High Reusability Verification Platform for Artificial Intelligence Applications in Power Grid Dispatching and Control Field

In recent years, the trend of intelligent development in the field of power grid dispatching and control has been obvious. However, due to the black box nature of Artificial Intelligence (AI) technology itself, correctness and reliability verification is becoming increasingly important. Constructing a reusable supporting platform that can support verification of various AI models is particularly urgent. A three-layer verification platform architecture including infrastructure, platform services, and application services is thus proposed based on an analysis of the needs and issues. The operation mode of AI model validation under this architecture is analyzed, and the key technologies such as case and sample reusing, containerization and mirroring, as well as multi framework and algorithm integration are studied. Finally, the related development and implementation are also carried out. This platform has achieved unified management and reuse of computing power and data resources, compatibility with different AI frameworks and algorithm libraries, dynamic generation of verification scenarios, etc., laying a foundation for the future promotion and application of AI technology in the field of power grid dispatching.

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Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2025-03-01
DOI
https://doi.org/10.11930/j.issn.1004-9649.202407038
Primary Topic
Mycorrhizal Fungi and Plant Interactions
Type
article
Field-Weighted Citation Impact
0.00
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article

High Reusability Verification Platform for Artificial Intelligence Applications in Power Grid Dispatching and Control Field

SHILAP Revista de lepidopterología
Mycorrhizal Fungi and Plant Interactions
article

High Reusability Verification Platform for Artificial Intelligence Applications in Power Grid Dispatching and Control Field

article en

Abstract

In recent years, the trend of intelligent development in the field of power grid dispatching and control has been obvious. However, due to the black box nature of Artificial Intelligence (AI) technology itself, correctness and reliability verification is becoming increasingly important. Constructing a reusable supporting platform that can support verification of various AI models is particularly urgent. A three-layer verification platform architecture including infrastructure, platform services, and application services is thus proposed based on an analysis of the needs and issues. The operation mode of AI model validation under this architecture is analyzed, and the key technologies such as case and sample reusing, containerization and mirroring, as well as multi framework and algorithm integration are studied. Finally, the related development and implementation are also carried out. This platform has achieved unified management and reuse of computing power and data resources, compatibility with different AI frameworks and algorithm libraries, dynamic generation of verification scenarios, etc., laying a foundation for the future promotion and application of AI technology in the field of power grid dispatching.

SHILAP Revista de lepidopterología
Nanjing University of Information Science and Technology (CN), China Electric Power Research Institute
Industry, innovation and infrastructure
Openalex Percentile: Top 55%
Mycorrhizal Fungi and Plant Interactions
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