Stochastic Performance Assessment and Sizing for a Hybrid Power System of Solar/Wind/Energy Storage

被引:184
作者
Arabali, Amirsaman [1 ,2 ]
Ghofrani, Mahmoud [1 ,2 ]
Etezadi-Amoli, Mehdi [1 ,2 ]
Fadali, Mohammed Sami [1 ,2 ]
机构
[1] Univ Nevada, Reno, NV 89557 USA
[2] Univ Washington, Bothell, WA 98011 USA
关键词
Load shifting strategy; sequential Monte Carlo simulation (SMCS); stochastic modeling; ENERGY-CONVERSION SYSTEMS; OPTIMIZATION; SIMULATION; ALGORITHM;
D O I
10.1109/TSTE.2013.2288083
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper proposes a stochastic framework for optimal sizing and reliability analysis of a hybrid power system including the renewable resources and energy storage system. Uncertainties of wind power, photovoltaic (PV) power, and load are stochastically modeled using autoregressive moving average (ARMA). A pattern search-based optimization method is used in conjunction with a sequential Monte Carlo simulation (SMCS) to minimize the system cost and satisfy the reliability requirements. The SMCS simulates the chronological behavior of the system and calculates the reliability indices from a series of simulated experiments. Load shifting strategies are proposed to provide some flexibility and reduce the mismatch between the renewable generation and heating ventilation and air conditioning loads in a hybrid power system. Different percentages of load shifting and their potential impacts on the hybrid power system reliability/cost analysis are evaluated. Using a compromise-solution method, the best compromise between the reliability and cost is realized for the hybrid power system.
引用
收藏
页码:363 / 371
页数:9
相关论文
共 30 条
[1]   Application of pattern search method to power system valve-point economic load dispatch [J].
Al-Sumait, J. S. ;
Al-Othman, A. K. ;
Sykulski, J. K. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2007, 29 (10) :720-730
[2]  
[Anonymous], ISU AGCL DAT INF
[3]   Genetic-Algorithm-Based Optimization Approach for Energy Management [J].
Arabali, A. ;
Ghofrani, M. ;
Etezadi-Amoli, M. ;
Fadali, M. S. ;
Baghzouz, Y. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2013, 28 (01) :162-170
[4]   Adequacy Evaluation of Distribution System Including Wind/Solar DG During Different Modes of Operation [J].
Atwa, Y. M. ;
El-Saadany, E. F. ;
Salama, M. M. A. ;
Seethapathy, R. ;
Assam, M. ;
Conti, S. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2011, 26 (04) :1945-1952
[5]  
Barbose G., 2011, TRACK SUN 4 HIST SUM
[6]   Energy storage and its use with intermittent renewable energy [J].
Barton, JP ;
Infield, DG .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2004, 19 (02) :441-448
[7]  
Burgio A., 2009, P IEEE POWERTECH C B
[8]  
Godha N.R., 2012, P 2012 IEEE S COMP I
[9]   Reliability Assessment of Time-Dependent Systems via Sequential Cross-Entropy Monte Carlo Simulation [J].
Gonzalez-Fernandez, Reinaldo A. ;
Leite da Silva, Armando M. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2011, 26 (04) :2381-2389
[10]   Probabilistic performance assessment of autonomous solar-wind energy conversion systems [J].
Karaki, SH ;
Chedid, RB ;
Ramadan, R .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 1999, 14 (03) :766-772