电力系统增强智能分析初探
Preliminary Study of Power System Enhanced Intelligence Analysis
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摘要: 电力系统是保障国家经济发展和人民生活的核心基础设施,现已逐步向高维度、强耦合、开放复杂的社会物理信息系统演变。针对该系统的智能分析是一个复杂的多目标趋优问题,并面临维数灾难、可解释性差、状态弥散等难点。该文提出电力系统增强智能分析(powersystemenhanced intelligence analysis,PSEIA)的框架结构,提出的PSEIA是以"服务"为驱动的人机混合智能的全新运行模式,随后分析实现PSEIA的可行性,对其理论基础进行探讨。最后,针对实现PSEIA这一目标,讨论其中的关键科学问题和难点,拟为将来人工智能调控技术的实现提供参考借鉴。Abstract: The power system is the key to the operation of national economy and has gradually evolved into a cyber-physical-social system. The power system has many difficult characteristics such as high dimensions, tight coupling, uncertainty and complexity. Intelligent analysis of the power system is a complex multi-objective optimization problem. Curse of dimensionality, poor interpretability and fuzzy state remain some major challenges for analyzing in such extra-large-scale systems. In this paper, the framework of the power system enhanced intelligence analysis(PSEIA) was studied on the basis of previous studies of artificial intelligence. It was proposed that the PSEIA was a human-machine hybrid intelligent operation form by "service-driven". Then, the feasibility of the PSEIA was analyzed and its basic theory was also discussed. Finally, in order to actualize the PSEIA applications in power system, the technical difficulties of the PSEIA were investigated. This study is intended to provide reference for the future development of artificial intelligence technology in the power grid.