Power equipment operation inspection intelligent agent construction method and related system

By building a power equipment operation and inspection intelligent body, combined with multi-stage gradual pre-training and fine-tuning, the professional integration and logical reasoning capabilities of the power equipment operation and inspection model are improved, the shortcomings of intelligent models in the existing technology are solved, and efficient and interpretable operation and inspection decision support is achieved.

CN120409531APending Publication Date: 2025-08-01CHINA ELECTRIC POWER RESEARCH INSTITUTE CO LTD +3
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Patent Information

Application Number
CN202510470209.2
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-04-15
Publication Date
2025-08-01

AI Technical Summary

Technical Problem

In the operation and inspection of existing power equipment, the intelligent model has insufficient professional integration, poor logical reasoning capabilities, low analysis accuracy and no explanatory ability, resulting in low integration of the model and business and low practicality.

Method used

Build a power equipment operation and inspection intelligent body, build a corpus by obtaining corpus, merging the professional vocabulary of equipment, conducting multi-stage gradual pre-training and fine-tuning, combining the equipment operation and inspection business thinking chain for question-and-answer and Monte Carlo tree search, and constructing an evaluation model for inference thinking chain constraints to achieve the professional knowledge understanding of the model and the improvement of logical reasoning capabilities.

Benefits of technology

It significantly improves the accuracy of the model's understanding of power professional terms and operation and inspection processes, enhances logical reasoning capabilities and interpretability of results, shortens the time from problem discovery to resolution, improves operation and inspection decision-making efficiency and accuracy, and reduces operation and maintenance costs and risks.

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Abstract

The invention belongs to the field of operation inspection intelligent models, and discloses a power equipment operation inspection intelligent agent construction method and a related system.The power equipment operation inspection intelligent agent construction method comprises the steps that a power equipment related professional word list is introduced when a corpus is constructed, and the power equipment related professional word list is combined with an original word list; the understanding accuracy of the model on electric power terminologies, equipment operation scenes and details in an operation and inspection process can be obviously improved; in the multi-stage progressive pre-training and subsequent fine tuning process, the pre-training model continuously learns in the corpus which is richer and more accordant with the power operation inspection requirement, and professional knowledge and general language understanding ability supplement each other. By adopting multi-stage progressive pre-training, the method can progressively transition from basic language ability to knowledge mastering of a power equipment scene, and the logical reasoning ability of the model in a complex scene is gradually enhanced.
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