Economic Dispatch of an Integrated Microgrid Based on the Dynamic Process of CCGT Plant

被引:0
|
作者
Lin, Zhiyi [1 ]
Song, Chunyue [1 ]
Zhao, Jun [1 ]
Yang, Chao [1 ]
Yin, Huan [1 ]
机构
[1] Zhejiang Univ, Coll Control Sci & Engn, Hangzhou 310027, Peoples R China
关键词
Microgrid; Dynamic Process; Combined-Cycle Gas Turbine; Approximate Dynamic Programming; PROGRAMMING ALGORITHM; NATURAL-GAS; OPTIMIZATION; POWER;
D O I
10.1109/CCDC52312.2021.9602565
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Intra-day economic dispatch of an integrated microgrid is a fundamental requirement to integrate distributed generators. The dynamic energy flows in cogeneration units present challenges to the energy management of the microgrid. In this paper, a novel approximate dynamic programming (ADP) approach is proposed to solve this problem based on value function approximation, which is distinct with the consideration of the dynamic process constraints of the combined-cycle gas turbine (CCGT) plant. First, we mathematically formulate the multi-time periods decision problem as a finite-horizon Markov decision process. To deal with the thermodynamic process, an augmented state vector of CCGT is introduced. Second, the proposed VFA-ADP algorithm is employed to derive the near-optimal real-time operation strategies. In addition, to guarantee the monotonicity of piecewise linear function, we apply the SPAR algorithm in the update process. To validate the effectiveness of the proposed method, we conduct experiments with comparisons to some traditional optimization methods. The results indicate that our proposed ADP method achieves better performance on the economic dispatch of the microgrid.
引用
收藏
页码:985 / 990
页数:6
相关论文
共 50 条
  • [21] Integrated Energy Microgrid Economic Dispatch Optimization Model Based on Information-Gap Decision Theory
    Fan, Xiaowei
    Chen, Yongtao
    Wang, Ruimiao
    Luo, Jiaxin
    Wang, Jingang
    Cao, Decheng
    ENERGIES, 2023, 16 (08)
  • [22] Economic Dispatch Optimization for Microgrid Based on Fireworks Algorithm with Momentum
    Li, Mingze
    Tan, Ying
    ADVANCES IN SWARM INTELLIGENCE, ICSI 2022, PT I, 2022, : 339 - 353
  • [23] Economic Dispatch of Microgrid based on Multi-Agent System
    Wang, Xiaosheng
    Li Lingbo
    Lujano-Rojas, Juan M.
    Sergio Artal-Sevil, Jesus
    Yusta, Jose M.
    Antonio Dominguez-Navarro, Jose
    2019 FOURTEENTH INTERNATIONAL CONFERENCE ON ECOLOGICAL VEHICLES AND RENEWABLE ENERGIES (EVER), 2019,
  • [24] Economic Dispatch in a Microgrid through an Iterated-Based Algorithm
    Modiri-Delshad, Mostafa
    Koohi-Kamali, Sam
    Taslimi, Ehsan
    Kaboli, S. Hr. Aghay
    Rahim, N. A.
    2013 IEEE CONFERENCE ON CLEAN ENERGY AND TECHNOLOGY (CEAT), 2013, : 82 - 87
  • [25] Economic Dispatch of the Microgrid with Electric Vehicles
    Yang, Zan
    Zhang, Youbing
    Tong, Sufen
    Weng, Guoqing
    ADVANCES IN POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2, 2013, 614-615 : 1876 - 1880
  • [26] Dynamic economic dispatch of a hybrid energy microgrid considering building based virtual energy storage system
    Jin, Xiaolong
    Mu, Yunfei
    Jia, Hongjie
    Wu, Jianzhong
    Jiang, Tao
    Yu, Xiaodan
    APPLIED ENERGY, 2017, 194 : 386 - 398
  • [27] Dynamic Economic/Environmental Dispatch for Stand-Alone Microgrid Based on Improved NSGA-II
    Wang Xianqi
    Lyu Zhilin
    Sun Shunji
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 2652 - 2657
  • [28] Demand response-based dynamic economic load dispatch in a microgrid with modified red deer algorithm
    Jagadeesh, Pothula
    Siva, Asapu
    Srinivas, Nakka
    Thameem Ansari, M. Mohamed
    International Journal of Powertrains, 2024, 13 (02) : 141 - 155
  • [29] Dynamic Economic Dispatch and Control of a Stand-alone Microgrid in DongAo Island
    Ma, Yiwei
    Yang, Ping
    Guo, Hongxia
    Wang, Yuewu
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2015, 10 (04) : 1432 - 1440
  • [30] Dynamic Economic Dispatch of Hybrid Microgrid with Energy Storage Using Quadratic Programming
    Wibowo, Rony Seto
    Firmansyah, Kemas Robby
    Aryani, Ni Ketut
    Soeprijanto, Adi
    PROCEEDINGS OF THE 2016 IEEE REGION 10 CONFERENCE (TENCON), 2016, : 667 - 670