Accelerated State Evaluation and Latin Hypercube Sequential Sampling for Composite System Reliability Assessment

被引:56
|
作者
Shu, Zhen [1 ]
Jirutitijaroen, Panida [1 ]
Leite da Silva, Armando M. [2 ]
Singh, Chanan [3 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 119077, Singapore
[2] Fed Univ Itajuba UNIFEI, Inst Elect Syst & Energy, Itajuba, MG, Brazil
[3] Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
关键词
Composite system reliability evaluation; Latin hypercube sampling; Monte Carlo simulation; power system reliability; MONTE-CARLO-SIMULATION; DURATION INDEXES; LOAD; GENERATION; UNCERTAINTY; FREQUENCY; WORTH;
D O I
10.1109/TPWRS.2013.2295113
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 improvements in the sequential Monte Carlo (MC) simulation based approaches for reliability evaluation of composite generation and transmission systems. The main idea is to compute a threshold load level to facilitate the process of state evaluation, which is very time-consuming mainly due to optimal power flow computations. Two main sampling techniques namely random sampling (RS) and Latin Hypercube sampling (LHS) are applied to the proposed sequential MC simulation technique. Their performances in terms of simulation time as well as solution accuracy are compared. Case studies using the IEEE Reliability Test System (IEEE RTS) are utilized to demonstrate the performance of the proposed approach. Reliability indices including loss of load probability, expected unserved energy, loss of load frequency and duration are estimated. It is shown that the proposed approach considerably reduces the computational requirements during state evaluation, and that the application of LHS can further decrease the simulation time and required sample size to reach convergence.
引用
收藏
页码:1692 / 1700
页数:9
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