Multi‐level refined power system operation mode analysis: A data‐driven approach

نویسندگان

چکیده

The high renewable penetration will cause the power system operation mode (PSOM) to change frequently. At present, selection of PSOM mainly depends on experience relevant staff. However, selecting based is difficult comprehensively and elaborately analyze possible PSOMs within a dispatching cycle, which inevitably invites troubles planning dispatching. In this paper, data-driven analysis method proposed, integrates techniques preprocessing, dimensionality reduction, clustering, data visualization high-dimensional sets operation. Simultaneously, qualitative quantitative methods are used analyze, evaluate their development laws. Finally, verify effectiveness proposed multi-level refinement extraction PSOM, normal (NPSOM), transition (TPSOM), extreme (EPSOM) obtained analyzed according real urban system. abundant results show that fine-grained compelling, facilitating grid enterprise planning.

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ژورنال

عنوان ژورنال: Iet Generation Transmission & Distribution

سال: 2022

ISSN: ['1751-8687', '1751-8695']

DOI: https://doi.org/10.1049/gtd2.12481