| 基于自适应动态规划的能量管理系统研究综述 |
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| 引用本文： | 袁君,章云,张桂东,李忠,陈哲,于晟龙.基于自适应动态规划的能量管理系统研究综述[J].广东工业大学学报,2022,39(5):21-28. |
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| 作者姓名： | 袁君 章云 张桂东 李忠 陈哲 于晟龙 |
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| 作者单位： | 1. 广东工业大学 自动化学院，广东 广州 510006;2. 哈根大学 数学与计算机学院，哈根 58097;3. 奥尔堡大学 能源与技术学院，奥尔堡 9220;4. 迪肯大学 工程学院，墨尔本 3216 |
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| 基金项目： | 国家自然科学基金资助项目(62003091) |
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| 摘 要： | 自适应动态规划 (Adaptive Dynamic Programming, ADP) 作为最优控制领域的研究热点，其在能量管理系统 (Energy Management System, EMS)领域中有着广泛的应用。ADP算法是通过系统输入输出数据自适应调整控制策略实现优化控制, 尤其在解决复杂非线性系统最优控制问题方面具有强大优势。本文介绍了ADP算法的研究进展及其在EMS领域的应用，分析了该算法在离散EMS和连续EMS的研究现状和算法实现方式，并介绍了实时自适应动态规划 (Real-time Adaptive Dynamic Programming, RT-ADP)算法及其应用的可行性。
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| 关 键 词： | 自适应动态规划 能量管理系统 实时控制 |
| 收稿时间： | 2022-02-21 |
A Survey of Energy Management System Based on Adaptive Dynamic Programming |
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| Yuan Jun,Zhang Yun,Zhang Gui-dong,Li Zhong,Chen Zhe,Yu Sheng-long.A Survey of Energy Management System Based on Adaptive Dynamic Programming[J].Journal of Guangdong University of Technology,2022,39(5):21-28. |
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| Authors: | Yuan Jun Zhang Yun Zhang Gui-dong Li Zhong Chen Zhe Yu Sheng-long |
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| Affiliation: | 1. School of Automation, Guangdong University of Technology, Guangzhou 510006, China;2. School of Mathematics and Computer Science, FernUniversität in Hagen, Hagen 58097, Germany;3. Department of Energy Technology, Aalborg University, Aalborg 9220, Denmark;4. School of Engineering, Deakin University, Melbourne 3216, Australia |
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| Abstract: | Adaptive Dynamic Programming (ADP) algorithm, as a research focus in the field of optimal control, has been widely applied in the field of Energy Management System (EMS). ADP is an effective tool for solving optimal control problems in complex nonlinear systems, which can adaptively adjust the control strategy through the input and output data of the system. The research progress of ADP algorithm and its application in EMS are introduced. Then the research status and algorithm implementation of ADP algorithm in discrete EMS and continuous EMS are analyzed. And at last the Real-time Adaptive Dynamic Programming (RT-ADP) algorithm and its feasibility are introduced. |
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| Keywords: | adaptive dynamic programming energy management system real-time control |
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