大电网调控人机混合增强智能:概念内涵、应用框架、关键技术以及系统验证OA北大核心CSTPCD
Human-machine Hybrid-augmented Intelligence for Power System Dispatching:Concept Connotation,Application Framework,Key Technologies and System Verification
伴随深度学习等人工智能技术的飞速发展,通过数字化赋能电力来实现电网的信息化、数字化和智能化成为未来新型电力系统发展的必然趋势.人工智能技术在电网调控应用研究广泛,但是实际应用过程中,由于电网不确定性、开放性和脆弱性造成的模型可信性和可解释性等问题,使得单纯的人工智能技术应用于电网调控领域难以满足安全可靠应用的需求.为了解决上述问题,需要引入人类的监督与互动,融合调控人员的智能与机器智能,实现电网调控人机智能的混合增强.该文首先介绍混合增强智能技术的概念和内涵以及在不同领域的研究现状.随后,针对电网调控业务特点,从人工智能和调控应用两个维度,提出电网调控人机混合增强智能的应用框架以及电网调控人机交互协同的目标和基本原则.在此基础上,分析和讨论电网调控人机混合增强智能所涉及的关键技术,并研发大电网调控人机混合紧急控制决策支持验证系统,用于省级规模电网的热稳调整、频率控制等多种电网调控场景应用验证,为人机混合增强智能技术在电网调控领域的应用提供参考和借鉴.
With the rapid development of artificial intelligence technologies such as deep learning,it has become an inevitable trend for the new power systems in the future to realize the informatization,digitization and intelligence of power grids through digitally empowered power.The application of artificial intelligence technology in power grid regulation and control is more extensive,but in the process of practical application,due to the uncertainty,openness and vulnerability of the power grid,it is faced with the problems of model credibility and interpretability,which makes the application of pure artificial intelligence technology difficult to meet the needs of power grid regulation with safety requirements.In order to solve the above problems,it is necessary to introduce human supervision and interaction,integrate the human intelligence and machine intelligence,and realize the hybrid enhancement of human-machine intelligence in power grid regulation.This paper first introduces the concept and connotation of hybrid-augmented intelligence(HAI)technology and its research status in different fields.Then,according to the characteristics of power grid regulation,from the two dimensions of artificial intelligence and regulation application,the application framework of human-machine hybrid-augmented intelligence(HHI)for power grid regulation is proposed,and the goal and basic principle of human-machine interaction coordination for power grid regulation are presented.On this basis,the key technologies involved in the HHI of power grid regulation are analyzed and discussed,and the human-machine hybrid emergency control decision support verification system for large power grid regulation is developed,which can be used for the application test and verification of various power grid regulation scenarios such as thermal stability adjustment and frequency control of provincial power grid.It provides reference for the application of HHI technology in the field of power grid regulation.
郭剑波;马士聪;范士雄;蔡忠闽;朱凤华;宋明黎;张俊;卜广全;黄彦浩;高正男
中国电力科学研究院有限公司,北京市海淀区 100192西安交通大学电信学部,陕西省西安市 710049中国科学院自动化研究所,北京市海淀区 100190浙江大学计算机科学与技术学院,浙江省杭州市 310027武汉大学电气与自动化学院,湖北省武汉市 430072
动力与电气工程
电网调控人工智能人机混合增强智能人机协同态势感知混合决策
power grid dispatching and controlartificial intelligencehuman-machine hybrid intelligencehuman-machine collaborationsituation awarenesshybrid decision-making
《中国电机工程学报》 2024 (017)
6787-6810 / 24
中国电科院青年科学家项目(52420023000Z).Project Supported by Youth Scientist Project of China Electric Power Research Institute(52420023000Z).
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