CN-121413971-B - Legal compliance full life cycle management platform based on digital twinning

CN121413971BCN 121413971 BCN121413971 BCN 121413971BCN-121413971-B

Abstract

The invention relates to the technical field of digital twinning, in particular to a legal compliance full life cycle management platform based on digital twinning, which comprises a model construction module, a unit calling module, a behavior analysis module, an anomaly adjustment module and a compliance verification module, wherein the model construction and adjustment are carried out, a plurality of behavior data are input into the model, analyzing each behavior data to operate the operation unit, judging the operation accuracy of the model according to an operation result, calling an abnormal adjustment module to determine an adjustment method according to an abnormal operation state, performing compliance verification on the adjusted model to determine the availability of the model, and putting the adjusted model into use. According to the invention, by constructing the universal digital twin model, the single behavior and the composite behavior are subjected to targeted analysis and the model is adjusted, so that the availability and the specificity of the model are determined, and the judgment accuracy and the analysis efficiency of the composite behavior are improved.

Inventors

ZHAO LIANG
CAO JIANZHOU

Assignees

青岛云锴科技有限公司

Dates

Publication Date: 20260505
Application Date: 20250829

Claims (6)

1. A legal compliance full life cycle management platform based on digital twinning, comprising: the model construction module is used for acquiring data required for constructing a digital twin model, carrying out model construction based on the data, and enabling an operation unit in the model to comprise a single behavior unit and a composite behavior unit; The unit calling module is connected with the model construction module and used for inputting a plurality of behavior data into the model and analyzing each behavior data to run the running unit; The behavior analysis module is connected with the unit calling module, responds to the operation state of the single-row unit to obtain a single-row operation rule, compares the single-row operation rule with a single-row input rule, and determines whether the operation of the single-row unit is abnormal; Responding to the running state of the composite behavior unit to obtain a composite behavior running rule, and comparing the composite behavior running rule with a composite behavior input rule to obtain a running characteristic coefficient so as to determine whether the running of the composite behavior unit is abnormal; The abnormal adjustment module is connected with the unit calling module and the behavior analysis module and is used for determining an adjustment method of the model aiming at abnormal operation of the operation unit; The compliance verification module is connected with the behavior analysis module and the abnormality adjustment module and used for verifying the model, determining the availability of the adjusted model and putting the adjusted model into use; the unit call module analyzes each of the behaviors to run the run unit, including, Extracting keywords from the behavior data to determine the number of the keywords; if the number of the keywords is 1, determining to call a single row as a unit; If the number of the keywords is greater than 1, determining to call a compound behavior unit; the anomaly adjustment module determines an adjustment method for the model, wherein, If the operation unit accords with the first operation condition, reconstructing the model; If the operation unit accords with the second operation condition, analyzing the composite behavior operation rule to determine an adjustment method of the model; the first operation condition is that the single-row unit is abnormal in operation, and the second operation condition is that the single-row unit is normal in operation and the composite behavior unit is abnormal in operation; the anomaly adjustment module analyzes the composite behavior operation rule, including, The related keywords are used for determining that the composite behavior units correspond to the behavior data; the compound behavior operation method corresponding to the associated keywords is determined to be an associated compound behavior operation method; The compound behavior input method corresponding to the associated keywords is determined to be an associated compound behavior input method; The method comprises the steps of determining the ratio of the number of the operation laws of the associated composite behavior to the number of the input laws of the associated composite behavior as an abnormal behavior coefficient; the anomaly adjustment module determines an adjustment method for the composite behavior element, wherein, If the abnormal behavior coefficient is larger than an abnormal behavior coefficient threshold, determining a fracture relation of the associated keywords so as to analyze the behavior data corresponding to the non-fracture behavior for a preset number of times; and if the abnormal behavior coefficient is smaller than or equal to the abnormal behavior coefficient threshold value, calling a single row as a unit.
2. The digital twinning-based legal compliance full lifecycle management platform, as set forth in claim 1, wherein the behavior analysis module compares the single row of operational laws to a single row of input laws, comprising, The method comprises the steps of determining the corresponding relation between the single-row operation method and the single-row input method; the corresponding relation comprises that the single-row operation method is consistent with the single-row input method.
3. The digital twinning-based legal full lifecycle management platform, as recited in claim 2, wherein the behavior analysis module determines whether the single row unit is out of order, wherein, If the corresponding relation is corresponding, determining that the single row of units operates normally; And if the corresponding relation is not corresponding, determining that the single row is abnormal in operation of the unit.
4. The legal full life cycle management platform based on digital twin according to claim 3, wherein said behavior analysis module obtains operational characteristic coefficients comprising, The method comprises the steps of determining the corresponding relation between the composite behavior operation method and the composite behavior input method as the corresponding method quantity; the method is used for determining that the ratio of the corresponding number of laws to the number of the compound behavior input laws is an identity influence factor; the method comprises the steps of determining the absolute value of the difference between the number of the composite behavior operation method and the number of the composite behavior input method; The method is used for determining that the ratio of the number of the composite behavior input method strips to the absolute value of the difference is a missing influence factor; the weighted sum value used to determine the identity impact factor and the missing impact factor is an operational characteristic coefficient.
5. The digital twinning-based legal compliance full lifecycle management platform, as recited in claim 1, wherein the behavior analysis module determines whether the composite behavior unit is abnormal in operation, wherein, If the operation characteristic coefficient is larger than the operation characteristic coefficient threshold value, determining that the operation of the composite behavior unit is normal; And if the operation characteristic coefficient is smaller than or equal to the operation characteristic coefficient threshold value, the operation of the composite behavior unit is abnormal.
6. The digital twinning-based legal full lifecycle management platform, as set forth in claim 1, wherein the compliance verification module determines the adjusted model availability, comprising, For inputting the known composite behavior into the adjusted model; the method comprises the steps of determining whether the content of a corresponding composite behavior input method strip is consistent with the content of a composite behavior operation method strip; If the content is consistent, determining that the adjusted model is available; if the content is not consistent, determining that the adjusted model is not available.

Description

Legal compliance full life cycle management platform based on digital twinning Technical Field The invention relates to the technical field of digital twinning, in particular to a legal compliance full life cycle management platform based on digital twinning. Background In the face of severe challenges of global regulation proliferation, dynamic update, high compliance cost and risk proliferation, and pain points of common compliance management fragmentation, statics and difficult coping with complex operation association of enterprises, the digital twin technology and the support technology thereof are mature, provide a key opportunity for constructing a legal compliance full life cycle management platform, the platform is characterized in that dynamic virtual mapping integrating physical entities, business processes and regulation rules is constructed by utilizing digital twinning, and fundamental transition from passive coping to active prediction prevention, from static document management to full-process dynamic monitoring and from information island to unified intelligent collaboration of the compliance risk is realized, so that the efficiency, accuracy and prospective of the compliance management are remarkably improved. CN118426922A discloses a model management method and system of a digital twin platform, which comprises the steps of integrating a model into a micro-service architecture, debugging model parameters on line, optimizing model return results, acquiring interface call of the model through a rest interface, formulating a call strategy, analyzing the running condition of the model, and visualizing the use details of the model according to call data of the model. The model management method of the digital twin platform provided by the invention realizes quick loading and dynamic management of the model, improves flexibility and management efficiency of model deployment, ensures reliability and stability of model service, ensures high adaptability and accuracy of model output through careful parameter adjustment, flexibly configures the use permission according to the requirements of users and sites, enhances the safety and stability of the model service, and obtains better effects in the aspects of flexibility, safety and stability through permission control and a calling strategy. CN118965230a discloses a digital twinning-based intelligent operation and maintenance management platform, which implements efficient management of data models by confirming the model storage amounts of image data models and text data models, selecting proper memories and sub-storage spaces for storage, and performing time stamp marking on the stored image data models and text data models, so that the models have time attributes, the traceability of data is enhanced, feature data in the image data models and the text data models are respectively extracted, feature vectors are spliced, feature sets containing rich information can be formed, corresponding early warning measures are adopted according to the severity of faults, pertinence and effectiveness of early warning are improved, early warning alarms with different degrees are transmitted to abnormal areas for alarm processing, and operation and maintenance personnel can be ensured to know and process the faults in time. There are problems in the prior art that, In the actual situation, the composite behavior exists, the legal strips corresponding to the completed composite behavior are inconsistent with the legal strips corresponding to the unfinished composite behavior, and the error of confirming the legal strips can be caused by neglecting the composite behavior or judging the completion state of the composite behavior, so that the accuracy of model analysis and the compliance of the legal strips are reduced. Disclosure of Invention Therefore, the invention provides a legal compliance full life cycle management platform based on digital twinning, which is used for solving the problems that in the actual situation, composite behaviors exist, legal bars corresponding to the completed composite behaviors are inconsistent with legal bars corresponding to the incomplete composite behaviors, errors are generated in determining the legal bars due to neglecting the composite behaviors or judging the completed state of the composite behaviors, and the accuracy of model analysis and the compliance of the legal bars are reduced. To achieve the above object, the present invention provides a legal compliance full life cycle management platform based on digital twinning, which includes: the model construction module is used for acquiring data required for constructing a digital twin model, carrying out model construction based on the data, and enabling an operation unit in the model to comprise a single behavior unit and a composite behavior unit; The unit calling module is connected with the model construction module and used for inputting a plurality of behavior data