Composite Reliability Evaluation With Renewable Sources Based on Quasi-Sequential Monte Carlo and Cross Entropy Methods

被引:0
|
作者
da Silva, Armando M. Leite [1 ]
Gonzalez-Fernandez, Reinaldo A. [2 ]
Flavio, Silvan A. [1 ]
Manso, Luiz A. F. [3 ]
机构
[1] Fed Univ Itajuba UNIFEI, Inst Elect Sytems & Energy, Itajuba, MG, Brazil
[2] ITAIPU Binac Hernandarias, Superintendency Operat, Hernandarias, Paraguay
[3] Fed Univ Sao Joao Rei UFSJ, Dept Elect Engn, Sao Joao Del Rei, MG, Brazil
关键词
Composite reliability; cross-entropy method; Monte Carlo simulation; renewable sources; wind power generation; SIMULATION; GENERATION; SYSTEM;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents a new approach to assess reliability indices in composite generation and transmission systems, considering high penetration of renewable energy. The main idea is to combine a Cross-Entropy (CE)-based optimization approach and quasi-sequential Monte Carlo simulation (MCS) to obtain an auxiliary sampling distribution, which can minimize the variance of the reliability index estimators. This auxiliary sampling distribution will properly modify the original unavailabilities of both generation and transmission equipment, so that important failure events are sampled more often. As a result, the MCS algorithm can converge faster and with fewer samples, leading to significant speed-ups, especially when dealing with very reliable system network configurations. The results obtained for the IEEE Reliability Test System - 1996 will be presented and discussed.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Composite reliability assessment of systems with grid-edge renewable resources via quasi-sequential Monte Carlo and cross-entropy techniques
    Manso, Bruno A. S.
    da Silva, Armando M. Leite
    Milhorance, Andre
    Assis, Fernando A.
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2024, 18 (02) : 326 - 336
  • [2] Spinning Reserve Assessment via Quasi-Sequential Monte Carlo Simulation with Renewable Sources
    Leite da Silva, Armando M.
    Costa Castro, Jose F.
    Gonzalez-Fernandez, Reinaldo A.
    2016 INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2016,
  • [3] Composite Systems Reliability Evaluation Based on Monte Carlo Simulation and Cross-Entropy Methods
    Gonzalez-Fernandez, Reinaldo A.
    Leite da Silva, Armando M.
    Resende, Leonidas C.
    Schilling, Marcus T.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (04) : 4598 - 4606
  • [4] Composite Power System Reliability Evaluation Based on Enhanced Sequential Cross-Entropy Monte Carlo Simulation
    Zhao, Yuan
    Tang, Yi
    Li, Wenyuan
    Yu, Juan
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2019, 34 (05) : 3891 - 3901
  • [5] Reliability assessment of distribution grids with DG via quasi-sequential Monte Carlo simulation
    Guimaraes, Isabela O.
    da Silva, Armando M. Leite
    Nascimento, Luiz C.
    Fotuhi-Firuzabad, Mahmoud
    ELECTRIC POWER SYSTEMS RESEARCH, 2024, 229
  • [6] Generating Capacity Reliability Evaluation Based on Monte Carlo Simulation and Cross-Entropy Methods
    Leite da Silva, Armando M.
    Fernandez, Reinaldo A. G.
    Singh, Chanan
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (01) : 129 - 137
  • [7] Quasi-sequential monte carlo visual tracking based on multilevel dynamic layer representations in confidence region
    Song T.
    Li O.
    Liu G.-Y.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2016, 44 (06): : 1355 - 1361
  • [8] Reliability Evaluation for Microgrids Using Cross-Entropy Monte Carlo Simulation
    Hanna, Ryan
    Disfani, Vahid R.
    Kleissl, Jan
    2018 IEEE INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2018,
  • [9] Reliability Evaluation of Distribution Network Based on Sequential Monte Carlo Simulation
    Lu, Qi
    Hua, Yujie
    Shen, Ye
    Kang, Qi
    Zhang, Rong
    2015 5TH INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES (DRPT 2015), 2015, : 1170 - 1174
  • [10] EVALUATION OF RELIABILITY WORTH IN COMPOSITE SYSTEMS BASED ON PSEUDO-SEQUENTIAL MONTE-CARLO SIMULATION
    MELLO, JCO
    PEREIRA, MVF
    DASILVA, AML
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1994, 9 (03) : 1318 - 1326