Distributed accelerated descent algorithm for energy resource coordination in multi-agent integrated energy systems | |
Kou, Yu1; Wang, Yinghui2,3; Bie, Zhaohong1; Wang, Xu1; Ding, Tao1 | |
刊名 | IET GENERATION TRANSMISSION & DISTRIBUTION |
2021-02-28 | |
页码 | 13 |
ISSN号 | 1751-8687 |
DOI | 10.1049/gtd2.12142 |
英文摘要 | Composed of multiple integrated energy systems (IESs) belonging to different stakeholders, multi-agent IESs (MA-IESs) are widely concerned because of data privacy protect. As the basis of planning design and reliability evaluation for MA-IESs, distributed energy resource coordination (DERC) problem is studied in this paper. First, a DERC model for MA-IESs is established, which considers energy conversion process specifically. Meanwhile, a novel distributed accelerated descent (DAD) algorithm is proposed to realize fully distributed solving. Different from most of the existing researches that investigate the DERC with box constraints, the presented algorithm is able to solve the DERC with general convex constraints. Moreover, the backward operators in the method improve the convergence rate to the best of distributed first-order optimization algorithm with fixed step size, O(1/T). Furthermore, the presented approach is initialization robustness when the load fluctuations suddenly happened in MA-IESs. The convergence property, computing, and communication complexity are strictly proved. Finally, the effectiveness of DERC model and DAD algorithm are demonstrated by some modified case studies. |
资助项目 | National Natural Science Foundation ofChina[U1965103] ; NationalKey Research andDevelopment Program of China[2016YFB0901900] |
WOS研究方向 | Engineering |
语种 | 英语 |
出版者 | INST ENGINEERING TECHNOLOGY-IET |
WOS记录号 | WOS:000624541100001 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/58299] |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Bie, Zhaohong |
作者单位 | 1.Xi An Jiao Tong Univ, Dept Elect Engn, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Kou, Yu,Wang, Yinghui,Bie, Zhaohong,et al. Distributed accelerated descent algorithm for energy resource coordination in multi-agent integrated energy systems[J]. IET GENERATION TRANSMISSION & DISTRIBUTION,2021:13. |
APA | Kou, Yu,Wang, Yinghui,Bie, Zhaohong,Wang, Xu,&Ding, Tao.(2021).Distributed accelerated descent algorithm for energy resource coordination in multi-agent integrated energy systems.IET GENERATION TRANSMISSION & DISTRIBUTION,13. |
MLA | Kou, Yu,et al."Distributed accelerated descent algorithm for energy resource coordination in multi-agent integrated energy systems".IET GENERATION TRANSMISSION & DISTRIBUTION (2021):13. |
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