CN112580983B - A universal intelligent risk resolution method and equipment - Google Patents
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Abstract
Description
技术领域Technical field
本申请涉及风险化解平台技术领域,尤其涉及一种通用的智能风险化解方法及设备。This application relates to the technical field of risk resolution platforms, and in particular to a general intelligent risk resolution method and equipment.
背景技术Background technique
目前电子政务领域中有各种关于风险预警的业务场景,包括重点人物风险预警,场所风险预警,舆情风险预警等等,过去风险预警平台都是烟囱式发展,每一个风险预警平台都是单独设计,数据孤岛化,只能在本平台内进行风险预警和处置。而跨系统跨平台时由于风险化解或者管理的业务标准不一,规范不一,技术架构不一,都是局部的单线对接,或者星状结构的重复对接。Currently, there are various business scenarios for risk warning in the field of e-government, including risk warning for key persons, risk warning for places, public opinion risk warning, etc. In the past, risk warning platforms were developed in a chimney style, and each risk warning platform was designed individually. , data is isolated, and risk warning and processing can only be carried out within this platform. When cross-systems and cross-platforms, due to different business standards, specifications, and technical architectures for risk resolution or management, they are all local single-line docking, or repeated docking in a star structure.
发明内容Contents of the invention
为至少在一定程度上克服相关技术中存在的问题,本申请提供一种通用的智能风险化解方法及设备。In order to overcome the problems existing in related technologies at least to a certain extent, this application provides a general intelligent risk resolution method and equipment.
本申请的方案如下:The plan for this application is as follows:
根据本申请实施例的第一方面,提供一种通用的智能风险化解方法,包括:According to the first aspect of the embodiment of the present application, a general intelligent risk resolution method is provided, including:
基于预先对接的第三方大数据治理平台识别风险数据,对所述风险数据进行清洗转化,生成包括所述风险数据画像标签和风险评分的业务数据,并从所述第三方大数据治理平台导入所述业务数据;Identify risk data based on a pre-connected third-party big data governance platform, clean and transform the risk data, generate business data including risk data portrait labels and risk scores, and import all data from the third-party big data governance platform Describe business data;
根据所述画像标签和风险评分对所述业务数据进行分析并分类;Analyze and classify the business data according to the portrait labels and risk scores;
根据所述业务数据的类别,基于对应的业务策略,将所述业务数据发送到预先对接并进行定制化配置的第三方业务处置系统;According to the category of the business data and based on the corresponding business policy, the business data is sent to a third-party business processing system that is pre-connected and configured in a customized manner;
接收所述第三方业务处置系统发送的业务数据处理反馈。Receive business data processing feedback sent by the third-party business processing system.
优选的,在本申请一种可实现的方式中,还包括:Preferably, in an implementable manner of this application, it also includes:
对接第三方业务处置系统,并对所述第三方业务处置系统进行定制化配置,使所述第三方业务处置系统可以识别所述业务数据;Connect with the third-party business processing system and perform customized configuration on the third-party business processing system so that the third-party business processing system can identify the business data;
根据所述第三方业务处置系统可处置的业务类别对所述第三方业务处置系统进行分类;并将所述第三方业务处置系统的类别与所述业务数据的类别进行关联,生成所述业务策略。Classify the third-party business processing system according to the business categories that the third-party business processing system can handle; associate the category of the third-party business processing system with the category of the business data to generate the business policy .
优选的,在本申请一种可实现的方式中,所述对所述第三方业务处置系统进行定制化配置,具体包括:Preferably, in an implementable manner of this application, the customized configuration of the third-party business processing system specifically includes:
通过表单配置,对所述第三方业务处置系统进行字段级别的定制化配置。Through form configuration, the third-party business processing system is configured with field-level customization.
优选的,在本申请一种可实现的方式中,所述根据所述画像标签和风险评分对所述业务数据进行分析并分类,具体包括:Preferably, in an implementable manner of this application, the business data is analyzed and classified according to the portrait labels and risk scores, specifically including:
根据所述画像标签对所述业务数据进行条件标签分类,分类至少包括:人物,场所和舆情;Classify the business data with conditional labels based on the portrait labels, and the classification at least includes: people, places and public opinions;
根据所述风险评分对所述业务数据进行风险等级分类,分类至少包括:低风险,中风险和高风险。Classify the risk level of the business data according to the risk score, and the classification includes at least: low risk, medium risk and high risk.
优选的,在本申请一种可实现的方式中,所述对所述第三方业务处置系统进行定制化配置,具体还包括:Preferably, in an implementable manner of this application, the customized configuration of the third-party business processing system further includes:
使所述第三方业务处置系统根据定制化的配置信息,基于所述业务数据的风险等级分类,生成智能预警模块;基于所述业务数据的条件标签分类,根据超级引擎筛选特定的特征标签获取完整的标签数据,生成专项预警模块。The third-party business processing system generates an intelligent early warning module based on the customized configuration information and the risk level classification of the business data; based on the condition label classification of the business data, it filters specific feature labels according to the super engine to obtain complete Label data to generate a special early warning module.
优选的,在本申请一种可实现的方式中,还包括:Preferably, in an implementable manner of this application, it also includes:
通过所述第三方业务处置系统对所述业务数据进行审核,并将审核通过的所述业务数据加入风险名单。The business data is reviewed through the third-party business processing system, and the business data that passes the review is added to the risk list.
优选的,在本申请一种可实现的方式中,所述接收所述第三方业务处置系统发送的业务数据处理反馈具体包括:Preferably, in an implementable manner of this application, receiving the business data processing feedback sent by the third-party business processing system specifically includes:
接收所述第三方业务处置系统发送的业务数据处理结果反馈和处理过程反馈。Receive business data processing result feedback and processing process feedback sent by the third-party business processing system.
优选的,在本申请一种可实现的方式中,还包括:根据所述处理结果反馈对所述风险名单内的所述业务数据的风险评分进行更新,并根据更新后的所述业务数据的风险评分,对更新后的所述业务数据进行分类,根据更新后的所述业务数据的类别,基于对应的业务策略,将更新后的所述业务数据发送到预先对接并进行定制化配置的第三方业务处置系统。Preferably, in an implementable manner of the present application, it also includes: updating the risk score of the business data in the risk list based on the processing result feedback, and based on the updated business data Risk score, classify the updated business data, and send the updated business data to the third party that has been pre-connected and customized based on the category of the updated business data and based on the corresponding business policy. Third-party business disposal system.
优选的,在本申请一种可实现的方式中,所述对所述第三方业务处置系统进行定制化配置,具体还包括:Preferably, in an implementable manner of this application, the customized configuration of the third-party business processing system further includes:
将所述第三方业务处置系统的事件处置状态进行标准化。Standardize the event handling status of the third-party business handling system.
根据本申请实施例的第二方面,提供一种通用的智能风险化解设备,包括:According to the second aspect of the embodiment of the present application, a general intelligent risk resolution device is provided, including:
处理器和存储器;processor and memory;
所述处理器与存储器通过通信总线相连接:The processor and memory are connected through a communication bus:
其中,所述处理器,用于调用并执行所述存储器中存储的程序;Wherein, the processor is used to call and execute the program stored in the memory;
所述存储器,用于存储程序,所述程序至少用于执行如以上任一项所述的一种通用的智能风险化解方法The memory is used to store programs, and the programs are at least used to execute a general intelligent risk resolution method as described in any one of the above.
本申请提供的技术方案可以包括以下有益效果:本申请中提供了一种通用的智能风险化解方法,一般的风险预警流程,都可以分为发现分析解决反馈四个标准环节,本申请中,在发现阶段基于预先对接的第三方大数据治理平台识别风险数据,对风险数据进行清洗转化,生成包括风险数据画像标签和风险评分的业务数据,并从第三方大数据治理平台导入业务数据,该阶段可以对接多个第三方大数据治理平台进行风险数据合并碰撞,减少数据孤岛的产生。继而在本地平台中根据画像标签和风险评分对业务数据进行分析并分类;根据业务数据的类别,基于对应的业务策略,将业务数据发送到预先对接并进行定制化配置的第三方业务处置系统,由于对第三方业务处置系统进行了定制化配置,使第三方业务处置系统可以识别业务数据,通过专业的第三方业务处置系统对业务数据进行处理更加行之有效,最后接收第三方业务处置系统发送的业务数据处理反馈。本申请中,完成了发现分析解决反馈四个环节的一个业务闭环,并且协同了各个不同第三方职能部门进行协同处置,处理风险更加高效。The technical solution provided by this application can include the following beneficial effects: This application provides a universal intelligent risk resolution method. The general risk warning process can be divided into four standard links of discovery, analysis, solution and feedback. In this application, The discovery phase identifies risk data based on a pre-connected third-party big data governance platform, cleans and transforms the risk data, generates business data including risk data portrait labels and risk scores, and imports business data from the third-party big data governance platform. This phase It can connect to multiple third-party big data governance platforms to merge and collide risk data to reduce the occurrence of data islands. Then the business data is analyzed and classified in the local platform according to the portrait tags and risk scores; according to the category of the business data and based on the corresponding business strategy, the business data is sent to a third-party business processing system that is pre-connected and customized. Due to the customized configuration of the third-party business processing system, the third-party business processing system can identify the business data, process the business data more effectively through the professional third-party business processing system, and finally receive the data sent by the third-party business processing system business data processing feedback. In this application, a closed business loop of four links of discovery, analysis, resolution and feedback was completed, and various third-party functional departments were collaborated for collaborative disposal, making the risk management more efficient.
应当理解的是,以上的一般描述和后文的细节描述仅是示例性和解释性的,并不能限制本申请。It should be understood that the above general description and the following detailed description are only exemplary and explanatory, and do not limit the present application.
附图说明Description of the drawings
此处的附图被并入说明书中并构成本说明书的一部分,示出了符合本申请的实施例,并与说明书一起用于解释本申请的原理。The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the application and together with the description, serve to explain the principles of the application.
图1是本申请一个实施例提供的一种通用的智能风险化解方法的流程示意图;Figure 1 is a schematic flow chart of a general intelligent risk resolution method provided by an embodiment of the present application;
图2是本申请一个实施例提供的一种通用的智能风险化解设备的结构示意图。Figure 2 is a schematic structural diagram of a general intelligent risk mitigation device provided by an embodiment of the present application.
附图标记:处理器-21;存储器-22。Reference numbers: processor-21; memory-22.
具体实施方式Detailed ways
这里将详细地对示例性实施例进行说明,其示例表示在附图中。下面的描述涉及附图时,除非另有表示,不同附图中的相同数字表示相同或相似的要素。以下示例性实施例中所描述的实施方式并不代表与本申请相一致的所有实施方式。相反,它们仅是与如所附权利要求书中所详述的、本申请的一些方面相一致的装置和方法的例子。Exemplary embodiments will be described in detail herein, examples of which are illustrated in the accompanying drawings. When the following description refers to the drawings, the same numbers in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the following exemplary embodiments do not represent all implementations consistent with this application. Rather, they are merely examples of apparatus and methods consistent with aspects of the application as detailed in the appended claims.
一种通用的智能风险化解方法,参照图1,包括:A general intelligent risk resolution method, refer to Figure 1, includes:
S11:基于预先对接的第三方大数据治理平台识别风险数据,对风险数据进行清洗转化,生成包括风险数据画像标签和风险评分的业务数据,并从第三方大数据治理平台导入业务数据;S11: Identify risk data based on the pre-connected third-party big data governance platform, clean and transform the risk data, generate business data including risk data portrait labels and risk scores, and import business data from the third-party big data governance platform;
现有技术中,所有平台的风险预警流程,都可以分为发现,分析,解决,反馈,四个标准环节。In the existing technology, the risk warning process of all platforms can be divided into four standard links: discovery, analysis, resolution, and feedback.
本申请中支持第三方的大数据治理平台,数据分析平台的对接和导入。在数据发现环节,风险数据可以由各个大数据治理平台,数据分析平台(比如阿里云,腾讯云等,包括自研的hadoop平台)进行第一层的风险数据筛选,筛选动作包括数据清洗转化,数据标签化等,并对风险数据进行风险评分,生成包括风险数据画像标签和风险评分的业务数据,最后通过统一的接口适配,或者离线进行导入。This application supports the docking and import of third-party big data governance platforms and data analysis platforms. In the data discovery process, risk data can be screened at the first level by various big data governance platforms and data analysis platforms (such as Alibaba Cloud, Tencent Cloud, etc., including the self-developed Hadoop platform). The screening actions include data cleaning and transformation. Data labeling, etc., perform risk scoring on risk data, generate business data including risk data portrait labels and risk scores, and finally adapt through a unified interface or import it offline.
本步骤中,借助阿里云,腾讯云等第三方大数据治理平台进行数据的碰撞转化,解决了数据孤岛的问题。并且,由于数据的碰撞转化,在发现环节便可以过滤大量的无效或者重复风险,可以有效的提高基层工作人员的办事效率。In this step, third-party big data management platforms such as Alibaba Cloud and Tencent Cloud are used to collide and transform data, solving the problem of data islands. Moreover, due to the collision and transformation of data, a large number of invalid or repeated risks can be filtered out during the discovery process, which can effectively improve the work efficiency of grassroots staff.
本步骤中,技术上支持同时接入多个第三方大数据治理平台并存,一般实施时,每个区域落地只对接一个第三方大数据治理平台即可。In this step, it is technically possible to technically support the coexistence of multiple third-party big data governance platforms. During general implementation, each region only needs to connect to one third-party big data governance platform.
S12:根据画像标签和风险评分对业务数据进行分析并分类;S12: Analyze and classify business data based on portrait labels and risk scores;
本步骤中,根据画像标签和风险评分对业务数据进行分析并分类,具体的,根据画像标签对业务数据进行条件标签分类,分类至少包括:人物,场所和舆情;根据风险评分对业务数据进行风险等级分类,分类至少包括:低风险,中风险和高风险。In this step, the business data is analyzed and classified based on the portrait labels and risk scores. Specifically, the business data is classified with conditional labels based on the portrait labels. The classification at least includes: people, places and public opinions; the business data is risk-based based on the risk scores. Level classification, including at least: low risk, medium risk and high risk.
S13:根据业务数据的类别,基于对应的业务策略,将业务数据发送到预先对接并进行定制化配置的第三方业务处置系统;S13: According to the category of business data and based on the corresponding business policy, the business data is sent to the third-party business processing system that is pre-connected and customized;
本实施例中的方法在实施之前,需要预先完成与第三方大数据治理平台和第三方业务处置系统的对接,其中,在对接第三方业务处置系统时,需要对第三方业务处置系统进行定制化配置,使第三方业务处置系统可以识别业务数据;Before the method in this embodiment is implemented, it is necessary to complete the docking with the third-party big data governance platform and the third-party business disposal system in advance. When docking with the third-party business disposal system, the third-party business disposal system needs to be customized. Configuration so that the third-party business processing system can identify business data;
根据第三方业务处置系统可处置的业务类别对第三方业务处置系统进行分类;并将第三方业务处置系统的类别与业务数据的类别进行关联,生成业务策略。Classify the third-party business disposal system according to the business categories that the third-party business disposal system can handle; associate the categories of the third-party business disposal system with the categories of business data to generate business strategies.
对第三方业务处置系统进行定制化配置,具体包括:Customized configuration of the third-party business processing system, including:
通过表单配置,对第三方业务处置系统进行字段级别的定制化配置。Through form configuration, the third-party business processing system can be customized at the field level.
定制化配置主要是业务数据的字段控制,各个第三方业务处置系统对业务数据的字段要求是不同的,所以可以通过表单配置,实现字段级别的定制化配置。Customized configuration is mainly field control of business data. Each third-party business processing system has different field requirements for business data, so field-level customized configuration can be achieved through form configuration.
对第三方业务处置系统进行定制化配置,还包括:将第三方业务处置系统的事件处置状态进行标准化。具体的,各个业务系统处理流程和流程状态都是不同的,本实施例中针对该问题流程状态进行标准化,设置了新增,处理中,办结三个状态,具体操作的办理意见则设置成一段文本信息,由各个第三方业务处置系统技术根据自己的数据字段情况拼凑而成。比如基层治理的事件处置有新增,受理,上报,回退,报送,办结等各个状态,按照风险化解的技术接口对接,则其中的受理,上报,回退,报送,所有中间状态都属于处理中的状态,审批意见统一格式化成某某人或者某某部门,某某时间,进行了某某操作,操作内容为一段文本描述,对应的是审批或者办理意见。Customizing the configuration of the third-party business processing system also includes: standardizing the event processing status of the third-party business processing system. Specifically, the processing flow and process status of each business system are different. In this embodiment, the process status of this problem is standardized and three statuses of newly added, processing, and completed are set. The handling opinions of specific operations are set as A piece of text information is pieced together by various third-party business processing system technologies based on their own data field conditions. For example, the incident handling of grassroots governance has various states such as new addition, acceptance, reporting, rollback, submission, and settlement. According to the technical interface of risk resolution, the acceptance, reporting, rollback, reporting, and all intermediate states They all belong to the status of being processed. The approval opinions are uniformly formatted as a certain person or a certain department performed a certain operation at a certain time. The operation content is a text description, which corresponds to the approval or processing opinions.
本步骤中,生成定制化的配置信息发送到各个第三方业务处置系统,使第三方业务处置系统根据定制化的配置信息,基于业务数据的风险等级分类,生成智能预警模块;基于业务数据的条件标签分类,根据超级引擎筛选特定的特征标签获取完整的标签数据,生成专项预警模块。In this step, customized configuration information is generated and sent to each third-party business processing system, so that the third-party business processing system can generate an intelligent early warning module based on the customized configuration information and the risk level classification of the business data; based on the conditions of the business data Tag classification, filter specific feature tags according to the super engine to obtain complete tag data, and generate a special early warning module.
本实施例中,可以在分析环节中,把风险数据按照不同的高中低风险进行自由组合,形成不同的高中低风险名单。In this embodiment, in the analysis process, the risk data can be freely combined according to different high, medium and low risks to form different high, medium and low risk lists.
本步骤中,通过第三方业务处置系统对业务数据进行审核,并将审核通过的业务数据加入风险名单。In this step, the business data is reviewed through the third-party business processing system, and the business data that passes the review is added to the risk list.
审核可以为机器审核或者人工审核,也可以为机器审核和人工审核的结合。审核过程是为了避免脏数据的直接下发。The review can be machine review or manual review, or a combination of machine review and manual review. The review process is to avoid direct distribution of dirty data.
根据业务数据中的风险数据风险等级,将审核通过的业务数据加入分析环节中形成的对应的高中低风险名单。According to the risk level of the risk data in the business data, the approved business data will be added to the corresponding high, medium and low risk list formed in the analysis process.
业务数据加入风险名单后自动触发对应的业务策略。第三方业务处置系统可以包括雪亮平台,应急指挥平台和基层治理平台等。业务策略具体可以包括:比如高风险吸毒人群的业务数据的处置业务策略是发给雪亮平台和应急指挥平台进行处理,低风险的低保户人员的业务数据的处置业务策略则是发给基层治理进行定期走访巡查。After business data is added to the risk list, the corresponding business strategy is automatically triggered. Third-party business processing systems can include Xueliang platform, emergency command platform, grassroots governance platform, etc. Specific business strategies may include: For example, the business strategy for handling the business data of high-risk drug addicts is sent to the Xueliang platform and the emergency command platform for processing, while the business strategy for handling the business data of low-risk subsistence insured persons is sent to grassroots governance. Conduct regular visits and inspections.
业务策略是由“定制化标签+风险等级+对接可配置化的第三方业务处置系统”三元组所构成的规则引擎。定制化标签是本实施例中定制化的标签,使每个第三方业务处置系统只获得定制权限内的标签数据。The business strategy is a rule engine composed of the triplet of "customized label + risk level + docking with configurable third-party business processing system". The customized tag is a customized tag in this embodiment, so that each third-party business processing system only obtains tag data within the customized authority.
本步骤中,通过第三方业务处置系统实现解决环节。In this step, the resolution link is realized through the third-party business disposal system.
S14:接收第三方业务处置系统发送的业务数据处理反馈。S14: Receive business data processing feedback sent by the third-party business processing system.
本步骤中,提供了一个针对数据反馈的标准接口,各个第三方业务处置系统对业务数据进行处理后,部分信息会反馈给本平台,比如重点人员风险等级降低,某些字段的更新等,相关数据反馈的接口统一由本平台进行注册和权限分配。In this step, a standard interface for data feedback is provided. After each third-party business processing system processes the business data, some information will be fed back to the platform, such as the reduction of the risk level of key personnel, the update of certain fields, etc. Related The interface for data feedback is unified and registered and permissions are assigned by this platform.
具体的,接收第三方业务处置系统发送的业务数据处理结果反馈和处理过程反馈。Specifically, it receives business data processing result feedback and processing process feedback sent by the third-party business processing system.
并根据处理结果反馈对风险名单内的业务数据的风险评分进行更新,并根据更新后的业务数据的风险评分,对更新后的业务数据进行分类,根据更新后的业务数据的类别,基于对应的业务策略,将更新后的业务数据发送到预先对接并进行定制化配置的第三方业务处置系统。And based on the processing result feedback, the risk score of the business data in the risk list is updated, and the updated business data is classified according to the risk score of the updated business data. According to the category of the updated business data, based on the corresponding Business strategy sends updated business data to a third-party business processing system that is pre-connected and customized.
本实施例中的通用的智能风险化解方法,梳理了一个通用的风险化解业务流程标准,能够协同各个不同第三方职能部门进行协同处置。并且将技术接口标准化,系统对接从过去的星状结构变成中心结构,对接一次即可,无需重复对接。风险数据属于数据中台的建设模式,有效的避免了数据孤岛现象。The universal intelligent risk resolution method in this embodiment has sorted out a universal risk resolution business process standard and can collaborate with various third-party functional departments for collaborative disposal. In addition, the technical interfaces have been standardized, and system docking has changed from the past star-shaped structure to a central structure. It can be docked once without repeated docking. Risk data belongs to the construction model of data middle platform, which effectively avoids the phenomenon of data islands.
一种通用的智能风险化解设备,参照图2,包括:A universal intelligent risk mitigation device, refer to Figure 2, including:
处理器21和存储器22;Processor 21 and memory 22;
处理器21与存储器22通过通信总线相连接:The processor 21 and the memory 22 are connected through a communication bus:
其中,处理器21,用于调用并执行存储器22中存储的程序;Among them, the processor 21 is used to call and execute the program stored in the memory 22;
存储器22,用于存储程序,程序至少用于执行以上实施例中的一种通用的智能风险化解方法。The memory 22 is used to store programs, and the programs are at least used to execute one of the general intelligent risk resolution methods in the above embodiments.
一种通用的智能风险化解平台,包括:算法模型模块,关系图谱模块,全息档案模块,规则引擎模块,标签中心模块,元数据管理模块,表单配置模块,用户管理模块,数据管理模块和对接管理模块;A general intelligent risk resolution platform, including: algorithm model module, relationship map module, holographic archive module, rule engine module, tag center module, metadata management module, form configuration module, user management module, data management module and docking management module;
用于进行业务数据分析,并分别对接第三方大数据治理平台和第三方业务处置系统。Used to analyze business data and connect to third-party big data management platforms and third-party business processing systems respectively.
第三方大数据治理平台主要包括:离线计算模块,数据交换模块,任务管理模块,数据码表模块,空间管理模块等。The third-party big data governance platform mainly includes: offline computing module, data exchange module, task management module, data code table module, space management module, etc.
第三方业务处置系统主要包括:风险数据化解板块和数据反馈板块;The third-party business disposal system mainly includes: risk data resolution module and data feedback module;
其中风险数据化解板块分为风险预警板块,风险管控板块和风险态势板块;The risk data resolution section is divided into risk warning section, risk management and control section and risk situation section;
风险预警板块包括:智能预警模块,超级搜索模块和风险库模块;The risk warning module includes: intelligent warning module, super search module and risk library module;
风险管控板块包括:风险研判模块,任务下发模块,检查反馈模块,关联分析模块,责任落实模块,结果评估模块,专项排查模块,处置追踪模块和监督考核模块;The risk management and control module includes: risk research and judgment module, task issuance module, inspection feedback module, correlation analysis module, responsibility implementation module, result evaluation module, special investigation module, disposal tracking module and supervision and assessment module;
风险态势板块包括:宏观分析模块,趋势研判模块和态势掌控模块;The risk situation section includes: macro analysis module, trend research and judgment module and situation control module;
其中数据反馈板块包括:任务接收模块,任务反馈模块,任务办结模块,数据反馈模块,接口管理模块和数据统计模块。The data feedback module includes: task receiving module, task feedback module, task completion module, data feedback module, interface management module and data statistics module.
可以理解的是,上述各实施例中相同或相似部分可以相互参考,在一些实施例中未详细说明的内容可以参见其他实施例中相同或相似的内容。It can be understood that the same or similar parts in the above-mentioned embodiments can be referred to each other, and the content that is not described in detail in some embodiments can be referred to the same or similar content in other embodiments.
需要说明的是,在本申请的描述中,术语“第一”、“第二”等仅用于描述目的,而不能理解为指示或暗示相对重要性。此外,在本申请的描述中,除非另有说明,“多个”的含义是指至少两个。It should be noted that in the description of this application, the terms "first", "second", etc. are only used for descriptive purposes and cannot be understood as indicating or implying relative importance. Furthermore, in the description of the present application, unless otherwise stated, the meaning of "plurality" means at least two.
流程图中或在此以其他方式描述的任何过程或方法描述可以被理解为,表示包括一个或更多个用于实现特定逻辑功能或过程的步骤的可执行指令的代码的模块、片段或部分,并且本申请的优选实施方式的范围包括另外的实现,其中可以不按所示出或讨论的顺序,包括根据所涉及的功能按基本同时的方式或按相反的顺序,来执行功能,这应被本申请的实施例所属技术领域的技术人员所理解。Any process or method descriptions in flowcharts or otherwise described herein may be understood to represent modules, segments, or portions of code that include one or more executable instructions for implementing the specified logical functions or steps of the process. , and the scope of the preferred embodiments of the present application includes additional implementations in which functions may be performed out of the order shown or discussed, including in a substantially simultaneous manner or in the reverse order, depending on the functionality involved, which shall It should be understood by those skilled in the technical field to which the embodiments of this application belong.
应当理解,本申请的各部分可以用硬件、软件、固件或它们的组合来实现。在上述实施方式中,多个步骤或方法可以用存储在存储器中且由合适的指令执行系统执行的软件或固件来实现。例如,如果用硬件来实现,和在另一实施方式中一样,可用本领域公知的下列技术中的任一项或他们的组合来实现:具有用于对数据信号实现逻辑功能的逻辑门电路的离散逻辑电路,具有合适的组合逻辑门电路的专用集成电路,可编程门阵列(PGA),现场可编程门阵列(FPGA)等。It should be understood that various parts of the present application can be implemented in hardware, software, firmware, or a combination thereof. In the above embodiments, various steps or methods may be implemented in software or firmware stored in a memory and executed by a suitable instruction execution system. For example, if it is implemented in hardware, as in another embodiment, it can be implemented by any one or a combination of the following technologies known in the art: a logic gate circuit with a logic gate circuit for implementing a logic function on a data signal. Discrete logic circuits, application specific integrated circuits with suitable combinational logic gates, programmable gate arrays (PGA), field programmable gate arrays (FPGA), etc.
本技术领域的普通技术人员可以理解实现上述实施例方法携带的全部或部分步骤是可以通过程序来指令相关的硬件完成,所述的程序可以存储于一种计算机可读存储介质中,该程序在执行时,包括方法实施例的步骤之一或其组合。Those of ordinary skill in the art can understand that all or part of the steps involved in implementing the methods of the above embodiments can be completed by instructing relevant hardware through a program. The program can be stored in a computer-readable storage medium. The program can be stored in a computer-readable storage medium. When executed, one of the steps of the method embodiment or a combination thereof is included.
此外,在本申请各个实施例中的各功能单元可以集成在一个处理模块中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个模块中。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。所述集成的模块如果以软件功能模块的形式实现并作为独立的产品销售或使用时,也可以存储在一个计算机可读取存储介质中。In addition, each functional unit in various embodiments of the present application can be integrated into a processing module, or each unit can exist physically alone, or two or more units can be integrated into one module. The above integrated modules can be implemented in the form of hardware or software function modules. If the integrated module is implemented in the form of a software function module and sold or used as an independent product, it can also be stored in a computer-readable storage medium.
上述提到的存储介质可以是只读存储器,磁盘或光盘等。The storage media mentioned above can be read-only memory, magnetic disks or optical disks, etc.
在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本申请的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。In the description of this specification, reference to the terms "one embodiment," "some embodiments," "an example," "specific examples," or "some examples" or the like means that specific features are described in connection with the embodiment or example. , structures, materials or features are included in at least one embodiment or example of the present application. In this specification, schematic representations of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the specific features, structures, materials or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
尽管上面已经示出和描述了本申请的实施例,可以理解的是,上述实施例是示例性的,不能理解为对本申请的限制,本领域的普通技术人员在本申请的范围内可以对上述实施例进行变化、修改、替换和变型。Although the embodiments of the present application have been shown and described above, it can be understood that the above-mentioned embodiments are illustrative and cannot be understood as limitations of the present application. Those of ordinary skill in the art can make modifications to the above-mentioned embodiments within the scope of the present application. The embodiments are subject to changes, modifications, substitutions and variations.
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Denomination of invention: A general intelligent risk mitigation method and device Granted publication date: 20240319 Pledgee: Industrial and Commercial Bank of China Limited Hangzhou Branch Pledgor: Hangzhou Tianque Technology Co., Ltd. Registration number: Y2025330000463 |