Latin Hypercube Sampling Techniques for Power Systems Reliability Analysis With Renewable Energy Sources

被引:169
|
作者
Shu, Zhen [1 ]
Jirutitijaroen, Panida [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 119077, Singapore
基金
新加坡国家研究基金会;
关键词
Correlation analysis; Latin hypercube sampling; Monte Carlo simulation; power system reliability; renewable energy; UNCERTAINTY; INDEXES;
D O I
10.1109/TPWRS.2011.2113380
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
This paper proposes Latin hypercube sampling (LHS) methods for reliability analysis of power systems including renewable energy sources, with an emphasis on the fluctuation of bus loads and intermittent behavior of renewable generations such as wind and solar power. The LHS methods that are applicable for systems with correlated random variables-system load and renewable generation-are proposed. Reliability indices such as loss of load expectation and loss of load probability are estimated. Results from Monte Carlo (MC) sequential sampling, MC nonsequential sampling, and that from the proposed LHS methods are compared. It is shown that the proposed methods are as accurate as the other sampling methods while requiring much less CPU time. Two case studies modified from the Electric Reliability Council of Texas (ERCOT) and IEEE Reliability Test System (IEEE RTS) are presented to demonstrate the performances of the proposed sampling methods.
引用
收藏
页码:2066 / 2073
页数:8
相关论文
共 50 条
  • [1] Reliability assessment of renewable energy integrated power systems with an extendable Latin hypercube importance sampling method
    Cai, Jilin
    Hao, Lili
    Xu, Qingshan
    Zhang, Keqi
    SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2022, 50
  • [2] Improved latin hypercube sampling method for reliability evaluation of power systems
    Zhang, Weifeng
    Che, Yanbo
    Liu, Yangsheng
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2015, 39 (04): : 52 - 57
  • [3] On Latin hypercube sampling for structural reliability analysis
    Olsson, A
    Sandberg, G
    Dahlblom, O
    STRUCTURAL SAFETY, 2003, 25 (01) : 47 - 68
  • [4] RELIABILITY OF POWER SYSTEMS IN CONNECTION WITH RENEWABLE SOURCES OF ENERGY
    Hradilek, Zdenek
    PROCEEDINGS OF THE IVTH INTERNATIONAL SCIENTIFIC SYMPOSIUM ON ELECTRIC POWER ENGINEERING - ELEKTROENERGETIKA 2007, 2007, : 62 - 64
  • [5] Reliability Evaluation of Composite Power Systems Using Sequential Simulation with Latin Hypercube Sampling
    Shu, Zhen
    Jirutitijaroen, Panida
    Bordeerath, Bordin
    2014 POWER SYSTEMS COMPUTATION CONFERENCE (PSCC), 2014,
  • [6] Reliability assessment of power systems considering renewable energy sources
    Akhtar, Iram
    Kirmani, Sheeraz
    MATERIALS TODAY-PROCEEDINGS, 2021, 46 : 10593 - 10596
  • [7] Application of Latin hypercube sampling technique to slope reliability analysis
    Wu, Zhen-Jun
    Wang, Shui-Lin
    Ge, Xiu-Run
    Yantu Lixue/Rock and Soil Mechanics, 2010, 31 (04): : 1047 - 1054
  • [8] Application of Latin hypercube sampling technique to slope reliability analysis
    Wu Zhen-jun
    Wang Shui-lin
    Ge Xiu-run
    ROCK AND SOIL MECHANICS, 2010, 31 (04) : 1047 - 1054
  • [10] The role of Latin Hypercube Sampling method in reliability engineering
    Novák, D
    Teply, B
    Kersner, Z
    STRUCTURAL SAFETY AND RELIABILITY, VOLS. 1-3, 1998, : 403 - 409