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

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.

Keywords

• power grid dispatching and control
• artificial intelligence (ai)
• machine learning
• new power system
• information and communication technology (ict)
• energy management system (ems)