A computational intelligence approach to improve the efficiency of repair services in the smart grid context

被引:4
作者
Garcia, Vinicius Jacques [1 ]
Braghirolli, Lynceo Falavigna [1 ]
Barriquello, Carlos Henrique [1 ]
Bernardon, Daniel Pinheiro [1 ]
机构
[1] Fed Univ Santa Maria UFSM, BR-97105900 Santa Maria, RS, Brazil
关键词
Smart grid; Service operations; Electric power systems; Multiple traveling repairmen problem; Metaheuristic; Iterated local search; VEHICLE-ROUTING PROBLEMS; ITERATED LOCAL SEARCH; CONSTRAINTS; ALGORITHMS; PROFITS; MODELS;
D O I
10.1016/j.compeleceng.2018.05.016
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In a smart grid context, self-healing is the capability of the system to perform fault location, fault isolation and service restoration in a fully automated process. Self-healing reduces the outage duration and can help improve the efficiency of the crews that must be dispatched in an emergency situation to repair the system and return it to its normal state. This work proposes an iterated local search algorithm to solve the Service Dispatch Problem (SDP) for assignment, scheduling and dispatching of those working crews to attend to emergency and regular orders. The main contribution involves simultaneously considering the working hour constraints related to the crews and the minimization of latency for both regular (off-line version) and emergency orders (on-line version). The computational results obtained from a test set of ten actual data instances of the problem highlight the effectiveness of the proposed algorithm when addressing the SDP.
引用
收藏
页码:37 / 52
页数:16
相关论文
共 30 条
  • [1] Density based problem space search for the capacitated clustering p-median problem
    Ahmadi, S
    Osman, IH
    [J]. ANNALS OF OPERATIONS RESEARCH, 2004, 131 (1-4) : 21 - 43
  • [2] [Anonymous], 2015, LINEAR NONLINEAR PRO
  • [3] [Anonymous], 2010 CHIN INT C EL D
  • [4] [Anonymous], 2003, HDB METAHEURISTICS, DOI DOI 10.1007/0-306-48056-5_11
  • [5] A GRASP with iterated local search for the traveling repairman problem with profits
    Avci, Mustafa
    Avci, Mualla Gonca
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2017, 113 : 323 - 332
  • [6] Requiem for the Miller-Tucker-Zemlin subtour elimination constraints?
    Bektas, Tolga
    Gouveia, Luis
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 236 (03) : 820 - 832
  • [7] Power Quality Concerns in Implementing Smart Distribution-Grid Applications
    Bollen, Math H. J.
    Das, Ratan
    Djokic, Sasa
    Ciufo, Phil
    Meyer, Jan
    Ronnberg, Sarah K.
    Zavoda, Francisc
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2017, 8 (01) : 391 - 399
  • [8] An iterated local search algorithm for the vehicle routing problem with backhauls
    Cuervo, Daniel Palhazi
    Goos, Peter
    Soerensen, Kenneth
    Arraiz, Emely
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 237 (02) : 454 - 464
  • [9] Heuristics for the traveling repairman problem with profits
    Dewilde, T.
    Cattrysse, D.
    Coene, S.
    Spieksma, F. C. R.
    Vansteenwegen, P.
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (07) : 1700 - 1707
  • [10] Fakcharoenphol J, 2007, ACM T ALGORITHMS, V3, DOI [10.1145/1290672.1290677.40:1-40:16, DOI 10.1145/1290672.1290677.40:1-40:16]