Two-way review and management control method and apparatus for power systems based on artificial intelligence

Abstract

To provide a management control method and a management control device that improve the safety of a two-document-examination in an electric power system based on artificial intelligence, appropriately display document face information of two-documents, and reduce the risk of leakage.SOLUTION: A method includes: partitioning document face information into first information, second information, third information, and a divisible electronic-two-document template based on conventional electric power two-document information; determining the electronic-two-document template and generating an electronic two-document; obtaining a pre-examination result and combining risk characteristics with the pre-examination result to perform a risk assessment of document face information of the electronic two-document to confirm a risk level; determining an approval route for the electronic two-document; after the electronic two-document has passed encryption approval, dividing each electronic two-document based on operator information and the risk level, sending incomplete documents to corresponding operators to perform identity verification; collecting the incomplete documents; and combining the incomplete documents into a complete electronic two-document and automatically archiving it.SELECTED DRAWING: Figure 1

Description

Technical Field

[0001] This application relates to the technical field of power two-ticket flow, and more specifically, to a method and device for the review and management control of two-tickets in a power system based on artificial intelligence.

Background Art

[0002] The two-tickets (work tickets and operation tickets) of an artificial intelligence-powered power system can improve the efficiency and accuracy of review and ensure the safe and stable operation of the power system by means of modern information technology and artificial intelligence tools. An electronic work ticket is a digitized work guidance file, which details the content such as the type of work to be carried out, the work location, the work time, the operator, safety measures, operation steps, etc. An electronic operation ticket is a standardized operation guidance file, which mainly guides the operator to operate the equipment and is used to ensure the accuracy and safety of the operation.

[0003] In the prior art, when reviewing and issuing power two-tickets, generally, in order to transmit the complete two-tickets to the reviewers and operators, the possibility of leakage of the content of the electronic tickets is greatly increased, the security of the power two-tickets is reduced, and the safe and stable operation of the power system cannot be ensured.

Summary of the Invention

Problems to be Solved by the Invention

[0004] Therefore, how to improve the security of the management control of power two-tickets is an issue awaiting solution at present.

Means for Solving the Problems

[0006] In some embodiments of the present invention, partitioning the ballot information into first information, second information, third information, and a divisible electronic two-ballet template based on conventional two-ballet information involves analyzing various work types, determining standard operation flows corresponding to various work types, determining parameter types based on the standard operation flows, the parameter types including fixed parameters and variable parameters, with fixed parameters being the first information, and the first information being automatically filled in by automated recommendation software, collecting basic events in each quasi-operation flow where basic events are measurable events that cause work failure or a decrease in completion quality / efficiency, clarifying the objectives of each quasi-operation flow, and formulating based on the basic events and objectives. This includes constructing a block tree and calculating the probability of each basic event occurring, determining the correlation between variable parameters and basic events, determining the probability that each variable parameter influences the occurrence of a basic event based on the correlation and the probability of the basic event occurring, designating variable parameters whose probability of influencing the occurrence of a basic event exceeds a probability threshold as second information, and presenting recommended values ​​for those variable parameters using automated recommendation software, designating variable parameters whose probability of influencing the occurrence of a basic event is below a probability threshold as third information, manually entering this third information, and determining the divisible content and number of divisible parts of the electronic two-form template by matching the standard operation flow with the operator's role.

[0007] In some embodiments of this application, identifying the surface information of two electronic ballots by characters and performing a preliminary examination to obtain the preliminary examination results involves performing template matching on the surface information of two electronic ballots to obtain a template score, and collecting the text content of each flow in the conventional standard operation flow, statistically analyzing the frequency of text occurrences, and determining the character evaluation factor.

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[0008] In some embodiments of the present application, based on the work type of the electronic two votes, the risk characteristics in the work type are determined, the risk characteristics are combined with the pre-review result to perform a risk assessment on the ticket surface information of the electronic two votes, and the risk level is confirmed. This includes collecting historical risk events that have occurred for the work type, predicting future risk events that have not occurred but have a probability of occurrence, and the types of historical risk events and future risk events are different. Thereby, all risk characteristics in the work type are determined, and based on all risk characteristics in the work type and the pre-review score, a risk assessment of the ticket surface information of the electronic two votes is performed to confirm the risk level.

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[0009] In some embodiments of the present application, determining the authority of each approver based on the approval route of the two electronic forms and realizing encrypted approval of the two electronic forms includes encrypting the two electronic forms based on the approver's job function, granting authority to different approvers according to the approval route of the two electronic forms, and allowing approvers to see only the content of their corresponding job function without displaying the entire content of the two electronic forms.

[0010] In some embodiments of the present application, dividing two electronic forms based on operator information and risk level to obtain incomplete forms corresponding to the two electronic forms includes: determining the number of divisions of the incomplete form based on the number of operators and the content of the operations, calculating a causal index of the content of operations between different operators to determine whether a causal relationship exists between the content of operations, thereby dividing operators into single operators and non-single operators; and dividing the two electronic forms based on the number of divisions of the incomplete form for single operators and non-single operators to obtain incomplete forms corresponding to single operators and non-single operators, respectively.

[0011] In some embodiments of the present invention, sending an incomplete ballot to a corresponding operator, performing identity verification, and having the operator obtain the incomplete ballot after successful identity verification, includes: obtaining the operator's previous operational task, assigning identification weights corresponding to facial recognition, fingerprint recognition, and signature recognition based on the operator's previous operational task, performing facial recognition, fingerprint recognition, and signature recognition on the operator, obtaining corresponding scores for the three, performing weighted addition based on their respective identification weights to obtain a total identification score, and if the total identification score exceeds a threshold for the identification score, identity verification is successful and the operator successfully receives the incomplete ballot.

[0012] In some embodiments of the present invention, monitoring the operator's task progress and dynamic operational risks in real time includes collecting field data around the operator, evaluating operational risks based on a preset interval, and issuing corresponding alarm and remedial action commands to the operator if the operational risk is too high.

[0013] In response to this, the present invention further provides a power system two-vote review and management control device based on artificial intelligence, comprising: a generation module for dividing the vote information into first information, second information, third information and a divisible electronic two-vote template based on conventional two-vote information, automatically filling in the first information using automatic recommendation software, presenting recommendation parameters for the second information, manually filling in the third information, determining the electronic two-vote template and generating the electronic two-vote; a verification module for identifying the vote information of the electronic two-vote by characters, performing a preliminary review, obtaining the preliminary review result, determining the risk characteristics in the work type based on the work type of the electronic two-vote, linking the risk characteristics and the preliminary review result to perform a risk evaluation of the vote information of the electronic two-vote and confirming the risk level; and each work type The system includes an approval module for determining the approval route of two electronic documents by constructing a risk level-approval route mapping list in the IP, determining the authority of each approver based on the approval route of two electronic documents, and realizing encrypted approval of two electronic documents; a splitting module for verifying operator information after encrypted approval of two electronic documents has passed, splitting the two electronic documents based on operator information and risk level, obtaining incomplete documents corresponding to the two electronic documents, sending the incomplete documents to the corresponding operators, performing identity verification, and allowing operators to obtain incomplete documents after successful identity verification; and a harmonizing module for monitoring the operator's task progress and dynamic operation risk in real time, collecting each incomplete document after the operator completes the task, combining each incomplete document into a complete two electronic documents, and automatically archiving it.

[0014] By applying the above technical proposal, the information on the electronic two-vote sheet is partitioned into first information, second information, third information, and a divisible electronic two-vote template based on conventional two-vote information, the first information is automatically filled in by automatic recommendation software, recommendation parameters for the second information are presented, the third information is manually entered, the electronic two-vote template is determined, the electronic two-vote is generated, the information on the electronic two-vote sheet is identified by text and pre-screened, the pre-screening results are obtained, the risk characteristics in the work type of the electronic two-vote are determined based on the work type of the electronic two-vote, the risk characteristics and pre-screening results are linked to perform a risk evaluation of the information on the electronic two-vote sheet to confirm the risk level, and the risk in each work type By constructing a mapping list of the credential approval route, the approval route for the two electronic forms is determined, the authority of each approver is determined based on the approval route for the two electronic forms, encrypted approval of the two electronic forms is implemented, operator information is verified after passing encrypted approval of the two electronic forms, the two electronic forms are divided based on the operator information and risk level, incomplete forms corresponding to the two electronic forms are obtained, the incomplete forms are sent to the corresponding operators, identity verification is performed, the operators receive the incomplete forms after successful identity verification, the operator's task progress and dynamic operation risk are monitored in real time, after the operator completes the task, each incomplete form is collected, each incomplete form is combined into a complete two electronic forms, and it is automatically archived. [Effects of the Invention]

[0015] Compared to the prior art, the present invention offers the following remarkable advancements.

[0016] This invention partitions an electronic template that can be divided based on the information on the ballot, improving controllability and reliability when using two ballots. By linking risk characteristics and pre-examination results, a risk assessment of the information on the two electronic ballots is performed to confirm the risk level, improving the security of the examination of the two ballots, ensuring that the information on the two ballots is displayed appropriately, and reducing the risk of leakage. By dividing the two electronic ballots based on operator information and risk level, the appropriateness of the basis for dividing incomplete ballots is ensured, providing a reliable foundation for the safe and stable operation of power systems. [Brief explanation of the drawing]

[0017] To more clearly explain the technical concept in the embodiments of this application, the drawings necessary for describing the embodiments are briefly introduced below. Clearly, the drawings in the following description are merely some embodiments of this application, and those skilled in the art can obtain other drawings based on these without expending any creative effort.

[0018] [Figure 1] This diagram shows a schematic flow of a two-vote review and management control method for a power system based on artificial intelligence according to an embodiment of the present invention. [Figure 2] Two evaluations of a power system based on artificial intelligence according to an embodiment of the present invention, along with a schematic diagram of the structure of the management and control device, are shown. [Modes for carrying out the invention]

[0019] The following describes the technical concepts in the embodiments of this application clearly and completely, linking them to the drawings of the embodiments. Clearly, the embodiments described are only some, and not all, embodiments of this application. All other embodiments obtained based on the embodiments of this application, without requiring any creative effort from a person skilled in the art, are all within the scope of protection of this application.

[0020] The method for reviewing and managing two votes of a power system based on artificial intelligence according to an embodiment of the present invention, as shown in Figure 1, includes the following steps.

[0021] Step S101: Based on the conventional two-vote information, the vote information is divided into first information, second information, third information, and a divisible electronic two-vote template. The first information is automatically filled in by the automatic recommendation software, recommendation parameters for the second information are presented, the third information is manually entered, the electronic two-vote template is determined, and the electronic two-vote is generated.

[0022] In this embodiment, the first information, the second information, and the third information refer to parameters or textual information that are fixed each time (e.g., ID, device name, etc.), information with a relatively low degree of influence (recommendation software provides recommendation values), and specific or highly influential information that needs to be manually entered, respectively. The automatic recommendation software may be a software algorithm from a conventional product or another model algorithm.

[0023] In some embodiments of the present invention, partitioning the ballot information into first information, second information, third information, and a divisible electronic two-ballet template based on conventional two-ballet information involves analyzing various work types and determining standard operation flows corresponding to various work types, determining parameter types based on the standard operation flows, the parameter types including fixed parameters and variable parameters, with fixed parameters being the first information, and the first information being automatically filled in by automated recommendation software, collecting basic events in each quasi-operation flow, where basic events are measurable events that cause work failure or a decrease in completion quality / efficiency, clarifying the objectives of each quasi-operation flow, and falling based on the basic events and objectives. This includes constructing a tree and calculating the probability of each basic event occurring, determining the correlation between variable parameters and basic events, determining the probability that each variable parameter influences the occurrence of a basic event based on the correlation and the probability of the basic event occurring, designating variable parameters whose probability of influencing the occurrence of a basic event exceeds a probability threshold as second information, and automatically presenting recommended values ​​for those variable parameters using automated recommendation software, designating variable parameters whose probability of influencing the occurrence of a basic event is below a probability threshold as third information, manually entering this third information, and determining the divisible content and number of divisible parts of the electronic two-form template by matching the standard operation flow with the operator's role.

[0024] In this embodiment, the work type is the specific task type of the operation sheet or work sheet. Work sheets are mainly used to instruct workers to perform various tasks such as construction, inspection, and testing. Operation sheets are mainly used to instruct operators to perform operations such as turning equipment on and off, switching, and adjusting. The two sheets have different main roles and correspond to different work types.

[0025] In this embodiment, the process of constructing the fault tree includes the following:

[0026] A fault tree is constructed based on basic events, which is a logic diagram showing how a fault event consists of a series of basic events. The fault tree consists of root nodes (fault events) and leaf nodes (basic events), with intermediate nodes representing the relationships between basic events. The fault tree is analyzed using Boolean algebra and probability theory to calculate the probability of fault events occurring. For each variable parameter, the effect within all ranges is analyzed. The effect of parameter variations on the probability of basic events is determined, thereby influencing the probability of fault events occurring.

[0027] Furthermore, a failure is not defined solely by the occurrence of a failure event; rather, a failure is defined as occurring when there is a decrease in completion quality or efficiency.

[0028] In this embodiment, basic events include equipment failure, operational errors, and environmental factors. The objectives of the standard operation flow may include safety, efficiency, and quality. Correlation may be expressed by Pearson's correlation coefficient.

[0029] In this embodiment, the divisible content and number of divisible parts of the electronic two-vote template are determined by matching the standard operation flow with the operator's role. The vote content and the operator's role are roughly partitioned, and a correspondence between blocks and operators is established (here, the partitioning is roughly, and subsequent partitioning is more detailed).

[0030] Step S102: Identify the information on the electronic two forms by their characters and perform a preliminary review. Obtain the preliminary review results. Determine the risk characteristics for the work type based on the work type of the electronic two forms. Link the risk characteristics and the preliminary review results to perform a risk assessment of the information on the electronic two forms and confirm the risk level.

[0031] In this embodiment, a preliminary review of the content of the ballot information (including layout and format) is performed using character recognition. If the pre-screening score meets the threshold, it indicates that the mirror is very small and can be directly adjusted. If the threshold is not met, two new electronic ballots are generated. The risk level is presented by linking the risk characteristics and the pre-screening score.

[0032] In some embodiments of this application, identifying the surface information of two electronic ballots by characters and performing a preliminary examination to obtain the preliminary examination results involves performing template matching on the surface information of two electronic ballots to obtain a template score, and collecting the text content of each flow in the conventional standard operation flow, statistically analyzing the frequency of text occurrences, and determining the character evaluation factor.

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[0033] In this embodiment, template matching is performed on the ballot information of two electronic ballots to obtain a template score. The template score includes template matching, format matching, logical consistency checks, and whether or not required fields have been filled in. A logical consistency check refers to a simple theoretical analysis, for example, that the start time of a task should not be earlier than the end time of a task.

[0034] In this embodiment, the text content of each flow in the conventional standard operation flow is collected, and the frequency of text occurrences is statistically analyzed to determine the character evaluation factor (determined by the frequency and byte ratio in the flow to which the character belongs, and the frequency and byte ratio in multiple flows of the standard operation flow). 閾 (Y1 i / Y2 i ) and f 閾 (Y3 i / Y4 i ) can be considered as two types of mappings, and frequency thresholds may be determined.

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[0035] Note that "bytes" in the above content refer to the number of characters.

[0036] In this embodiment, the information on the two electronic ballots is validated using keywords to obtain a keyword score. Keywords are searched, matched by string using an algorithm, and, like regular expressions, the system can accurately pinpoint the position of keywords in the text. Further verification is performed to determine whether the theoretical relationships between keywords are correct; for example, a keyword for a certain safety measure should appear after a specific type of work. If keywords are missing or mirrored, a deduction in the keyword score occurs. The pre-screening score is determined by the template score and the keyword score, and as a result, both are weighted and added together.

[0037] In some embodiments of the present application, the risk characteristics of a work type are determined based on the work type of the electronic two-form, and the risk level is confirmed by linking the risk characteristics with the pre-examination results to perform a risk assessment of the form information of the electronic two-form. This involves collecting historical risk events that have occurred in the work type, predicting future risk events that have not yet occurred but have a probability of occurring, and determining all the risk characteristics of the work type based on the different types of historical and future risk events, and then confirming the risk level by performing a risk assessment of the form information of the electronic two-form based on all the risk characteristics of the work type and the pre-examination score.

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[0038] In this embodiment, a risk event refers to an event that affects the safety of the power system (equipment failure, inadequate safety measures, emergency accident, etc.). Historical risk events and future risk events are of different types, and the type of predicted future risk event will always be different from that of historical risk events. The risk characteristics to which risk events of the same type belong are basically similar, and therefore of little significance.

[0039] In this embodiment, the pre-screening score is modified and the risk level is determined by an overall risk index which is the intersection of the set of risk features corresponding to historical risk events and the set of risk features corresponding to future risk events, and their union.

[0040] Note that the risk weights for risk features corresponding to the intersection set and the union set are different.

[0041] Step S103: Determine the electronic two-vote approval route by constructing a risk level-approval route mapping list for each work type, determine the authority of each approver based on the electronic two-vote approval route, and implement encrypted electronic two-vote approval.

[0042] In this embodiment, approval routes corresponding to each risk level are determined based on conventional experience. Generally, the higher the risk level, the more experts are required to review the project. Low-risk projects require only a simple, single-stage approval, while high-risk projects require multiple stages of approval.

[0043] In some embodiments of the present application, determining the authority of each approver based on the approval route of the two electronic forms and realizing encrypted approval of the two electronic forms includes performing encryption processing on the two electronic forms based on the approver's job function, granting authority to different approvers according to the approval route of the two electronic forms, and allowing approvers to view only the content of their corresponding job function without displaying the entire content of the two electronic forms.

[0044] In this embodiment, before approval, the two electronic votes are encrypted, and approvers further down the hierarchy have greater authority, while different approvers can only see a portion of the content corresponding to their authority.

[0045] Step S104: After passing the encrypted authentication of the two electronic votes, the operator information is verified, the two electronic votes are divided based on the operator information and risk level, an incomplete vote is obtained corresponding to the two electronic votes, the incomplete vote is sent to the corresponding operator, identity verification is performed, and after successful identity verification, the operator receives the incomplete vote.

[0046] In this embodiment, the two electronic ballots are divided based on operator information and risk level, the number of divisions for the incomplete ballots is determined by a pre-set mapping relationship based on two parameters, the number of operators and risk level, and after division, the status of the incomplete ballots corresponding to each operator is determined based on the operator type.

[0047] In some embodiments of the present application, dividing two electronic forms based on operator information and risk level to obtain incomplete forms corresponding to the two electronic forms includes: determining the number of divisions of the incomplete form based on the number of operators and the content of the operations, calculating a causal index of the content of operations between different operators to determine whether a causal relationship exists between the content of operations, thereby dividing operators into single operators and non-single operators; and dividing the two electronic forms based on the number of divisions of the incomplete form for single operators and non-single operators to obtain incomplete forms corresponding to single operators and non-single operators, respectively.

[0048] In this embodiment, the causal index is a nonlinear interdependence index, a method based on state-space reconstruction and neighbor distance, used to determine the direction and magnitude of causal relationships. For two independent systems or factors X and Y, the state spaces of the two systems are constructed based on state-space reconstruction theory.

[0049] Sample point x in state space X n For x rn,1 ,...,x rn,k . is x n Let k neighbors be represented in the state space X of x n Then calculate the average value of the Euclidean distance between k neighboring points.

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[0050] As can be seen from the definition, 0 X→Y ≤ 1, S X→Y ​When approaches 0, systems X and Y are independent of each other, and S X→Y If the value is significantly greater than 0, a causal relationship exists between system X and Y, and the closer it is to 1, the stronger the causal relationship becomes.

[0051] While other indicators representing causal relationships can be used, this application provides only one specific method.

[0052] In this embodiment, the non-single operator is the result in the causal relationship, while the single operator is the cause or unaffected entity in the causal relationship.

[0053] In this embodiment, theoretically, the actions of each operator are as completely independent as possible, and thus each person's number of incomplete votes is 1, and all incomplete votes constitute a complete electronic 2-vote. However, in reality, the target demand of the action of the previous operator may influence the action of the next operator, so it is necessary to consider the existence of such influences, and the content of incomplete votes cannot be completely independent. Causality is used to show that there is a causal influence on the actions of operators. For example, operator 2 must be determined in accordance with the demands of operator 1's action in the previous step, and in this case, operator 2 must have two incomplete votes (their own incomplete vote and the operator's incomplete vote).

[0054] In some embodiments of the present invention, sending an incomplete ballot to a corresponding operator, performing identity verification, and having the operator obtain the incomplete ballot after successful identity verification, includes: obtaining the operator's previous operational task, assigning identification weights corresponding to facial recognition, fingerprint recognition, and signature recognition based on the previous operational task, performing facial recognition, fingerprint recognition, and signature recognition on the operator, obtaining corresponding scores for the three, performing weighted addition based on their respective identification weights to obtain a total identification score, and if the total identification score exceeds a threshold for the identification score, identity verification is successful and the operator successfully receives the incomplete ballot.

[0055] In this embodiment, the operator may have performed another task before facial recognition, fingerprint recognition, and signature recognition, and dirt on the face or hands may be present, causing inaccurate recognition. Therefore, recognition weights corresponding to facial recognition, fingerprint recognition, and signature recognition are assigned based on one operational task. For example, if a previous operational task may have caused dirt on the hands, the weight for fingerprint recognition is reduced and the weights for the other two are increased.

[0056] Step S105: Monitor the operator's task progress and dynamic operations in real time to minimize risk. After the operator completes the task, collect each incomplete form, combine each incomplete form into two complete electronic forms, and automatically archive them.

[0057] In this embodiment, during the work process, the system collects field data and environmental information (equipment information) in real time and dynamically evaluates work risks. If a potential safety risk is detected, the system automatically issues an alarm and instructs the worker to take appropriate safety measures. After the work is completed, the two electronic records are combined into one complete record, and the relevant execution data is automatically archived, making future inquiries and audits easy. The system deeply analyzes past two-record data to provide data support for safety management and continuously optimizes work flows and safety measures.

[0058] In some embodiments of the present invention, monitoring the operator's task progress and dynamic operational risks in real time includes collecting field data around the operator, evaluating operational risks based on a preset interval, and issuing corresponding alarm and remedial action commands to the operator if the operational risk is too high.

[0059] By applying the above technical proposal, the information on the electronic two-vote sheet is partitioned into first information, second information, third information, and a divisible electronic two-vote template based on conventional two-vote information, the first information is automatically filled in by automatic recommendation software, recommendation parameters for the second information are presented, the third information is manually entered, the electronic two-vote template is determined, the electronic two-vote is generated, the information on the electronic two-vote sheet is identified by text and pre-screened, the pre-screening results are obtained, the risk characteristics in the work type of the electronic two-vote are determined based on the work type of the electronic two-vote, the risk characteristics and pre-screening results are linked to perform a risk evaluation of the information on the electronic two-vote sheet to confirm the risk level, and the risk in each work type By constructing a mapping list of client-approval routes, the approval route for the two electronic forms is determined, the authority of each approver is determined based on the approval route for the two electronic forms, encrypted approval of the two electronic forms is implemented, operator information is verified after passing encrypted approval of the two electronic forms, the two electronic forms are divided based on the operator information and risk level, incomplete forms corresponding to the two electronic forms are obtained, the incomplete forms are sent to the corresponding operators, identity verification is performed, the operators receive the incomplete forms after successful identity verification, the operator's task progress and dynamic operation risk are monitored in real time, after the operator completes, each incomplete form is collected, each incomplete form is combined into a complete two electronic forms, and automatically archived. This application partitions an electronic template that can be divided based on form information, improving controllability and reliability when using two forms. Risk assessment of the form information of the two electronic forms is performed by linking risk characteristics and pre-examination results to confirm the risk level, improving the security of the review of the two forms, appropriately displaying the form information of the two forms, and reducing the risk of leakage. Based on operator information and risk levels, the two electronic votes are divided, ensuring the appropriateness of the basis for dividing incomplete votes and providing a reliable foundation for the safe and stable operation of the power system.

[0060] From the above description of embodiments, those skilled in the art will clearly understand that the present invention may be implemented in hardware, or by adding it to general-purpose hardware required for software. Based on this understanding, the technical proposal of the present invention may be expressed in the form of a software product, which may be stored on a single non-volatile storage medium (which may be a CD-ROM, USB flash disk, removable hard disk, etc.) and may include a plurality of commands that cause a single computer device (which may be a personal computer, server, or network device, etc.) to execute the method described in each embodiment of the present invention.

[0061] In response to this, the present invention further provides a power system two-vote review and management control device based on artificial intelligence, comprising: a generation module for dividing the vote information into first information, second information, third information and a divisible electronic two-vote template based on conventional two-vote information, automatically filling in the first information using automatic recommendation software, presenting recommendation parameters for the second information, manually filling in the third information, determining the electronic two-vote template and generating the electronic two-vote; a verification module for identifying the vote information of the electronic two-vote by characters, performing a preliminary review, obtaining the preliminary review result, determining the risk characteristics in the work type based on the work type of the electronic two-vote, linking the risk characteristics and the preliminary review result to perform a risk evaluation of the vote information of the electronic two-vote and confirming the risk level; and each work The system includes an approval module for determining the approval route of two electronic documents by constructing a risk level-approval route mapping list for each type, determining the authority of each approver based on the approval route of the two electronic documents, and implementing encrypted approval of two electronic documents; a splitting module for verifying operator information after passing encrypted approval of two electronic documents, splitting the two electronic documents based on operator information and risk level, obtaining incomplete documents corresponding to the two electronic documents, sending the incomplete documents to the corresponding operators, performing identity verification, and allowing operators to obtain incomplete documents after successful identity verification; and a harmonizing module for monitoring the operator's task progress and dynamic operation risk in real time, collecting each incomplete document after the operator completes the task, combining each incomplete document into a complete two electronic documents, and automatically archiving it.

[0062] In one or more of the implementation scenes, the devices may be merged into a single module of the above implementation scenes, or they may be further divided into multiple submodules.

[0063] The above-mentioned numbers for the present invention are for descriptive purposes only and do not indicate any superiority or inferiority in the implementation scenarios.

[0064] The above embodiments are used solely to illustrate the technical proposal of the present application and are not intended to limit it. Although the present application has been described in detail with reference to the above embodiments, it is still possible to modify the technical proposals described in each of the above embodiments or to substitute some of the technical features with equivalents, as will be understandable to those skilled in the art. Such modifications or substitutions will not mean that the essence of the corresponding technical proposal deviates from the spirit and scope of the technical proposal of each embodiment of the present application.

[0065] (Note) (Note 1) Based on conventional two-vote information, the vote information is divided into first information, second information, third information, and a divisible electronic two-vote template. Automatic recommendation software automatically fills in the first information and presents recommendation parameters for the second information. The third information is manually entered, the electronic two-vote template is determined, and the electronic two-vote is generated. The process involves identifying the information on the two electronic ballots based on the characters used, conducting a preliminary review, obtaining the preliminary review results, determining the risk characteristics for each work type based on the work type of the two electronic ballots, linking the risk characteristics with the preliminary review results to conduct a risk assessment of the information on the two electronic ballots, and confirming the risk level. By constructing a risk level-approval route mapping list for each work type, the approval route for electronic two-vote approvals is determined, the authority of each approver is determined based on the electronic two-vote approval route, and encrypted electronic two-vote approvals are implemented. After passing the encrypted authentication of the two electronic votes, the operator information is verified, the two electronic votes are divided based on the operator information and risk level, an incomplete vote corresponding to the two electronic votes is obtained, the incomplete vote is sent to the corresponding operator, identity verification is performed, and after successful identity verification, the operator receives the incomplete vote. An artificial intelligence-based method for reviewing, managing, and controlling two-vote forms in a power system, characterized by including monitoring the operator's task progress and dynamic operational risks in real time, collecting each incomplete form after the operator has completed the task, combining each incomplete form into a complete electronic two-vote form, and automatically archiving it.

[0066] (Note 2) The process of dividing the ballot information into first information, second information, third information, and a divisible electronic two-ballot template based on conventional two-ballot information is as follows: Analyze various work types and determine standard operation flows corresponding to each work type. The parameter type is determined by the standard operation flow, and the parameter type includes fixed parameters and variable parameters, with the fixed parameters being the first piece of information, and this first piece of information being automatically filled in by the automated recommendation software. Collect basic events in each quasi-operational flow. Basic events are measurable events that cause work failure or a decrease in completed quality / efficiency. Clarify the objectives of each quasi-operational flow, construct a fault tree based on the basic events and objectives, and calculate the probability of each basic event occurring. The correlation between variable parameters and basic events is determined, and based on the correlation and the probability of the basic event occurring, the probability that the variable parameters influence the occurrence of the basic event is determined. Variable parameters whose probability of influencing the occurrence of the basic event exceeds a probability threshold are treated as second information, and recommended values ​​for these variable parameters are automatically presented by automated recommendation software. The third piece of information is a variable parameter whose probability of influencing the occurrence of a basic event is below a probability threshold, and this third piece of information is filled in manually. A method for reviewing and managing two votes in a power system based on artificial intelligence, as described in Appendix 1, characterized by including determining the divisible content and number of divisible parts of an electronic two-vote template by matching a standard operation flow with the operator's role.

[0067] (Note 3) Identifying the information on the two electronic ballots using text and conducting a preliminary review, and obtaining the results of the preliminary review, To perform template matching on the ballot information of two electronic votes and obtain a template score, The text content of each flow in the conventional standard operation flow is collected, the frequency of text occurrences is statistically analyzed, and the character evaluation factor is determined.

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[0068] (Note 4) Determining the risk characteristics of the work type based on the work type of the two electronic forms, linking the risk characteristics with the pre-screening results, and conducting a risk assessment of the information on the electronic forms to confirm the risk level is: Collect historical risk events that occurred for a given work type, predict future risk events that have not yet occurred but have a probability of occurring, and determine that the types of historical and future risk events are different, thereby determining all risk characteristics for that work type. Based on all the risk characteristics and pre-screening scores for the work type, a risk assessment of the ballot information of the two electronic ballots is performed to confirm the risk level.

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[0069] (Note 5) Determining the authority of each approver based on the approval route of two electronic votes, and implementing encrypted approval of two electronic votes, A method for reviewing and managing two electronic forms in a power system based on artificial intelligence, as described in Appendix 1, characterized by performing encryption processing on the two electronic forms based on the approver's job function, granting authority to different approvers according to the approval route of the two electronic forms, allowing approvers to view only the content of their corresponding job function, and not displaying the entire content of the two electronic forms.

[0070] (Note 6) Dividing two electronic votes based on operator information and risk level, and obtaining incomplete votes corresponding to the two electronic votes, Operator information includes the number of operators and the details of the operations, and the number of incomplete votes is determined based on the risk level and the number of operators. By calculating causal indicators of operations performed by different operators, it is possible to determine whether or not a causal relationship exists between the operations, and thereby categorize operators into single operators and non-single operators. A method for reviewing and managing two votes in a power system based on artificial intelligence as described in Appendix 1, characterized by dividing two electronic votes based on the number of divisions of single operators, non-single operators, and incomplete votes, and obtaining incomplete votes corresponding to single operators and non-single operators, respectively.

[0071] (Note 7) The process involves sending an incomplete vote to the corresponding operator, performing identity verification, and after successful verification, the operator receiving the incomplete vote. Identity verification includes facial recognition, fingerprint recognition, and signature recognition. A method for reviewing and managing two votes in a power system based on artificial intelligence as described in Appendix 1, characterized by: obtaining the previous operation task of the operator; assigning identification weights corresponding to face recognition, fingerprint recognition, and signature recognition based on the previous operation task of the operator; performing face recognition, fingerprint recognition, and signature recognition on the operator; obtaining scoring points corresponding to the three; performing weighted addition based on the respective identification weights to obtain a total identification score; and, if the total identification score exceeds a threshold for the identification score, success in identity verification and successful receipt of the incomplete vote by the operator.

[0072] (Note 8) Monitoring the operator's task progress and dynamic operational risks in real time is important. A method for reviewing, managing, and controlling two power systems based on artificial intelligence as described in Appendix 1, characterized by including collecting on-site data around the operator, evaluating operational risk based on a preset period, and issuing corresponding alarm and remedial action commands to the operator if the operational risk is too high.

[0073] (Note 9) Based on conventional two-vote information, the vote information is divided into first information, second information, third information, and a divisible electronic two-vote template. Automatic recommendation software automatically fills in the first information and presents recommendation parameters for the second information. The third information is manually entered, the electronic two-vote template is determined, and a generation module is used to generate the electronic two-vote. A verification module for identifying the information on the electronic two ballots based on the characters, performing a preliminary review, obtaining the preliminary review results, determining the risk characteristics in the work type based on the work type of the electronic two ballots, linking the risk characteristics with the preliminary review results to perform a risk assessment of the information on the electronic two ballots, and confirming the risk level. By constructing a risk level-approval route mapping list for each work type, the approval route for electronic two-vote approval is determined, the authority of each approver is determined based on the electronic two-vote approval route, and an approval module is implemented to realize encrypted electronic two-vote approval. After passing the encrypted authentication of the two electronic votes, the operator information is verified, the two electronic votes are split based on the operator information and risk level, incomplete votes corresponding to the two electronic votes are obtained, the incomplete votes are sent to the corresponding operators, identity verification is performed, and after successful identity verification, the operator receives the splitting module for obtaining the incomplete votes, An artificial intelligence-based two-vote review and management control device for a power system, characterized by including a matching module that monitors the operator's task progress and dynamic operational risks in real time, collects each incomplete vote after the operator has completed the task, combines each incomplete vote into a complete two-vote, and automatically archives it.

Claims

1. An execution performed by a computer device equipped with a storage medium, Based on the information from two forms of work slips and operation slips for an AI-powered power system, the form information is divided into first information, second information, third information, and a divisible electronic two-form template. Automatic recommendation software automatically fills in the first information and presents recommendation parameters for the second information, allows the operator to select the third information, determines the electronic two-form template, and generates the electronic two-form. The process involves identifying the information on the two electronic ballots based on the characters, conducting a preliminary review, obtaining the preliminary review results, determining the risk characteristics for each work type based on the work type of the two electronic ballots, linking the risk characteristics with the preliminary review results to conduct a risk assessment of the information on the two electronic ballots, and confirming the risk level. By constructing a risk level-approval route mapping list for each work type, the approval route for the two electronic votes is determined, the authority of each approver is determined based on the approval route for the two electronic votes, and encrypted approval for the two electronic votes is implemented. After passing the encrypted authentication of the two electronic votes, the operator information is verified, the two electronic votes are divided based on the operator information and risk level, an incomplete vote is obtained corresponding to the two electronic votes, the incomplete vote is sent to the corresponding operator, identity verification is performed, and after successful identity verification, the operator is allowed to obtain the incomplete vote. An artificial intelligence-based method for reviewing and managing two-vote systems in a power system, characterized by monitoring the operator's task progress and dynamic operational risks in real time, collecting each incomplete vote after the operator has completed the task, combining each incomplete vote into two complete electronic votes, and automatically archiving them.

2. The conventional method of dividing vote information into first information, second information, third information, and a divisible electronic two-vote template based on two-vote information is: Analyze various work types and determine standard operation flows corresponding to each work type. The parameter type is determined by the standard operation flow, and the parameter type includes fixed parameters and variable parameters, with the fixed parameters being the first piece of information, and this first piece of information being automatically filled in by the automated recommendation software. Collect basic events in each quasi-operational flow. Basic events are measurable events that cause work failure or a decrease in completed quality / efficiency. Clarify the objectives of each quasi-operational flow, construct a fault tree based on the basic events and objectives, and calculate the probability of each basic event occurring. The correlation between variable parameters and basic events is determined, and based on the correlation and the probability of the basic event occurring, the probability that the variable parameters influence the occurrence of the basic event is determined. Variable parameters whose probability of influencing the occurrence of the basic event exceeds a probability threshold are treated as second information, and recommended values ​​for these variable parameters are automatically presented by automated recommendation software. Determine the range in which the probability of a basic event occurring is below a probability threshold, and have the operator select the variation parameter of the determined range as a third piece of information. A method for reviewing and managing two forms for a power system based on artificial intelligence, as described in claim 1, characterized in that it includes determining the divisible content and the number of divisible parts of an electronic two-form template by matching a standard operation flow with the operator's role.

3. Identifying the information on the two electronic ballots using text and conducting a preliminary review, and obtaining the results of the preliminary review, To perform template matching on the ballot information of two electronic ballots and obtain a template score, The text content of each flow in the conventional standard operation flow is collected, the frequency of text occurrences is statistically analyzed, and the character evaluation factor is determined. [Math 1] Here, P ｉ is the evaluation factor of the i-th character, F1 ｉ is the occurrence frequency within the flow to which the i-th character belongs, Y1 ｉ is the number of bytes of the i-th character, Y2 ｉ is the total number of bytes within the flow to which the i-th character belongs, f 閾 (Y1 ｉ / Y2 ｉ ) is a frequency threshold function regarding the ratio of the number of bytes of the i-th character to the total number of bytes within the flow to which it belongs, exp is an exponential function, F2 ｉ is the occurrence frequency in all flows within the standard operation flow of the i-th character, Y3 ｉ is the number of bytes in all flows within the standard operation flow of the i-th character, Y4 ｉ is the total number of bytes in all flows within the standard operation flow corresponding to the i-th character, f 閾 (Y3 ｉ / Y4 ｉ ) is a frequency threshold function regarding the ratio of the number of bytes in all flows within the standard operation flow of the i-th character to the total number of bytes in all flows, and k is a preset constant, The evaluation factor is set to a positive number, and any character exceeding the threshold of the evaluation factor is considered a keyword. To perform keyword verification on the ballot information of two electronic ballots and obtain a keyword score, A method for reviewing and managing two votes for a power system based on artificial intelligence, as described in claim 2, characterized in that it includes determining a pre-screening score based on a template score and a keyword score, and using that as the result.

4. Determining the risk characteristics of the work type based on the work type of the two electronic forms, linking the risk characteristics with the pre-screening results, and conducting a risk assessment of the information on the electronic forms to confirm the risk level is: Collect historical risk events that occurred for a given work type, predict future risk events that have not yet occurred but have a probability of occurring, and determine that the types of historical and future risk events are different, thereby determining all risk characteristics for that work type. Based on all the risk characteristics and pre-screening scores for the work type, a risk assessment of the information on the electronic two ballots is performed to confirm the risk level. [Math 2] L is the risk level, M is the conversion coefficient, and Q is the conversion coefficient. １ This is the pre-screening score, Q ２ α is the pre-screening score threshold, exp is the exponential function, A is the set of risk features corresponding to historical risk events, B is the set of risk features corresponding to future risk events, || represents the cardinality of the set, i.e., the number of risk features in the set, |A∩B| is the number of risk features in the set of the intersection of set A and set B, α ｉ is the risk weight corresponding to the i-th risk feature in the set of intersections, W ｉ is the risk index of the i-th risk feature in the set of intersections, |A∪B| is the number of risk features in the union of set A and set B, and β ｊ E is the risk weight corresponding to the j-th risk feature in the union. ｊ The method for reviewing and managing two votes for a power system based on artificial intelligence, as described in claim 3, further comprising the fact that is a risk index corresponding to the j-th risk feature in the union.

5. Determining the authority of each approver based on the approval route of two electronic votes, and implementing encrypted approval of two electronic votes, A method for reviewing and managing two electronic forms in a power system based on artificial intelligence, as described in claim 1, characterized in that it includes encrypting the two electronic forms based on the approver's job function, granting authority to different approvers according to the approval route of the two electronic forms, allowing approvers to view only the content of their corresponding job function, and not displaying the entire content of the two electronic forms.

6. Dividing two electronic ballots based on operator information and risk level, and obtaining incomplete ballots corresponding to the two electronic ballots, Operator information includes the number of operators and the details of the operations, and the number of incomplete votes is determined based on the risk level and the number of operators. By calculating causal indicators of operations performed by different operators, it is possible to determine whether or not a causal relationship exists between the operations, and thereby categorize operators into single operators and non-single operators. A method for reviewing and managing two votes in a power system based on artificial intelligence, as described in claim 1, characterized by comprising dividing two electronic votes based on the number of divisions of single operators, non-single operators, and incomplete votes, and obtaining incomplete votes corresponding to single operators and non-single operators, respectively.

7. Sending incomplete votes to the corresponding operator, performing identity verification, and then allowing the operator to receive the incomplete votes after successful identity verification is, Identity verification includes facial recognition, fingerprint recognition, and signature recognition. A method for reviewing and managing two votes in a power system based on artificial intelligence, as described in claim 1, comprising: obtaining the previous operation task of the operator; assigning identification weights corresponding to face recognition, fingerprint recognition, and signature recognition based on the previous operation task of the operator; performing face recognition, fingerprint recognition, and signature recognition on the operator; obtaining scoring points corresponding to the three; performing weighted addition based on the respective identification weights to obtain a total identification scoring point; and, if the total identification scoring point exceeds a threshold for the identification scoring point, the identity verification is successful and the operator successfully receives the incomplete vote.

8. Monitoring the operator's task progress and dynamic operational risks in real time is important. A method for reviewing and managing a power system based on artificial intelligence, as described in claim 1, characterized by including collecting on-site data around the operator, evaluating operational risk based on a preset period, and issuing alarm and remedial action commands to the operator if the operational risk is too high.

9. A generation module that divides the information on the two forms of a work order and an operation order of an artificial intelligence-based power system into first information, second information, third information and a divisible electronic two-form template based on conventional two-form information which is information on two forms of a work order and an operation order, automatically fills in the first information using automatic recommendation software and presents recommendation parameters for the second information, allows the operator to select the third information, determines the electronic two-form template and generates the electronic two-form, A verification module that identifies the information on the electronic two ballots based on the characters, performs a preliminary review, obtains the preliminary review results, determines the risk characteristics in the work type based on the work type of the electronic two ballots, links the risk characteristics with the preliminary review results to perform a risk assessment of the information on the electronic two ballots, and confirms the risk level. An approval module that determines the approval route for electronic two-vote approval by constructing a risk level-approval route mapping list for each work type, determines the authority of each approver based on the electronic two-vote approval route, and implements encrypted electronic two-vote approval. After passing the encrypted authentication of the two electronic votes, the operator information is verified, the two electronic votes are split based on the operator information and risk level, an incomplete vote corresponding to the two electronic votes is obtained, the incomplete vote is sent to the corresponding operator, identity verification is performed, and after successful identity verification, the operator is given an incomplete vote; An artificial intelligence-based two-vote review and management control device for a power system, characterized by comprising a computer device with a storage medium, which includes a matching module that monitors the operator's task progress and dynamic operational risks in real time, collects each incomplete vote after the operator has completed the task, combines each incomplete vote into two complete electronic votes, and automatically archives them.

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