据得到的。Correspondingly, the audit rule models include: the contract information audit rule model, the electricity fee payment audit rule model, the electricity consumption relationship audit rule model, and the electricity split ratio audit rule model. The electricity relationship audit rule model and the electricity split ratio audit rule model are both obtained based on the training sample audit data.

在本实施例中,合同信息稽核规则模型通过以下步骤训练得到:In this embodiment, the contract information audit rule model is obtained by training the following steps:

获取样本稽核数据;Obtain sample audit data;

将样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成待稽核数据的第一稽核结果的合同信息稽核规则模型,合同信息稽核规则模型用于对站点名称、站址编码、合同方信息、电费单价以及电费合同租赁时间维度进行合规性核查。The sample audit data is used as the input data for training, and the training method of machine learning is used to obtain the contract information audit rule model used to generate the first audit result of the data to be audited. The contract information audit rule model is used for site name, site address. Code, contract party information, electricity unit price, and electricity contract lease time dimension for compliance verification.

对于合同信息稽核规则模型,站点名称、站址编码、合同方信息、电费单价以及电费合同租赁时间属于同一维度。For the contract information audit rule model, the site name, site code, contract party information, electricity unit price, and electricity contract lease time belong to the same dimension.

电费支付稽核规则模型通过以下步骤训练得到:The electricity bill payment audit rule model is trained through the following steps:

获取样本稽核数据;Obtain sample audit data;

将样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成待稽核数据的第二稽核结果的电费支付稽核规则模型,电费支付稽核规则模型用于对站址、收款人、电表读数、报账金额以及及时支付维度进行合规性核查。The sample audit data is used as the input data for training, and the training method of machine learning is used to obtain the electricity bill payment audit rule model used to generate the second audit result of the data to be audited. Personnel, meter readings, billing amounts, and timely payment dimensions are checked for compliance.

对于电费支付稽核规则模型,站址、收款人、电表读数、报账金额以及及时支付属于同一维度。For the electricity bill payment audit rule model, site, payee, meter reading, billing amount, and timely payment belong to the same dimension.

用电关系稽核规则模型通过以下步骤训练得到:The electricity consumption relationship audit rule model is trained through the following steps:

获取样本稽核数据;Obtain sample audit data;

将样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成待稽核数据的第三稽核结果的用电关系稽核规则模型,用电关系稽核规则模型用于对交维站、已拆除站、重复报账维度进行合规性核查。The sample audit data is used as the input data for training, and the training method of machine learning is adopted to obtain the electricity consumption relationship audit rule model used to generate the third audit result of the data to be audited. , Dismantled stations, and repeated reimbursement dimensions for compliance verification.

对于用电关系稽核规则模型,交维站、已拆除站、重复报账属于同一维度。For the electricity consumption relationship audit rule model, the maintenance station, the demolition station, and the repeated billing belong to the same dimension.

用电分割比例稽核规则模型通过以下步骤训练得到:The electric split proportional audit rule model is trained through the following steps:

获取样本稽核数据;Obtain sample audit data;

将样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成待稽核数据的第四稽核结果的用电分割比例稽核规则模型,用电分割比例稽核规则模型用于对实际共享与CRM共享关系维度进行合规性核查。The sample audit data is used as the input data for training, and the training method of machine learning is used to obtain the electricity split proportional audit rule model used to generate the fourth audit result of the data to be audited. Share and CRM share the relationship dimension for compliance verification.

将这些不同维度的稽核规则封装成一个个稽核规则模型,以处理经过数据处理模块200处理后输出的处理数据。处理数据作为数据稽核模块300的输入数据,在该系统中,同一处理数据依次经过所有稽核规则模型进相应的处理,得到稽核规则模型输出的相应的子稽核结果,并将这些不同的稽核规则模型输出的子稽核结果进行合并,得到最终的稽核结果,至此该输入的处理数据稽核完毕。稽核规则模型输出的子稽核结果可以为经过该稽核规则模型处理后,处理数据是否稽核异常标签,即处理数据稽核正常或者稽核异常。These audit rules of different dimensions are encapsulated into audit rule models to process the processed data output after being processed by the data processing module 200 . The processed data is used as the input data of the data auditing module 300. In this system, the same processed data is sequentially processed through all the audit rule models to obtain the corresponding sub-audit results output by the audit rule models, and these different audit rule models are processed. The output sub-audit results are merged to obtain the final audit result, and the audit of the input processing data is completed. The sub-audit result output by the audit rule model may be whether the processed data is audited with an abnormal label after being processed by the audit rule model, that is, the processed data is normally audited or abnormally audited.

需要说明的是,同一处理可以并行地经过所有稽核规则模型进相应的处理,得到稽核规则模型输出的相应的子稽核结果,并将这些不同的稽核规则模型输出的子稽核结果进行合并,得到最终的稽核结果。It should be noted that the same processing can be processed in parallel through all the audit rule models to obtain the corresponding sub-audit results output by the audit rule models, and the sub-audit results output by these different audit rule models can be combined to obtain the final result. audit results.

本发明的5G基站运维管理系统,通过数据采集模块100、数据处理模块200、数据稽核模块300以及封装有稽核规则模型的稽核规则库,有效实现待稽核数据输入到稽核结果输出的全流程智能分析与自动处理,可以预先发现报账问题,指导进行相应的修改,保障基站台账数据的准确性和合规性,以本发明的5G基站运维管理系统为指导,能够搭建可快速能力扩展的系统化管控框架,支撑自动化、智能化的基站电费报账合规性稽核,可以应满足目前基站生产管理的信息化、自动化以及智能化要求。The 5G base station operation and maintenance management system of the present invention, through the data acquisition module 100, the data processing module 200, the data audit module 300 and the audit rule library encapsulated with the audit rule model, effectively realizes the whole process intelligence from the input of the data to be audited to the output of the audit result. Through analysis and automatic processing, billing problems can be found in advance, and corresponding modifications can be guided to ensure the accuracy and compliance of the base station ledger data. Guided by the 5G base station operation and maintenance management system of the present invention, it is possible to build a rapid capacity expansion system. The systematic management and control framework supports automated and intelligent base station electricity bill compliance audit, which can meet the current information, automation and intelligent requirements of base station production management.

下面结合图2描述本发明的5G基站运维管理系统,数据稽核模块300具体包括:The 5G base station operation and maintenance management system of the present invention is described below with reference to FIG. 2 . The data audit module 300 specifically includes:

第一稽核单元310,用于将处理数据输入至合同信息稽核规则模型中,得到合同信息稽核规则模型输出的第一稽核结果。The first audit unit 310 is configured to input the processing data into the contract information audit rule model, and obtain the first audit result output by the contract information audit rule model.

以合同信息稽核规则模型进行电费合同租赁时间维度的合规性检查为例进行说明:根据站点编码和合同编码(电费支付台账是“合同编号”),查看电费支付台账中的“购电起始日期”和“购电截至日期”是否在合同信息中“合同支付(计提)起始日期”和“合同终止日期”之间,若在之间则合规,不在之间则不合规。Take the contract information audit rule model for the compliance check of the electricity contract lease time dimension as an example: According to the site code and contract code (the electricity payment account is the "contract number"), check the "Purchasing Electricity" in the electricity payment account. Whether the "start date" and "power purchase deadline" are between the "contract payment (accrual) start date" and "contract termination date" in the contract information, if they are between, they are compliant, and if they are not between, they are not. regulation.

第二稽核单元320,用于将处理数据输入至电费支付稽核规则模型中,得到电费支付稽核规则模型输出的第二稽核结果。The second audit unit 320 is configured to input the processing data into the electricity fee payment audit rule model, and obtain the second audit result output by the electricity fee payment audit rule model.

以电费支付稽核规则模型进行站址维度的合规性检查为例进行说明:根据支付台账的“站点编码”匹配资源站址的“站址状态”字段,状态不为在网则为无效站址,此时合规性检查结果为不合规,否则为合规。Take the electricity bill payment audit rule model for the compliance check of the site dimension as an example to illustrate: match the "site status" field of the resource site according to the "site code" of the payment account, if the status is not online, it is an invalid site. address, the compliance check result is non-compliant, otherwise it is compliant.

第三稽核单元330,用于将处理数据输入至用电关系稽核规则模型中,得到用电关系稽核规则模型输出的第三稽核结果。The third auditing unit 330 is configured to input the processed data into the power consumption relationship audit rule model, and obtain a third audit result output by the power consumption relationship audit rule model.

以用电关系稽核规则模型进行重复报账维度的合规性检查为例进行说明:电费支付账单中同一个站址编码下对应的多个账单,每个账单的购电起始时间、截止时间是否重叠,有重叠则为不合规,否则为合规。Take the electricity consumption relationship audit rule model for the compliance check of the dimension of repeated billing as an example to illustrate: for multiple bills corresponding to the same site code in the electricity bill, whether the electricity purchase start time and end time of each bill are Overlap, if there is overlap, it is non-compliant, otherwise it is compliant.

第四稽核单元340,用于将处理数据输入至用电分割比例稽核规则模型中,得到用电分割比例稽核规则模型输出的第四稽核结果;a fourth auditing unit 340, configured to input the processing data into the power consumption split ratio audit rule model to obtain a fourth audit result output by the power split ratio audit rule model;

合并单元350,用于合并第一稽核结果、第二稽核结果、第三稽核结果和第四稽核结果,得到稽核结果。The combining unit 350 is configured to combine the first audit result, the second audit result, the third audit result and the fourth audit result to obtain the audit result.

以用户分割比例稽核规则模型进行实际共享与CRM共享关系的合规性检查为例进行说明:通过电费分摊账单中的“站点编码”和“客户”匹配出订单文件中“订单状态”为‘已起租’的订单“总费用”,总费用为空或0则为不合规,否则为合规。Take the user split ratio audit rule model as an example to check the compliance of the actual sharing and CRM sharing relationship: Match the "site code" and "customer" in the electricity bill to match the "order status" in the order file as 'already'. The "total cost" of the order from the start of the lease, if the total cost is empty or 0, it is not compliant, otherwise it is compliant.

下面结合图3描述本发明的5G基站运维管理系统,数据处理模块200具体包括:The 5G base station operation and maintenance management system of the present invention is described below with reference to FIG. 3 . The data processing module 200 specifically includes:

关联处理单元210,用于对待稽核数据进行关联处理,得到关联数据。The correlation processing unit 210 is configured to perform correlation processing on the data to be audited to obtain correlated data.

关联处理单元210用于进行多项数据之间的关联处理,即多表关联处理。关联处理单元210是依据某一共同字段将多项待稽核数据进行相互关联,并形成一项新的关联数据(多张表合并成一张表),保留稽核规则所需字段,缩减数据量,减轻系统的处理性能压力。The association processing unit 210 is used to perform association processing between multiple items of data, that is, multi-table association processing. The association processing unit 210 associates multiple pieces of data to be audited according to a common field, and forms a new piece of associated data (multiple tables are combined into one table), retains the fields required by the audit rules, reduces the amount of data, and reduces the The processing performance pressure of the system.

衍生处理单元220,用于对待稽核数据进行衍生处理,得到衍生数据。The derivative processing unit 220 is configured to perform derivative processing on the data to be audited to obtain derivative data.

衍生处理单元220用于进行单项数据的衍生处理,即单表衍生处理。The derivation processing unit 220 is used for derivation processing of a single item of data, that is, single table derivation processing.

在本实施例中,衍生处理单元220具体包括:In this embodiment, the derivative processing unit 220 specifically includes:

第一衍生单元,用于对于对待稽核数据进行范围衍生处理,得到第一衍生数据,范围衍生处理为衍生待稽核数据的核查范围;The first derivative unit is used to perform range derivative processing on the data to be audited to obtain the first derivative data, and the range derivative processing is an inspection range for deriving the data to be audited;

第二衍生单元,用于对于对待稽核数据进行拆分衍生处理,得到第二衍生数据,拆分衍生处理为基于待稽核数据的内容拆分待稽核数据;The second derivative unit is configured to perform splitting and derivative processing on the data to be audited to obtain second derivative data, and the splitting and derivative processing is to split the data to be audited based on the content of the data to be audited;

第一衍生数据和第二衍生数据构成衍生数据。The first derived data and the second derived data constitute derived data.

因此,衍生处理单元220包括两种处理方式,一种为单表衍生字段,例如为电费支付台账表衍生报账金额字段,用以进行报账金额是否异常判断,此为范围衍生处理,以得到第一衍生数据;另一种为单表衍生成多表,例如根据CRM订单文件表的内容,将CRM订单文件表衍生为微站订单确认表、铁塔类订单确认表、室分订单确认表,此为拆分衍生处理,以此得到第二衍生数据。Therefore, the derivative processing unit 220 includes two processing methods, one is a single-table derivative field, such as a derivative reimbursement amount field in the electricity bill payment ledger table, which is used to judge whether the reimbursement amount is abnormal or not. This is a range derivative process to obtain the first One is derived data; the other is derived from a single table into multiple tables. For example, according to the content of the CRM order file table, the CRM order file table is derived into a micro-station order confirmation table, an iron tower order confirmation table, and a room order confirmation table. Derived processing for splitting, so as to obtain the second derived data.

聚类处理单元230,用于对待稽核数据进行聚类处理,得到聚类数据。The clustering processing unit 230 is configured to perform clustering processing on the data to be audited to obtain clustered data.

聚类处理单元230用于进行维度聚类处理,在本实施例中,维度聚类处理是将细粒度数据向粗粒度聚类,例如一个站址会有多个订单,将该订单维度向站址维度聚类即为维度聚类处理。The clustering processing unit 230 is used for dimensional clustering processing. In this embodiment, the dimensional clustering processing is to cluster fine-grained data into coarse-grained clusters. Address dimension clustering is the dimension clustering process.

整合单元240,用于整合关联数据、衍生数据和聚类数据,得到处理数据。The integration unit 240 is configured to integrate the associated data, derived data and clustering data to obtain processed data.

下面结合图4描述本发明的5G基站运维管理方法,该方法是基于本发明的5G基站运维管理系统所实现的,该方法包括以下步骤:The 5G base station operation and maintenance management method of the present invention is described below with reference to FIG. 4 . The method is implemented based on the 5G base station operation and maintenance management system of the present invention, and the method includes the following steps:

S100、采集待稽核数据;S100. Collect data to be audited;

S200、对待稽核数据进行处理,得到处理数据;S200. Process the data to be audited to obtain the processed data;

S300、将处理数据输入至稽核规则库中,得到稽核规则库输出的稽核结果。S300, input the processing data into the audit rule base, and obtain the audit result output by the audit rule base.

本发明的5G基站运维管理方法,通过采集待稽核数据,对待稽核数据进行处理得到处理数据后,再作为输入数据,输入至封装有不同维度的稽核规则模型的稽核规则库中,最终输出得到稽核结果,有效实现待稽核数据输入到稽核结果输出的全流程智能分析与自动处理,可以预先发现报账问题,指导进行相应的修改,保障基站台账数据的准确性和合规性,以本发明的5G基站运维管理系统为指导,能够搭建可快速能力扩展的系统化管控框架,支撑自动化、智能化的基站电费报账合规性稽核,可以应满足目前基站生产管理的信息化、自动化以及智能化要求。The 5G base station operation and maintenance management method of the present invention collects the data to be audited, processes the data to be audited to obtain the processed data, and then takes it as input data and enters it into the audit rule library encapsulated with audit rule models of different dimensions, and the final output is The audit result can effectively realize the intelligent analysis and automatic processing of the whole process from the input of the data to be audited to the output of the audit result, which can detect the problem of reimbursement in advance, guide the corresponding modification, and ensure the accuracy and compliance of the account data of the base station. Guided by the 5G base station operation and maintenance management system, it can build a systematic management and control framework with rapid capacity expansion, support automated and intelligent base station electricity bill compliance audit, and can meet the current information, automation and intelligence of base station production management. requirements.

图5示例了一种电子设备的实体结构示意图,如图5所示,该电子设备可以包括:处理器(processor)810、通信接口(Communications Interface)820、存储器(memory)830和通信总线840,其中,处理器810,通信接口820,存储器830通过通信总线840完成相互间的通信。处理器810可以调用存储器830中的逻辑指令,以执行5G基站运维管理方法,该方法包括以下步骤:FIG. 5 illustrates a schematic diagram of the physical structure of an electronic device. As shown in FIG. 5 , the electronic device may include: a processor (processor) 810, a communication interface (Communications Interface) 820, a memory (memory) 830, and a communication bus 840, The processor 810 , the communication interface 820 , and the memory 830 communicate with each other through the communication bus 840 . The processor 810 can invoke the logic instructions in the memory 830 to execute a 5G base station operation and maintenance management method, which includes the following steps:

S100、采集所述待稽核数据;S100, collecting the data to be audited;

S200、对所述待稽核数据进行处理,得到所述处理数据;S200. Process the data to be audited to obtain the processed data;

S300、将所述处理数据输入至稽核规则库中,得到所述稽核规则库输出的所述稽核结果。S300. Input the processing data into an audit rule base, and obtain the audit result output by the audit rule base.

此外,上述的存储器830中的逻辑指令可以通过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,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明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部分可以以软件产品的形式体现出来,该计算机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台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明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(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等各种可以存储程序代码的介质。In addition, the above-mentioned logic instructions in the memory 830 can be implemented in the form of software functional units and can be stored in a computer-readable storage medium when sold or used as an independent product. Based on this understanding, the technical solution of the present invention can be embodied in the form of a software product in essence, or the part that contributes to the prior art or the part of the technical solution. The computer software product is stored in a storage medium, including Several instructions are used to cause a computer device (which may be a personal computer, a server, or a network device, etc.) to execute all or part of the steps of the methods described in the various embodiments of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, Read-Only Memory (ROM, Read-Only Memory), Random Access Memory (RAM, Random Access Memory), magnetic disk or optical disk and other media that can store program codes .

另一方面,本发明还提供一种计算机程序产品,所述计算机程序产品包括计算机程序,计算机程序可存储在非暂态计算机可读存储介质上,所述计算机程序被处理器执行时,计算机能够执行上述各方法所提供的5G基站运维管理方法,该方法包括以下步骤:In another aspect, the present invention also provides a computer program product, the computer program product includes a computer program, the computer program can be stored on a non-transitory computer-readable storage medium, and when the computer program is executed by a processor, the computer can Execute the 5G base station operation and maintenance management method provided by the above methods, and the method includes the following steps:

S100、采集所述待稽核数据;S100, collecting the data to be audited;

S200、对所述待稽核数据进行处理,得到所述处理数据;S200. Process the data to be audited to obtain the processed data;

S300、将所述处理数据输入至稽核规则库中,得到所述稽核规则库输出的所述稽核结果。S300. Input the processing data into an audit rule base, and obtain the audit result output by the audit rule base.

又一方面,本发明还提供一种非暂态计算机可读存储介质,其上存储有计算机程序,该计算机程序被处理器执行时实现以执行上述各方法提供的5G基站运维管理方法,该方法包括以下步骤:In yet another aspect, the present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored, and the computer program is implemented by a processor to execute the 5G base station operation and maintenance management method provided by the above methods. The method includes the following steps:

S100、采集所述待稽核数据;S100, collecting the data to be audited;

S200、对所述待稽核数据进行处理,得到所述处理数据;S200. Process the data to be audited to obtain the processed data;

S300、将所述处理数据输入至稽核规则库中,得到所述稽核规则库输出的所述稽核结果。S300. Input the processing data into an audit rule base, and obtain the audit result output by the audit rule base.

以上所描述的装置实施例仅仅是示意性的,其中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模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性的劳动的情况下,即可以理解并实施。The device embodiments described above are only illustrative, wherein the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in One place, or it can be distributed over multiple network elements. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution in this embodiment. Those of ordinary skill in the art can understand and implement it without creative effort.

通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到各实施方式可借助软件加必需的通用硬件平台的方式来实现,当然也可以通过硬件。基于这样的理解,上述技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可以存储在计算机可读存储介质中,如ROM/RAM、磁碟、光盘等,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行各个实施例或者实施例的某些部分所述的方法。From the description of the above embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus a necessary general hardware platform, and certainly can also be implemented by hardware. Based on this understanding, the above-mentioned technical solutions can be embodied in the form of software products in essence or the parts that make contributions to the prior art, and the computer software products can be stored in computer-readable storage media, such as ROM/RAM, magnetic A disc, an optical disc, etc., includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to perform the methods described in various embodiments or some parts of the embodiments.

最后应说明的是:以上实施例仅用以说明本发明的技术方案,而非对其限制;尽管参照前述实施例对本发明进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本发明各实施例技术方案的精神和范围。Finally, it should be noted that: the above embodiments are only used to illustrate the technical solutions of the present invention, but not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand: it can still be Modifications are made to the technical solutions described in the foregoing embodiments, or some technical features thereof are equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions depart from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims (10)

1.一种5G基站运维管理系统,其特征在于,包括:1. A 5G base station operation and maintenance management system, characterized in that, comprising: 数据采集模块,用于采集待稽核数据;Data collection module, used to collect the data to be audited; 数据处理模块,用于对所述待稽核数据进行处理,得到处理数据;a data processing module for processing the data to be audited to obtain processed data; 数据稽核模块,用于将所述处理数据输入至稽核规则库中,得到所述稽核规则库输出的稽核结果;其中,所述稽核规则库中具有多项不同维度的稽核规则模型,且,将所述处理数据输入至相应的稽核规则模型,会输出得到不同维度的所述稽核结果。A data auditing module, used for inputting the processing data into an auditing rule base, and obtaining an auditing result output by the auditing rule base; wherein, the auditing rule base has a number of auditing rule models of different dimensions, and the The processing data is input into the corresponding audit rule model, and the audit results of different dimensions are output. 2.根据权利要求1所述的5G基站运维管理系统,其特征在于,所述稽核规则模型包括:合同信息稽核规则模型、电费支付稽核规则模型、用电关系稽核规则模型和用电分割比例稽核规则模型;2. The 5G base station operation and maintenance management system according to claim 1, wherein the audit rule model comprises: a contract information audit rule model, an electricity bill payment audit rule model, an electricity consumption relationship audit rule model, and a power consumption split ratio Audit rule model; 所述合同信息稽核规则模型、所述电费支付稽核规则模型、所述用电关系稽核规则模型和所述用电分割比例稽核规则模型均是基于训练样本稽核数据得到的。The contract information audit rule model, the electricity bill payment audit rule model, the electricity consumption relationship audit rule model, and the electricity split ratio audit rule model are all obtained based on training sample audit data. 3.根据权利要求2所述的5G基站运维管理系统,其特征在于,所述数据稽核模块具体包括:3. The 5G base station operation and maintenance management system according to claim 2, wherein the data auditing module specifically comprises: 第一稽核单元,用于将所述处理数据输入至所述合同信息稽核规则模型中,得到所述合同信息稽核规则模型输出的第一稽核结果;a first audit unit, configured to input the processing data into the contract information audit rule model, and obtain a first audit result output by the contract information audit rule model; 第二稽核单元,用于将所述处理数据输入至所述电费支付稽核规则模型中,得到所述电费支付稽核规则模型输出的第二稽核结果;a second audit unit, configured to input the processing data into the electricity fee payment audit rule model, and obtain a second audit result output by the electricity fee payment audit rule model; 第三稽核单元,用于将所述处理数据输入至所述用电关系稽核规则模型中,得到所述用电关系稽核规则模型输出的第三稽核结果;a third auditing unit, configured to input the processed data into the power consumption relationship audit rule model, and obtain a third audit result output by the power consumption relationship audit rule model; 第四稽核单元,用于将所述处理数据输入至所述用电分割比例稽核规则模型中,得到所述用电分割比例稽核规则模型输出的第四稽核结果;a fourth auditing unit, configured to input the processed data into the audit rule model for electricity split ratio, and obtain a fourth audit result output by the power split ratio audit rule model; 合并单元,用于合并所述第一稽核结果、所述第二稽核结果、所述第三稽核结果和所述第四稽核结果,得到所述稽核结果。A merging unit, configured to merge the first audit result, the second audit result, the third audit result and the fourth audit result to obtain the audit result. 4.根据权利要求3所述的5G基站运维管理系统,其特征在于,所述合同信息稽核规则模型通过以下步骤训练得到:4. The 5G base station operation and maintenance management system according to claim 3, wherein the contract information audit rule model is obtained through the following steps of training: 获取所述样本稽核数据;obtaining the sample audit data; 将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第一稽核结果的所述合同信息稽核规则模型,所述合同信息稽核规则模型用于对站点名称、站址编码、合同方信息、电费单价以及电费合同租赁时间维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the contract information audit rule model for generating the first audit result of the data to be audited, and the contract information audit The rule model is used to check the compliance of site name, site code, contract party information, unit price of electricity, and lease time dimension of electricity contract. 5.根据权利要求3所述的5G基站运维管理系统,其特征在于,所述电费支付稽核规则模型通过以下步骤训练得到:5. The 5G base station operation and maintenance management system according to claim 3, wherein the electricity bill payment audit rule model is obtained through the following steps of training: 获取所述样本稽核数据;obtaining the sample audit data; 将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第二稽核结果的所述电费支付稽核规则模型,所述电费支付稽核规则模型用于对站址、收款人、电表读数、报账金额以及及时支付维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the electricity fee payment audit rule model for generating the second audit result of the data to be audited, and the electricity fee payment audit The rule model is used for compliance verification of site, payee, meter reading, billing amount, and timely payment dimensions. 6.根据权利要求3所述的5G基站运维管理系统,其特征在于,所述用电关系稽核规则模型通过以下步骤训练得到:6. The 5G base station operation and maintenance management system according to claim 3, wherein the power consumption relationship audit rule model is obtained through the following steps of training: 获取所述样本稽核数据;obtaining the sample audit data; 将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第三稽核结果的所述用电关系稽核规则模型,所述用电关系稽核规则模型用于对交维站、已拆除站、重复报账维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is used to obtain the electricity consumption relationship audit rule model for generating the third audit result of the data to be audited, and the electricity consumption The relationship audit rule model is used to check the compliance of the traffic and maintenance station, the dismantled station, and the repeated reimbursement dimensions. 7.根据权利要求3所述的5G基站运维管理系统,其特征在于,所述用电分割比例稽核规则模型通过以下步骤训练得到:7. The 5G base station operation and maintenance management system according to claim 3, characterized in that, the power split ratio audit rule model is obtained by training through the following steps: 获取所述样本稽核数据;obtaining the sample audit data; 将所述样本稽核数据作为训练使用的输入数据,采用机器学习的训练方式,得到用于生成所述待稽核数据的所述第四稽核结果的所述用电分割比例稽核规则模型,所述用电分割比例稽核规则模型用于对实际共享与客户关系管理共享关系维度进行合规性核查。The sample audit data is used as input data for training, and a training method of machine learning is adopted to obtain the power consumption split ratio audit rule model for generating the fourth audit result of the data to be audited, and the use The electric-split proportional audit rule model is used to check the compliance of the actual sharing and customer relationship management sharing relationship dimensions. 8.根据权利要求1所述的5G基站运维管理系统,其特征在于,所述数据处理模块具体包括:8. The 5G base station operation and maintenance management system according to claim 1, wherein the data processing module specifically comprises: 关联处理单元,用于对所述待稽核数据进行关联处理,得到关联数据;an association processing unit, configured to perform association processing on the data to be audited to obtain associated data; 衍生处理单元,用于对所述待稽核数据进行衍生处理,得到衍生数据;a derivative processing unit, used for derivative processing of the data to be audited to obtain derivative data; 聚类处理单元,用于对所述待稽核数据进行聚类处理,得到聚类数据;a clustering processing unit, configured to perform clustering processing on the data to be audited to obtain clustered data; 整合单元,用于整合所述关联数据、所述衍生数据和所述聚类数据,得到所述处理数据。an integrating unit, configured to integrate the associated data, the derived data and the clustering data to obtain the processed data. 9.根据权利要求8所述的5G基站运维管理系统,其特征在于,所述衍生处理单元具体包括:9. The 5G base station operation and maintenance management system according to claim 8, wherein the derivative processing unit specifically comprises: 第一衍生单元,用于对所述于对所述待稽核数据进行范围衍生处理,得到第一衍生数据;其中,所述范围衍生处理为衍生所述待稽核数据的核查范围;a first derivation unit, configured to perform range derivation processing on the data to be audited to obtain first derived data; wherein, the range derivation processing is to derive the verification range of the data to be audited; 第二衍生单元,用于对所述于对所述待稽核数据进行拆分衍生处理,得到第二衍生数据;其中,所述拆分衍生处理为基于所述待稽核数据的内容拆分所述待稽核数据;The second derivation unit is configured to perform splitting and derivation processing on the data to be audited to obtain second derived data; wherein, the splitting and derivation processing is splitting the data based on the content of the data to be audited data to be audited; 所述第一衍生数据和所述第二衍生数据构成所述衍生数据。The first derived data and the second derived data constitute the derived data. 10.一种基于权利要求1-9任一项所述的5G基站运维管理系统所实现的5G基站运维管理方法,其特征在于,包括以下步骤:10. A 5G base station operation and maintenance management method implemented by the 5G base station operation and maintenance management system according to any one of claims 1-9, characterized in that it comprises the following steps: 采集所述待稽核数据;collecting the data to be audited; 对所述待稽核数据进行处理,得到所述处理数据;Process the data to be audited to obtain the processed data; 将所述处理数据输入至所述稽核规则库中,得到所述稽核规则库输出的所述稽核结果。The processing data is input into the audit rule base, and the audit result output by the audit rule base is obtained.
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