Genetic Optimisation for a Stochastic Model for Opportunistic Maintenance Planning of Offshore Wind Farms

被引:0
|
作者
Kennedy, Kevin [1 ]
Walsh, Paul [1 ]
Mastaglio, Thomas W. [2 ]
Scully, Ted [1 ]
机构
[1] Cork Inst Technol, Dept Comp, Cork, Ireland
[2] MYMIC Global Ltd, Valentia, Ireland
关键词
offshore wind; optimisation; genetic algorithms; TURBINES; COSTS;
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
The cost incurred from operations and maintenance activity for offshore wind turbines contributes significantly to the overall lifecycle cost for offshore wind farms. This work addresses the issue of identifying a near-optimal schedule for the planning of operations and maintenance activity for the turbines in an offshore wind farm. Significant cost savings can be realized by scheduling maintenance tasks at times of predicted low power production. This research implements a rolling horizon stochastic model and applies meta-heuristic optimization techniques to identify a near-optimal schedule for the opportunistic maintenance of wind farms. Empirical evaluation of the proposed approach produces schedules that achieve a cost saving in the range of 13 - 21% over standard techniques.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Suspended cable model for layout optimisation purposes in floating offshore wind farms
    Rapha, J., I
    Dominguez, J. L.
    [J]. EERA DEEPWIND'2021, 2021, 2018
  • [32] Bi-objective optimisation model for installation scheduling in offshore wind farms
    Irawan, Chandra Ade
    Jones, Dylan
    Ouelhadj, Djamila
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2017, 78 : 393 - 407
  • [33] Stochastic financial appraisal of offshore wind farms
    Ioannou, Anastasia
    Angus, Andrew
    Brennan, Feargal
    [J]. RENEWABLE ENERGY, 2020, 145 : 1176 - 1191
  • [34] Maintenance Planning in Wind Farms with Allocation of Teams Using Genetic Algorithms
    Fonseca, I.
    Farinha, J. T.
    Barbosa, F. M.
    [J]. IEEE LATIN AMERICA TRANSACTIONS, 2014, 12 (06) : 1062 - 1070
  • [35] Mixed Integer Programming models for planning maintenance at offshore wind farms under uncertainty
    Schrotenboer, Albert H.
    Ursavas, Evrim
    Vis, Iris F. A.
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2020, 112 : 180 - 202
  • [36] Opportunistic maintenance for offshore wind farms with multiple-component age-based preventive dispatch
    Li, Mingxin
    Jiang, Xiaoli
    Negenborn, Rudy R.
    [J]. OCEAN ENGINEERING, 2021, 231
  • [37] Strategic Planning of Offshore Wind Farms in Greece
    Spyridonidou, Sofia
    Vagiona, Dimitra G.
    Loukogeorgaki, Eva
    [J]. SUSTAINABILITY, 2020, 12 (03)
  • [38] MAINTENANCE PLANNING OF AN OFFSHORE WIND TURBINE USING STOCHASTIC PETRI NETS WITH PREDICATES
    dos Santos, Fernando P.
    Teixeira, Angelo P.
    Soares, C. Guedes
    [J]. PROCEEDINGS OF THE ASME 32ND INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING - 2013, VOL 2B, 2013,
  • [39] Maintenance Planning of an Offshore Wind Turbine Using Stochastic Petri Nets With Predicates
    Santos, F. P.
    Teixeira, A. P.
    Guedes Soares, C.
    [J]. JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING-TRANSACTIONS OF THE ASME, 2018, 140 (02):
  • [40] Maintenance Optimization of Offshore Wind Turbines Based on an Opportunistic Maintenance Strategy
    Xie, Lubing
    Rui, Xiaoming
    Li, Shuai
    Hu, Xin
    [J]. ENERGIES, 2019, 12 (14)