Artificial Intelligence-Based Methods for Economic Power Dispatch in Smart Grids

经济调度 计算机科学 智能电网 功率(物理) 电力系统 工程类 电气工程 量子力学 物理
作者
Kavita Singh,Akhilesh Nagar,Gaurav Jindal,Nirmal Kumar Saraswat
标识
DOI:10.1109/ccict65753.2025.00016
摘要

In this paper, a wide-ranging appraisal has been made for using artificial intelligence (AI) techniques in economic power dispatch of smart grids. One of essential functions is economic dispatch (ED) in power systems, which assigns the optimal generation resources to meet demand with minimum operational cost. The modern power systems exhibit a non-linear, non-convex feature making the traditional optimization methods insufficient to cope up with progress in smart grid technology and transition of conventional energy resources towards renewable. These challenges can be dealt with effectively by AI-based methods. The review covers artificial neural networks, fuzzy logic systems and evolutionary algorithms as well as hybrid possibilities. Then, it compares these methods considering the effectiveness and computational efficiency in managing uncertainty of a smart grid. In addition, it discusses the implementation of these methods in addressing smart grid-level challenges related to renewable energy integration and demand response. Discussion: It concludes by presenting the common challenges and future issues in this area as well as recent trends of AI (deep reinforcement learning) due to a potential advent of new class tools using Explainable AI.
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