An Affine Arithmetic-Based Framework for Uncertain Power Flow and Optimal Power Flow Studies

被引:60
作者
Vaccaro, Alfredo [1 ]
Canizares, Claudio A. [2 ]
机构
[1] Univ Sannio, Dept Engn, I-82100 Benevento, Italy
[2] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Big data; knowledge discovery; optimal power flow; power flow; uncertainty; TOLERANCE ANALYSIS;
D O I
10.1109/TPWRS.2016.2565563
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 a unified framework based on affine arithmetic for computing reliable enclosures of uncertain power flow (PF) and optimal power flow (OPF) solutions. The main idea is to formulate a generic mathematical programming problem under uncertainty by means of equivalent deterministic problems, and to identify the affine forms describing the data uncertainty by means of a signal processing technique based on principal components analysis. Compared to existing solution algorithms, this formulation presents greater flexibility, as it allows to find feasible solutions and inclusion of multiple equality and inequality constraints, and reduce the approximation errors to obtain better PF and OPF solution enclosures. Detailed numerical results are presented and discussed using a variety of realistic test systems, demonstrating the effectiveness of the proposed methodologies and comparing it to existing techniques for uncertain PF and OPF analysis.
引用
收藏
页码:274 / 288
页数:15
相关论文
共 49 条
  • [1] Principal component analysis
    Abdi, Herve
    Williams, Lynne J.
    [J]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (04): : 433 - 459
  • [2] EVALUATION METHODS AND ACCURACY IN PROBABILISTIC LOAD FLOW SOLUTIONS
    ALLAN, RN
    DASILVA, AML
    BURCHETT, RC
    [J]. IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1981, 100 (05): : 2539 - 2546
  • [3] [Anonymous], THESIS
  • [4] [Anonymous], 1979, METHODS APPL INTERVA
  • [5] [Anonymous], 1976, DEMPSTERS RULE COMBI, DOI DOI 10.2307/J.CTV10VM1QB.7
  • [6] Fuzzy distribution power flow for weakly meshed systems
    Bijwe, P. R.
    Raju, G. K. Viswanadha
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (04) : 1645 - 1652
  • [7] Bo R., 2008, P 40 N AM POW S, P1
  • [8] A generalization of p-boxes to affine arithmetic
    Bouissou, Olivier
    Goubault, Eric
    Goubault-Larrecq, Jean
    Putot, Sylvie
    [J]. COMPUTING, 2012, 94 (2-4) : 189 - 201
  • [9] Probabilistic load flow: A review
    Chen, P.
    Chen, Z.
    Bak-Jensen, B.
    [J]. 2008 THIRD INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES, VOLS 1-6, 2008, : 1586 - 1591
  • [10] Affine arithmetic: concepts and applications
    de Figueiredo, LH
    Stolfi, J
    [J]. NUMERICAL ALGORITHMS, 2004, 37 (1-4) : 147 - 158