Closed-Loop Hierarchical Operation for Optimal Unit Commitment and Dispatch in Microgrids: A Hybrid System Approach

被引:26
作者
Li, Fangyuan [1 ]
Qin, Jiahu [1 ]
Kang, Yu [2 ,3 ,4 ]
机构
[1] Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China
[2] Univ Sci & Technol China, State Key Lab Fire Sci, Dept Automat, Hefei 230027, Peoples R China
[3] Univ Sci & Technol China, Inst Adv Technol, Hefei 230027, Peoples R China
[4] Chinese Acad Sci, Key Lab Technol Geospatial Informat Proc & Applic, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Microgrids; Carbon dioxide; Switches; Optimal scheduling; Schedules; Heuristic algorithms; Cost function; Approximation methods; closed-loop systems; optimal control; power generation dispatch; MODEL;
D O I
10.1109/TPWRS.2019.2931293
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To contribute to a smart grid, the unit commitment and dispatch (UCD) is a very important problem to be revisited in the future microgrid environment. This paper studies the UCD problem by taking account of both traditional thermal units and distributed generation units while considering demand response and carbon emissions trading. First, the UCD problem is reformulated as an optimal switching problem of a hybrid system. The reformulation allows for convenient handling of time-dependent start-up cost by dynamic programming. Then, we propose a closed-loop hierarchical operation (CLHO) algorithm, which produces the optimal schedule with a closed-loop feature. Theoretical analysis shows the equivalence of the reformulation and the effectiveness of the CLHO algorithm. Finally, the closed-loop feature and the effectiveness of the proposed algorithm are further verified by simulations. The simulations also show that low emission allowance and high emissions trading price can reduce the total carbon emissions.
引用
收藏
页码:516 / 526
页数:11
相关论文
共 28 条
[1]  
Anjos MiguelF., 2013, Modeling and Optimization: Theory and Applications, volume 62 of Springer Proceedings in Mathematics Statistics, V62, P1
[2]  
Boyd Stephen P., 2014, CONVEX OPTIMIZATION
[3]   A practical approach for profit-based unit commitment with emission limitations [J].
Catalao, J. P. S. ;
Mariano, S. J. P. S. ;
Mendes, V. M. F. ;
Ferreira, L. A. F. M. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2010, 32 (03) :218-224
[4]  
Espinoza M, 2007, IEEE CONTR SYST MAG, V27, P43, DOI 10.1109/MCS.2007.904656
[5]   Hybrid Dynamical Systems [J].
Goebel, Rafal ;
Sanfelice, Ricardo G. ;
Teel, Andrew R. .
IEEE CONTROL SYSTEMS MAGAZINE, 2009, 29 (02) :28-93
[6]   MULTILAYER FEEDFORWARD NETWORKS ARE UNIVERSAL APPROXIMATORS [J].
HORNIK, K ;
STINCHCOMBE, M ;
WHITE, H .
NEURAL NETWORKS, 1989, 2 (05) :359-366
[7]   A note on upper Lipschitz stability, error bounds, and critical multipliers for Lipschitz-continuous KKT systems [J].
Izmailov, Alexey F. ;
Kurennoy, Alexey S. ;
Solodov, Mikhail V. .
MATHEMATICAL PROGRAMMING, 2013, 142 (1-2) :591-604
[8]   Optimal and Autonomous Control Using Reinforcement Learning: A Survey [J].
Kiumarsi, Bahare ;
Vamvoudakis, Kyriakos G. ;
Modares, Hamidreza ;
Lewis, Frank L. .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 29 (06) :2042-2062
[9]  
Li F, 2017, IEEE ANN INT CONF CY, P1083, DOI 10.1109/CYBER.2017.8446616
[10]   A Survey of Distributed Optimization and Control Algorithms for Electric Power Systems [J].
Molzahn, Daniel K. ;
Dorfler, Florian ;
Sandberg, Henrik ;
Low, Steven H. ;
Chakrabarti, Sambuddha ;
Baldick, Ross ;
Lavaei, Javad .
IEEE TRANSACTIONS ON SMART GRID, 2017, 8 (06) :2941-2962