Nuclear power asset evaluation filing examination method

Abstract

The invention particularly relates to a nuclear power asset assessment filing examination method. The method comprises the following steps: step 101, constructing a nuclear power asset assessment filing database; step 102, constructing a nuclear power asset assessment filing review model; and step 103, performing integrity, compliance and conformity review on the nuclear power asset assessment filing file through the nuclear power asset assessment filing review model, generating a nuclear power asset assessment filing file review result, and automatically generating a review letter. The invention further relates to a nuclear power asset assessment filing and reviewing device, computer equipment and a storage medium. According to the invention, digitization and intelligentization of nuclear power asset assessment filing review are realized, and the nuclear power asset assessment filing review efficiency is improved.

Description

Technical Field

[0001] The present invention relates to the technical field of nuclear power asset evaluation, and in particular to a nuclear power asset evaluation filing and review method, device, computer equipment and storage medium. Background Art

[0002] The review of nuclear power asset assessment filing materials is done manually, which is inefficient, mainly reflected in the following three aspects:

[0003] (1) When reviewing the nuclear power asset assessment filing materials, it is necessary to refer to local electricity prices, project compliance and other information. Currently, personnel have to manually search on various websites and platforms, which is cumbersome and inefficient.

[0004] (2) Reviewers need to check and examine the nuclear power asset assessment filing materials submitted by the reporting units one by one to ensure that the materials are complete and in compliance with the requirements, which is time-consuming and laborious;

[0005] (3) For key data in nuclear power asset assessment filing materials, reviewers need to manually review each file to find key information and verify it, which is inefficient and has a high error rate. Summary of the invention

[0006] The purpose of the present invention is to provide a nuclear power asset evaluation filing review method, device, computer equipment and storage medium to realize the digitization and intelligence of nuclear power asset evaluation filing review and improve the efficiency of nuclear power asset evaluation filing review.

[0007] In order to achieve the above object, the present invention provides a nuclear power asset evaluation filing review method, comprising the following steps:

[0008] Step 101, constructing a nuclear power asset assessment filing database;

[0009] Step 102: construct a nuclear power asset assessment filing review model;

[0010] Step 103: Conduct a review of the integrity, compliance and conformity of the nuclear power asset assessment filing documents through the nuclear power asset assessment filing review model, and generate a review result of the nuclear power asset assessment filing documents.

[0011] In the present invention, in step 101, the nuclear power asset assessment filing data includes nuclear power asset assessment filing documents, new energy production data, and auxiliary review reference data; the new energy production data is collected from the new energy production system and the nuclear power asset assessment auxiliary review reference data is collected from the external system through a data acquisition tool, the nuclear power asset assessment filing documents are recorded, and a nuclear power asset assessment filing database is constructed.

[0012] In the present invention, in step 102, the nuclear power asset evaluation filing review model includes a nuclear power asset evaluation filing document integrity review model, a nuclear power asset evaluation filing document compliance review model, and a nuclear power asset evaluation filing document conformity review model;

[0013] The nuclear power asset evaluation filing document integrity review module reviews the integrity of the nuclear power asset evaluation filing document and generates the nuclear power asset evaluation filing document integrity review results;

[0014] The compliance review model for nuclear power asset evaluation filing documents reviews the compliance of nuclear power asset evaluation filing documents and generates compliance review results for nuclear power asset evaluation filing documents;

[0015] The nuclear power asset evaluation filing document conformity review model reviews the conformity of the nuclear power asset evaluation filing documents and generates the nuclear power asset evaluation filing document conformity review results.

[0016] In the present invention, a nuclear power asset evaluation filing document integrity review model is constructed, including the following steps:

[0017] Sorting out the nuclear power asset evaluation filing documents and determining the standards for nuclear power asset evaluation filing documents. The standards for nuclear power asset evaluation filing documents include the file name, file type and file format;

[0018] Formulate rules for the integrity of nuclear power asset assessment filing documents based on the standards for nuclear power asset assessment filing documents;

[0019] According to the integrity rules of nuclear power asset evaluation filing documents and combined with MIME file type identification tools, a nuclear power asset evaluation filing document integrity review model is constructed;

[0020] The nuclear power asset evaluation filing document integrity review model conducts integrity review on the nuclear power asset evaluation filing document, determines whether the nuclear power asset evaluation filing document complies with the nuclear power asset evaluation filing document integrity rules, and generates the nuclear power asset evaluation filing document integrity review results;

[0021] The results of the integrity review of the nuclear power asset appraisal filing documents include whether the nuclear power asset appraisal filing documents are complete and whether the format is compliant; when the nuclear power asset appraisal filing documents are incomplete and the format is not compliant, the results of the integrity review of the nuclear power asset appraisal filing documents also include an explanation of the incompleteness and non-compliance of the nuclear power asset appraisal filing documents.

[0022] In the present invention, according to the compliance rules of nuclear power asset evaluation filing documents, an OCR text recognition tool is used in combination with a deep learning algorithm to construct a compliance model for nuclear power asset evaluation filing documents;

[0023] The compliance model of nuclear power asset evaluation filing documents identifies the signature and seal of asset evaluation filing documents; according to the compliance rules of asset evaluation filing documents, it determines whether the signature and seal of asset evaluation filing documents are compliant, and generates the compliance review results of nuclear power asset evaluation filing documents;

[0024] The compliance review results of the asset appraisal filing documents include whether the signatures and seals of the asset appraisal filing documents are complete and in correct positions; when the signatures and seals of the asset appraisal filing documents are incomplete and in incorrect positions, the compliance review results of the asset appraisal filing documents also include an explanation of the incompleteness and incorrect positions of the signatures and seals of the asset appraisal filing documents.

[0025] In the present invention, the compliance rules of nuclear power asset evaluation filing documents are obtained by the following method: sorting out the nuclear power asset evaluation filing documents, determining the document types that need to be signed and sealed, the number of signatures and seals, and the locations of signatures and seals, and compiling the compliance rules of nuclear power asset evaluation filing documents.

[0026] In the present invention, an OCR text recognition tool and a large language model in the field of nuclear power are used to construct a conformity review model for nuclear power asset evaluation filing documents;

[0027] The conformity review model for nuclear power asset evaluation filing documents intelligently extracts key information of nuclear power asset evaluation filing documents and conducts conformity review, and generates conformity review results for nuclear power asset evaluation filing documents, including the following steps:

[0028] Use OCR text recognition tools to identify text information in nuclear power asset evaluation filing documents; use the nuclear power field language big model to intelligently extract key information from nuclear power asset evaluation filing documents;

[0029] Conduct horizontal comparison of key information of nuclear power asset evaluation filing documents extracted intelligently, determine whether the content of nuclear power asset evaluation filing documents meets the review requirements, and generate compliance review results of nuclear power asset evaluation filing documents;

[0030] The conformity review results of the nuclear power asset assessment filing documents include whether the nuclear power asset assessment filing documents contain key information and whether the key information is consistent; when the key information of the nuclear power asset assessment filing documents is inconsistent, the inconsistent key information of the nuclear power asset assessment filing documents is highlighted.

[0031] In the present invention, the OCR text recognition tool recognizes the text information in the nuclear power asset evaluation filing document, including the following steps:

[0032] Make text and image corrections to asset appraisal filing documents;

[0033] Segment the text image into different parts and label the attributes of each part, including text, image and table;

[0034] Recognize tables in text images, and further recognize text information in the tables;

[0035] Detect the position, range and layout of text in text images; recognize text information in text images.

[0036] In the present invention, the nuclear power field language big model intelligently extracts key information of nuclear power asset evaluation filing documents, including the following steps:

[0037] Take the text information of the nuclear power asset evaluation record file as input, read and segment the text, and then use the Prompt Template class to create the prompt words for intelligent extraction of key information in the nuclear power asset evaluation record file;

[0038] Call the nuclear power field big language model through the interface, and intelligently extract the prompt words of the key information of the nuclear power asset evaluation filing document and input them into the nuclear power field big language model;

[0039] The large language model in the nuclear power field intelligently extracts key information from nuclear power asset assessment filing documents and outputs it through the LangChain framework.

[0040] In the present invention, a prompt word template for intelligent extraction of key information in nuclear power asset evaluation filing documents is provided in the Prompt Template class, the prompt word template allows embedded template parameters, and the Prompt Template class generates prompt words by formatting template content through parameter values; the text is added to the prompt word template as context together with the key information in the nuclear power asset evaluation filing document that needs to be intelligently extracted, and the Prompt Template class generates prompt words for intelligent extraction of key information in the nuclear power asset evaluation filing document.

[0041] In the present invention, the nuclear power asset evaluation filing review method also includes: constructing a nuclear power asset evaluation filing review letter automatic generation model; the nuclear power asset evaluation filing review letter automatic generation model is provided with a nuclear power asset evaluation filing review letter template in Word format, which is used to automatically fill in the nuclear power asset evaluation filing review letter template with the key information of the nuclear power asset evaluation filing file and the nuclear power asset evaluation filing review results extracted intelligently, so as to generate a nuclear power asset evaluation filing review letter.

[0042] In the present invention, the automatic generation model of the nuclear power asset assessment filing review letter uses the Apache POI library to read the nuclear power asset assessment filing review letter template, finds the placeholders that need to be filled in the nuclear power asset assessment filing review letter template, replaces the placeholders with the intelligently extracted nuclear power asset assessment filing file key information and the nuclear power asset assessment filing review results, saves and outputs the modified document, and generates the nuclear power asset assessment filing review letter.

[0043] In order to achieve the above-mentioned purpose, the present invention provides a nuclear power asset evaluation filing and review device, comprising:

[0044] Nuclear power asset evaluation record database, which stores nuclear power asset evaluation record data and provides management and query functions;

[0045] The nuclear power asset assessment filing review module has a nuclear power asset assessment filing review model, which is used to review the integrity, compliance and conformity of nuclear power asset assessment filing documents and generate the review results of nuclear power asset assessment filing documents;

[0046] The nuclear power asset assessment filing review letter module is equipped with an automatic generation model for nuclear power asset assessment filing review letters, which is used to generate nuclear power asset assessment filing review letters.

[0047] In order to achieve the above-mentioned purpose, the present invention also provides a computer device, including a memory and a processor, wherein the memory stores computer-readable instructions, and when the processor executes the computer-readable instructions, the steps of the above-mentioned nuclear power asset assessment filing and review method are implemented.

[0048] In order to solve the above technical problems, the present invention provides a computer-readable storage medium, on which computer-readable instructions are stored, and when the computer-readable instructions are executed, the steps of the above-mentioned nuclear power asset assessment filing and review method are implemented.

[0049] Beneficial technical effects of the present invention:

[0050] The nuclear power asset evaluation filing review method, device, calculation and equipment and storage medium of the present invention utilize data acquisition tools, text recognition tools and language large models to construct a nuclear power asset evaluation filing database and a nuclear power asset evaluation filing review model, thereby realizing the automatic review of the integrity, compliance and conformity of nuclear power asset evaluation filing documents and the management and query of nuclear power asset evaluation filing data; constructing a nuclear power asset evaluation filing review letter automatic generation model, thereby realizing the automatic generation of nuclear power asset evaluation filing review letters; ultimately realizing the digitization and intelligence of the nuclear power asset evaluation filing review process, thereby effectively improving the efficiency and accuracy of nuclear power asset evaluation filing review. BRIEF DESCRIPTION OF THE DRAWINGS

[0051] Figure 1 A flowchart of an embodiment of the nuclear power asset evaluation filing and review method of the present invention;

[0052] Figure 2 It is a schematic structural view of an embodiment of the nuclear power asset evaluation and filing review device of the present invention.

[0053] Figure 3 The figure is a schematic structural view of a computer device according to an embodiment of the present invention. DETAILED DESCRIPTION

[0054] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by technicians in the technical field to which this application belongs; the terms used in the specification of the application are only for the purpose of describing specific embodiments and are not intended to limit this application; the terms "including" and "having" and any variations thereof in the specification and claims of this application and the above-mentioned figure descriptions are intended to cover non-exclusive inclusions.

[0055] Reference to "embodiments" herein means that a particular feature, structure, or characteristic described in conjunction with the embodiments may be included in at least one embodiment of the present application. The appearance of the phrase in various locations in the specification does not necessarily refer to the same embodiment, nor is it an independent or alternative embodiment that is mutually exclusive with other embodiments. It is explicitly and implicitly understood by those skilled in the art that the embodiments described herein may be combined with other embodiments.

[0056] The technical solution of the present invention is clearly and completely described below in conjunction with the accompanying drawings and specific embodiments.

[0057] According to the nuclear power asset assessment filing review process, the reporting unit organizes the nuclear power asset assessment filing documents and reports them through the nuclear power asset assessment filing reporting system. The reviewers conduct a completeness, compliance and conformity review of the reported nuclear power asset assessment filing documents in combination with external reference materials. The traditional manual review method is not only inefficient, but also has a high error rate, and it is difficult to meet the requirements of nuclear power asset assessment filing review.

[0058] The present invention utilizes data acquisition tools, text recognition tools and language large models to construct a nuclear power asset evaluation filing database and a nuclear power asset evaluation filing review model, thereby realizing automatic review of the integrity, compliance and conformity of nuclear power asset evaluation filing documents and management and query of nuclear power asset evaluation filing data; constructs a nuclear power asset evaluation filing review letter automatic generation model, thereby realizing automatic generation of nuclear power asset evaluation filing review letters; and finally realizes the digitization and intelligence of the nuclear power asset evaluation filing review process, thereby effectively improving the efficiency and accuracy of nuclear power asset evaluation filing review.

[0059] refer to Figure 1 , shows a flow chart of an embodiment of a nuclear power asset evaluation filing review method, the nuclear power asset evaluation filing review method comprising the following steps:

[0060] Step 101: sort out and collect nuclear power asset assessment record data, and build a nuclear power asset assessment record database;

[0061] Step 102: construct a nuclear power asset assessment filing review model;

[0062] Step 103: Conduct a review of the integrity, compliance and conformity of the nuclear power asset assessment filing documents through the nuclear power asset assessment filing review model, and generate a review result of the nuclear power asset assessment filing documents.

[0063] The nuclear power asset assessment filing review will refer to the new energy production data and the asset assessment filing auxiliary review reference data. In this embodiment, in step 101, the nuclear power asset assessment filing data includes the nuclear power asset assessment filing documents, the new energy production data, and the auxiliary review reference data; the new energy production data is collected from the new energy production system and the nuclear power asset assessment auxiliary review reference data is collected from the external system through the data collection tool, the nuclear power asset assessment filing documents are recorded, and the nuclear power asset assessment filing database is constructed to realize the management and query of the nuclear power asset assessment filing data, which is convenient for the nuclear power asset assessment filing review as a data reference; the data collection tools include Kettle and Scrapy.

[0064] Table 1 Nuclear power asset assessment filing data types and subdivision data

[0065]

[0066]

[0067] The nuclear power asset assessment filing review needs to review the integrity, compliance and conformity of the reported nuclear power asset assessment documents. By building a nuclear power asset assessment filing review model, the reviewers can be assisted in completing the nuclear power asset assessment filing review. The nuclear power asset assessment filing review model is built based on the nuclear power asset assessment filing review process using text recognition tools and large language models.

[0068] In this embodiment, in step 102, the nuclear power asset evaluation filing review model includes a nuclear power asset evaluation filing document integrity review model, a nuclear power asset evaluation filing document compliance review model, and a nuclear power asset evaluation filing document conformity review model;

[0069] The nuclear power asset evaluation filing document integrity review module reviews the integrity of the nuclear power asset evaluation filing document and generates the nuclear power asset evaluation filing document integrity review results;

[0070] The compliance review model for nuclear power asset evaluation filing documents reviews the compliance of nuclear power asset evaluation filing documents and generates compliance review results for nuclear power asset evaluation filing documents;

[0071] The nuclear power asset evaluation filing document conformity review model reviews the conformity of the nuclear power asset evaluation filing documents and generates the nuclear power asset evaluation filing document conformity review results.

[0072] According to the nuclear power asset evaluation filing review process, the nuclear power asset evaluation filing documents submitted by the reporting unit generally include multiple file types. In this embodiment, a nuclear power asset evaluation filing document integrity review model is constructed, including the following steps:

[0073] Sorting out the nuclear power asset evaluation filing documents and determining the standards for nuclear power asset evaluation filing documents. The standards for nuclear power asset evaluation filing documents include the file name, file type and file format;

[0074] Formulate rules for the integrity of nuclear power asset assessment filing documents based on the standards for nuclear power asset assessment filing documents;

[0075] According to the integrity rules of nuclear power asset evaluation filing documents and combined with MIME file type identification tools, a nuclear power asset evaluation filing document integrity review model is constructed;

[0076] The MIME file type identification tool obtains the MIME type of the file through the FILE class to determine the true type of the file; the nuclear power asset evaluation filing file integrity review model conducts integrity review on the nuclear power asset evaluation filing file, determines whether the nuclear power asset evaluation filing file complies with the nuclear power asset evaluation filing file integrity rules, and generates the nuclear power asset evaluation filing file integrity review results;

[0077] The results of the integrity review of the nuclear power asset appraisal filing documents include whether the nuclear power asset appraisal filing documents are complete and whether the format is compliant; when the nuclear power asset appraisal filing documents are incomplete and the format is not compliant, the results of the integrity review of the nuclear power asset appraisal filing documents also include an explanation of the incompleteness and non-compliance of the nuclear power asset appraisal filing documents.

[0078] The nuclear power asset evaluation filing document integrity review model assists reviewers in completing the nuclear power asset evaluation filing document integrity review and ensures the integrity of the nuclear power asset evaluation filing document.

[0079] The MIME (Multipurpose Internet Mail Extensions) file type identification tool is used to identify file types. Each file type has a corresponding MIME type. The MIME type of the uploaded file is obtained through the FILE class to determine the actual type of the uploaded file, preventing users from tampering with the file suffix and uploading the wrong file.

[0080] In order to ensure the authenticity and compliance of nuclear power asset assessment filing documents during the nuclear power asset assessment filing review, some documents are required to be uploaded in PDF format, and there are special regulations for signatures and seals in the documents. In this embodiment, according to the compliance rules of nuclear power asset assessment filing documents, the OCR text recognition tool is used in combination with the deep learning algorithm to build a compliance model for nuclear power asset assessment filing documents;

[0081] The compliance model of nuclear power asset evaluation filing documents identifies the signature and seal of asset evaluation filing documents; according to the compliance rules of asset evaluation filing documents, it determines whether the signature and seal of asset evaluation filing documents are compliant, and generates the compliance review results of nuclear power asset evaluation filing documents;

[0082] The compliance review results of the asset appraisal filing documents include whether the signatures and seals of the asset appraisal filing documents are complete and in correct positions; when the signatures and seals of the asset appraisal filing documents are incomplete and in incorrect positions, the compliance review results of the asset appraisal filing documents also include an explanation of the incompleteness and incorrect positions of the signatures and seals of the asset appraisal filing documents.

[0083] The compliance review model for nuclear power asset appraisal filing documents assists reviewers in completing the compliance review of asset appraisal filing documents and ensures the compliance of asset appraisal filing documents.

[0084] In this embodiment, the compliance rules of nuclear power asset evaluation filing documents are obtained in the following ways:

[0085] Sort out the nuclear power asset appraisal filing documents, determine the document types that need to be signed and sealed, the number of signatures and seals, and the locations of signatures and seals, and formulate compliance rules for nuclear power asset appraisal filing documents.

[0086] In this embodiment, the compliance model of the nuclear power asset evaluation filing document performs image processing, layout analysis, signature and seal monitoring, and text recognition on the nuclear power asset evaluation filing document to achieve signature and seal recognition of the nuclear power asset evaluation filing document.

[0087] In this embodiment, an OCR text recognition tool and a large language model in the nuclear power field are used to construct a conformity review model for nuclear power asset assessment filing documents;

[0088] The conformity review model for nuclear power asset evaluation filing documents intelligently extracts key information of nuclear power asset evaluation filing documents and conducts conformity review, and generates conformity review results for nuclear power asset evaluation filing documents, including the following steps:

[0089] Use OCR text recognition tools to identify text information in nuclear power asset evaluation filing documents; use the nuclear power field language big model to intelligently extract key information from nuclear power asset evaluation filing documents;

[0090] Conduct horizontal comparison of key information of nuclear power asset evaluation filing documents extracted intelligently, determine whether the content of nuclear power asset evaluation filing documents meets the review requirements, and generate compliance review results of nuclear power asset evaluation filing documents;

[0091] The conformity review results of the nuclear power asset assessment filing documents include whether the nuclear power asset assessment filing documents contain key information and whether the key information is consistent; when the key information of the nuclear power asset assessment filing documents is inconsistent, the inconsistent key information of the nuclear power asset assessment filing documents will be highlighted.

[0092] In this embodiment, the OCR text recognition tool recognizes text information in the nuclear power asset evaluation filing document, including the following steps:

[0093] Perform text image correction on asset appraisal filing documents, including orientation correction and tilt correction;

[0094] Segment the text image into different parts and label the attributes of each part, including text, image and table;

[0095] Recognize tables in text images, and further recognize text information in the tables;

[0096] Detect the position, range and layout of text in text images; recognize text information in text images.

[0097] In this embodiment, the nuclear power field language big model intelligently extracts key information of nuclear power asset evaluation filing documents, including the following steps:

[0098] Take the text information of the nuclear power asset evaluation record file as input, perform text reading and text segmentation, and then use the Prompt Template class to create prompt words for intelligent extraction of key information in the nuclear power asset evaluation record file;

[0099] Call the nuclear power field big language model through the interface, and intelligently extract the prompt words of the key information of the nuclear power asset evaluation filing document and input them into the nuclear power field big language model;

[0100] The large language model in the nuclear power field intelligently extracts key information from nuclear power asset assessment filing documents and outputs it through the LangChain framework.

[0101] In this embodiment, a prompt word template for intelligent extraction of key information of nuclear power asset evaluation filing documents is provided in the Prompt Template class. The prompt word template allows any number of template parameters to be embedded. The Prompt Template class generates prompt words by formatting the template content through parameter values; the text is added to the prompt word template as context together with the key information of nuclear power asset evaluation filing documents that needs to be intelligently extracted, and the Prompt Template class generates prompt words for intelligent extraction of key information of nuclear power asset evaluation filing documents. By constructing a prompt word template for intelligent extraction of key information of nuclear power asset evaluation filing documents, the accuracy and efficiency of the extraction of large language models in the nuclear power field can be improved.

[0102] The large language model in the nuclear power field is obtained by training and fine-tuning the large language model with information in the nuclear power field, and has a good understanding and processing ability for nuclear power information.

[0103] By utilizing the output parsing function of the Lang Chain framework, the required information in the output of large language models in the nuclear power field can be accurately extracted to avoid processing redundant data. At the same time, unstructured text can be converted into processable structured data to improve information processing efficiency.

[0104] The compliance model of nuclear power asset assessment filing documents is used to conduct compliance review of nuclear power asset assessment filing documents, assist reviewers in completing the compliance review of nuclear power asset assessment filing documents, and ensure the compliance of nuclear power asset assessment filing documents.

[0105] In this embodiment, the key information of the nuclear power asset evaluation filing document includes the project name, Party A and Party B, electricity price, installed capacity and approval date.

[0106] After the nuclear power asset evaluation filing review is completed, a nuclear power asset evaluation filing review letter needs to be generated for external review. In this embodiment, the nuclear power asset evaluation filing review method also includes: constructing a nuclear power asset evaluation filing review letter automatic generation model;

[0107] The automatic generation model of nuclear power asset assessment filing review letters is equipped with a nuclear power asset assessment filing review letter template in Word format, which is used to automatically fill in the key information of the nuclear power asset assessment filing documents and the nuclear power asset assessment filing review results extracted intelligently into the nuclear power asset assessment filing review letter template to generate a nuclear power asset assessment filing review letter.

[0108] In this embodiment, the automatic generation model of the nuclear power asset assessment filing review letter uses the Apache POI library to read the nuclear power asset assessment filing review letter template, finds the placeholders that need to be filled in the nuclear power asset assessment filing review letter template, replaces the placeholders with the intelligently extracted key information of the nuclear power asset assessment filing file and the nuclear power asset assessment filing review results, saves and outputs the modified document, and generates a nuclear power asset assessment filing review letter.

[0109] refer to Figure 2 As an implementation of the above method, the present invention provides an embodiment of a nuclear power asset evaluation filing and review device. The embodiment of the device corresponds to the embodiment of the above nuclear power asset evaluation filing and review method. The device can be specifically applied to various electronic devices.

[0110] The nuclear power asset evaluation filing and review device described in this embodiment includes:

[0111] Nuclear power asset evaluation record database, which is used to store nuclear power asset evaluation record data and provide management and query functions;

[0112] The nuclear power asset assessment filing review module has a nuclear power asset assessment filing review model, which is used to review the integrity, compliance and conformity of nuclear power asset assessment filing documents and generate the review results of nuclear power asset assessment filing documents;

[0113] The nuclear power asset assessment filing review letter module is equipped with an automatic generation model for nuclear power asset assessment filing review letters, which is used to generate nuclear power asset assessment filing review letters.

[0114] See also Figure 3 As an implementation of the above method, the present invention provides an embodiment of a computer device, and the computer device embodiment corresponds to the embodiment of the above nuclear power asset assessment filing and review method.

[0115] The computer device described in this embodiment includes a memory, a processor and a network interface that are interconnected and communicated through a system bus. It should be noted that the figure only shows a computer device with a memory, a processor and a network interface, but it should be understood that it is not required to implement all the components shown, and more or fewer components can be implemented instead. Among them, those skilled in the art can understand that the computer device here is a device that can automatically perform numerical calculations and / or information processing according to pre-set or stored instructions, and its hardware includes but is not limited to a microprocessor, an application-specific integrated circuit, a programmable gate array, a digital processor, an embedded device, etc.

[0116] The computer device may be a computing device such as a desktop computer, a notebook, a PDA, a cloud server, etc. The computer device may interact with a user through a keyboard, a mouse, a remote controller, a touch pad, or a voice control device.

[0117] The memory includes at least one type of readable storage medium, and the readable storage medium includes flash memory, hard disk, multimedia card, card-type memory, random access memory, static random access memory, read-only memory, electrically erasable programmable read-only memory, programmable read-only memory, magnetic memory, disk, optical disk, etc. In some embodiments, the memory may be an internal storage unit of the computer device, such as a hard disk or memory of the computer device. In other embodiments, the memory may also be an external storage device of the computer device, such as a plug-in hard disk, smart memory card, secure digital card, flash memory card, etc. equipped on the computer device. Of course, the memory may also include both the internal storage unit of the computer device and its external storage device. In this embodiment, the memory is generally used to store the operating system and various application software installed on the computer device, such as the computer-readable instructions of the above-mentioned nuclear power asset assessment filing and review method. In addition, the memory may also be used to temporarily store various types of data that have been output or are to be output.

[0118] In some embodiments, the processor may be a central processing unit, a controller, a microcontroller, a microprocessor, or other data processing chip. The processor is generally used to control the overall operation of the computer device. In this embodiment, the processor is used to run the computer-readable instructions stored in the memory or process data, such as running the computer-readable instructions of the above-mentioned nuclear power asset assessment filing review method.

[0119] The network interface may include a wireless network interface or a wired network interface, which is generally used to establish a communication connection between the computer device and other electronic devices.

[0120] As an implementation of the above method, the present invention provides an embodiment of a computer-readable storage medium, and the embodiment of the computer-readable storage medium corresponds to the embodiment of the above nuclear power asset assessment filing and review method.

[0121] The computer-readable storage medium described in this embodiment stores computer-readable instructions, and the computer-readable instructions can be executed by at least one processor to enable the at least one processor to perform the steps of the above-mentioned nuclear power asset assessment filing and review method.

[0122] The above-mentioned embodiments only express several implementation methods of the present invention, and the description thereof is relatively specific and detailed, but it cannot be understood as limiting the scope of the patent of the present invention. It should be pointed out that, for ordinary technicians in this field, several variations and improvements can be made without departing from the concept of the present invention, which all belong to the protection scope of the present invention. Therefore, the protection scope of the patent of the present invention shall be subject to the attached claims.

Claims

1. A method for reviewing the filing of nuclear power asset assessment, characterized in that: The steps include: Step 101, constructing a nuclear power asset assessment filing database; Step 102: construct a nuclear power asset assessment filing review model; Step 103: Conduct a review of the integrity, compliance and conformity of the nuclear power asset assessment filing documents through the nuclear power asset assessment filing review model, and generate a review result of the nuclear power asset assessment filing documents.

2. The nuclear power asset evaluation filing and review method according to claim 1 is characterized in that: In step 102, the nuclear power asset evaluation filing review model includes a nuclear power asset evaluation filing document integrity review model, a nuclear power asset evaluation filing document compliance review model, and a nuclear power asset evaluation filing document conformity review model; The nuclear power asset evaluation filing document integrity review module reviews the integrity of the nuclear power asset evaluation filing document and generates the nuclear power asset evaluation filing document integrity review results; The compliance review model for nuclear power asset evaluation filing documents reviews the compliance of nuclear power asset evaluation filing documents and generates compliance review results for nuclear power asset evaluation filing documents; The nuclear power asset evaluation filing document conformity review model reviews the conformity of the nuclear power asset evaluation filing documents and generates the nuclear power asset evaluation filing document conformity review results.

3. The nuclear power asset evaluation filing and review method according to claim 2 is characterized in that: Constructing a nuclear power asset assessment filing document integrity review model includes the following steps: Sorting out the nuclear power asset evaluation filing documents and determining the standards for nuclear power asset evaluation filing documents. The standards for nuclear power asset evaluation filing documents include the file name, file type and file format; Formulate rules for the integrity of nuclear power asset assessment filing documents based on the standards for nuclear power asset assessment filing documents; According to the integrity rules of nuclear power asset evaluation filing documents and combined with MIME file type identification tools, a nuclear power asset evaluation filing document integrity review model is constructed; The nuclear power asset evaluation filing document integrity review model conducts integrity review on the nuclear power asset evaluation filing document, determines whether the nuclear power asset evaluation filing document complies with the nuclear power asset evaluation filing document integrity rules, and generates the nuclear power asset evaluation filing document integrity review results; The results of the integrity review of the nuclear power asset appraisal filing documents include whether the nuclear power asset appraisal filing documents are complete and whether the format is compliant; when the nuclear power asset appraisal filing documents are incomplete and the format is not compliant, the results of the integrity review of the nuclear power asset appraisal filing documents also include an explanation of the incompleteness and non-compliance of the nuclear power asset appraisal filing documents.

4. The nuclear power asset evaluation filing and review method according to claim 2 is characterized in that: According to the compliance rules of nuclear power asset evaluation filing documents, the OCR text recognition tool is used in combination with deep learning algorithms to build a compliance model for nuclear power asset evaluation filing documents; The compliance model of nuclear power asset evaluation filing documents identifies the signature and seal of asset evaluation filing documents; according to the compliance rules of asset evaluation filing documents, it determines whether the signature and seal of asset evaluation filing documents are compliant, and generates the compliance review results of nuclear power asset evaluation filing documents; The compliance review results of the asset appraisal filing documents include whether the signatures and seals of the asset appraisal filing documents are complete and in correct positions; when the signatures and seals of the asset appraisal filing documents are incomplete and in incorrect positions, the compliance review results of the asset appraisal filing documents also include an explanation of the incompleteness and incorrect positions of the signatures and seals of the asset appraisal filing documents.

5. The nuclear power asset evaluation filing and review method according to claim 2 is characterized in that: Use OCR text recognition tools and nuclear power language big model to build a nuclear power asset assessment record document compliance review model; The conformity review model for nuclear power asset evaluation filing documents intelligently extracts key information of nuclear power asset evaluation filing documents and conducts conformity review, and generates conformity review results for nuclear power asset evaluation filing documents, including the following steps: Use OCR text recognition tools to identify text information in nuclear power asset evaluation filing documents; use the nuclear power field language big model to intelligently extract key information from nuclear power asset evaluation filing documents; Conduct horizontal comparison of key information of nuclear power asset evaluation filing documents extracted intelligently, determine whether the content of nuclear power asset evaluation filing documents meets the review requirements, and generate compliance review results of nuclear power asset evaluation filing documents; The conformity review results of the nuclear power asset assessment filing documents include whether the nuclear power asset assessment filing documents contain key information and whether the key information is consistent; when the key information of the nuclear power asset assessment filing documents is inconsistent, the inconsistent key information of the nuclear power asset assessment filing documents is highlighted.

6. The nuclear power asset evaluation filing and review method according to claim 5 is characterized in that: The nuclear power field language big model intelligently extracts key information from nuclear power asset assessment filing documents, including the following steps: Take the text information of the nuclear power asset evaluation record file as input, perform text reading and text segmentation, and then use the Prompt Template class to create prompt words for intelligent extraction of key information in the nuclear power asset evaluation record file; Call the nuclear power field big language model through the interface, and intelligently extract the prompt words of the key information of the nuclear power asset evaluation filing document and input them into the nuclear power field big language model; The large language model in the nuclear power field intelligently extracts key information from nuclear power asset assessment filing documents and outputs it through the Lang Chain framework.

7. The nuclear power asset evaluation filing and review method according to claim 1 is characterized in that: Also includes: Construct a model for automatically generating nuclear power asset appraisal filing and review letters; the model for automatically generating nuclear power asset appraisal filing and review letters is equipped with a nuclear power asset appraisal filing and review letter template, which is used to automatically fill in the key information of the nuclear power asset appraisal filing documents and the nuclear power asset appraisal filing and review results extracted intelligently into the nuclear power asset appraisal filing and review letter template to generate a nuclear power asset appraisal filing and review letter.

8. A nuclear power asset assessment filing and review device, characterized in that: include: Nuclear power asset evaluation record database, which stores nuclear power asset evaluation record data and provides management and query functions; The nuclear power asset assessment filing review module has a nuclear power asset assessment filing review model, which is used to review the integrity, compliance and conformity of nuclear power asset assessment filing documents and generate the review results of nuclear power asset assessment filing documents; The nuclear power asset assessment filing review letter module is equipped with an automatic generation model for nuclear power asset assessment filing review letters, which is used to generate nuclear power asset assessment filing review letters.

9. A computer device comprising a memory and a processor, wherein the memory stores computer-readable instructions, and when the processor executes the computer-readable instructions, the steps of the nuclear power asset assessment filing and review method as described in any one of claims 1 to 7 are implemented.

10. A computer-readable storage medium having computer-readable instructions stored thereon, wherein the computer-readable instructions, when executed, implement the steps of the nuclear power asset evaluation filing and review method as described in any one of claims 1 to 7.

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