Market-Oriented Energy Management of a Hybrid Wind-Battery Energy Storage System Via Model Predictive Control With Constraint Optimizer

被引:97
作者
Abdeltawab, Hussein Hassan [1 ]
Mohamed, Yasser Abdel-Rady I. [1 ]
机构
[1] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 2V4, Canada
关键词
Battery energy storage system (BESS); battery maintenance; energy management system (EMS); hybrid systems; model predictive control (MPC); wind energy conversion system (WECS); DEREGULATED POWER PRICES; LEAD-ACID-BATTERIES; TIME; CHARGE; STATE; COST;
D O I
10.1109/TIE.2015.2435694
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a market-oriented energy management system (EMS) for a hybrid power system composed of a wind energy conversion system and a battery energy storage system (BESS). The EMS is designed as a real-time model predictive control (MPC) system. The EMS dispatches the BESS to achieve the maximum net profit from the deregulated electricity market. Furthermore, the EMS aims at expanding the BESS lifetime by applying typical and practical constraints in the MPC problem on both the daily number of cycles (DNC) and depth of discharge (DOD). The MPC constraint optimizer is designed to tune the lifetime constraints optimally. It guarantees the optimal economic profit by finding the optimal DNC and DOD to achieve the maximum market revenue from energy arbitrage with the minimal expended-life cost. The effectiveness of this work is verified by comparison with a conventional MPC used in previous works. Simulation is conducted using real wind power and market data in Alberta, Canada.
引用
收藏
页码:6658 / 6670
页数:13
相关论文
共 30 条
[1]  
AESO, 2000, HIST POOL PRIC ALB
[2]  
[Anonymous], 2008, WIND POW MAN PROT AL
[3]  
[Anonymous], 2009, IMPL MARK OP FRAM WI
[4]   DG Mix, Reactive Sources and Energy Storage Units for Optimizing Microgrid Reliability and Supply Security [J].
Arefifar, Seyed Ali ;
Mohamed, Yasser Abdel-Rady I. .
IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (04) :1835-1844
[5]  
Ayoub J., 2011, EXCHANGE DISSEMINATI
[6]   New dynamical models of lead-acid batteries [J].
Ceraolo, M .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2000, 15 (04) :1184-1190
[7]   Flexible Optimal Operation of Battery Storage Systems for Energy Supply Networks [J].
Gabash, Aouss ;
Li, Pu .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (03) :2788-2797
[8]   Estimation of State of Charge, Unknown Nonlinearities, and State of Health of a Lithium-Ion Battery Based on a Comprehensive Unobservable Model [J].
Gholizadeh, Mehdi ;
Salmasi, Farzad R. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (03) :1335-1344
[9]  
Institute of Electrical and Electronics Engineers, 1997, 4851997 IEEE
[10]   Lifetime prediction and sizing of lead-acid batteries for microgeneration storage applications [J].
Jenkins, D. P. ;
Fletcher, J. ;
Kane, D. .
IET RENEWABLE POWER GENERATION, 2008, 2 (03) :191-200