基于马尔可夫决策过程的智能电网工程集群建设最优控制模型实现

IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Yanxia Gu , Heng Wang , Mingcai Zhang
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引用次数: 0

摘要

随着智能电网技术的快速发展,如何高效、安全地建设和运行大规模智能电网工程集群已成为当前研究的重要课题。马尔可夫决策过程作为一种强大的数学工具,为解决复杂系统的最优决策问题提供了一种有效的方法。首先,分析了智能电网工程集群建设的复杂性,包括多阶段、多目标、多约束等特点。在此基础上,构建了智能电网工程集群建设的马尔可夫决策过程模型。该模型将智能电网工程集群建设的各个阶段视为不同的状态,将可选择的执行策略视为行动,将建设成本和效益视为奖励,从而形成一个完整的决策过程。采用动态规划算法求解马尔可夫决策过程模型的最优策略。结果表明,基于马尔可夫决策过程的最优控制模型能够显著降低建设成本,提高建设效率,保证智能电网的安全稳定。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation optimal control model of smart grid engineering cluster construction based on Markov decision process
With the rapid development of smart grid technology, how to construct and operate large-scale smart grid engineering clusters efficiently and safely has become an important topic of current research. As a powerful mathematical tool, Markov decision process provides an effective method to solve the optimal decision problem of complex systems. Firstly, the paper analyzes the complexity of smart grid engineering cluster construction, including multi-stage, multi-objective, multi-constraints and so on. On this basis, the Markov decision process model of smart grid engineering cluster construction is constructed. The model regards each stage of construction of smart grid engineering cluster as different states, regards alternative execution strategies as actions, and regards construction costs and benefits as rewards, thus forming a complete decision-making process. The optimal strategy of Markov decision process model is solved by dynamic programming algorithm. The results show that the implementation optimal control model based on Markov decision process can significantly reduce the construction cost, improve the construction efficiency, and ensure the security and stability of smart grid.
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来源期刊
alexandria engineering journal
alexandria engineering journal Engineering-General Engineering
CiteScore
11.20
自引率
4.40%
发文量
1015
审稿时长
43 days
期刊介绍: Alexandria Engineering Journal is an international journal devoted to publishing high quality papers in the field of engineering and applied science. Alexandria Engineering Journal is cited in the Engineering Information Services (EIS) and the Chemical Abstracts (CA). The papers published in Alexandria Engineering Journal are grouped into five sections, according to the following classification: • Mechanical, Production, Marine and Textile Engineering • Electrical Engineering, Computer Science and Nuclear Engineering • Civil and Architecture Engineering • Chemical Engineering and Applied Sciences • Environmental Engineering
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