Optimization of Steel Jackets to Support Offshore Wind Turbines Using Evolutionary Algorithms

被引:0
|
作者
Cruz, Rodrigo Oliveira [1 ]
Duarte, Grasiele Regina [1 ]
de Lima, Beatriz Souza Leite Pires [1 ]
Jacob, Breno Pinheiro [1 ]
机构
[1] Fed Univ Rio Janeiro, Postgrad Inst, COPPE, UFRJ,Civil Engn Dept, Cidade Univ,Ave Pedro Calmon,S-N, BR-21941596 Rio De Janeiro, RJ, Brazil
关键词
structural optimization; evolutionary algorithms; offshore jackets; offshore wind turbines; design of offshore structures; ocean energy technology; GRADIENT-BASED OPTIMIZATION; ADAPTIVE PENALTY SCHEME; DIFFERENTIAL EVOLUTION; STRUCTURAL OPTIMIZATION; GENETIC ALGORITHMS; TIME INTEGRATION; OPTIMAL-DESIGN; FATIGUE; SUBSTRUCTURES; SYSTEMS;
D O I
10.1115/1.4062625
中图分类号
P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
This paper presents an optimization tool for jacket structures to support Offshore Wind Turbines (OWTs). The tool incorporates several combinations of optimization algorithms and constraint-handling techniques (CHTs): Genetic Algorithm; Differential Evolution (DE); Tournament Selection Method; Multiple Constraint Ranking (MCR); Adaptive Penalty Method, and Helper-and-Equivalent Optimization. The objective function regards the minimization of the jacket weight; the design variables are the diameter and thickness of the tubular members. The constraints are related to natural frequencies and Ultimate Limit State criteria. The candidate solutions are evaluated by full nonlinear time-domain Finite Element coupled analyses. To assess the optimization algorithms and CHTs, a case study is presented for the standardized OWT/jacket structure from the Offshore Code Comparison Collaboration Continuation project. First, a numerical model is built and validated, in terms of masses, natural frequencies, and vibration modes; then, this model is employed to run the optimization tool for all combinations of optimization algorithms and CHTs. The results indicate that, while all methods lead to feasible optimal solutions that comply with the constraints and present considerable weight reductions, the best performer is the combination of the DE algorithm with the MCR constraint-handling technique.
引用
收藏
页数:17
相关论文
共 50 条
  • [41] Dynamic Analysis and Control of Support Structures for Offshore Wind Turbines
    Aggarwal, Neeraj
    Manikandan, R.
    Saha, Nilanjan
    PROCEEDINGS OF 2014 1ST INTERNATIONAL CONFERENCE ON NON CONVENTIONAL ENERGY (ICONCE 2014), 2014, : 169 - 174
  • [42] Seeding evolutionary algorithms with heuristics for optimal wind turbines positioning in wind farms
    Saavedra-Moreno, B.
    Salcedo-Sanz, S.
    Paniagua-Tineo, A.
    Prieto, L.
    Portilla-Figueras, A.
    RENEWABLE ENERGY, 2011, 36 (11) : 2838 - 2844
  • [43] Optimal Design of Jacket Supporting Structures for Offshore Wind Turbines Using CBO and ECBO Algorithms
    Kaveh, Ali
    Sabeti, Sepehr
    PERIODICA POLYTECHNICA-CIVIL ENGINEERING, 2018, 62 (03): : 545 - 554
  • [44] Wake losses optimization of offshore wind farms with moveable floating wind turbines
    Rodrigues, S. F.
    Pinto, R. Teixeira
    Soleimanzadeh, M.
    Bosman, Peter A. N.
    Bauer, P.
    ENERGY CONVERSION AND MANAGEMENT, 2015, 89 : 933 - 941
  • [45] Optimization of the Number, Hub Height and Layout of Offshore Wind Turbines
    Sun, Haiying
    Yang, Hongxing
    Tao, Siyu
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (08)
  • [46] Optimization method for dynamic responses of floating offshore wind turbines
    Ye, Zhou
    Cheng, Xin
    Zhou, Guo-Long
    Li, Chun
    Zhendong yu Chongji/Journal of Vibration and Shock, 2016, 35 (03): : 20 - 26
  • [47] Information value-based optimization of structural and environmental monitoring for offshore wind turbines support structures
    Long, Lijia
    Mai, Quang Anh
    Morato, Pablo Gabriel
    Sorensen, John Dalsgaard
    Thoens, Sebastian
    RENEWABLE ENERGY, 2020, 159 : 1036 - 1046
  • [48] Structural optimization of jacket supporting structures for offshore wind turbines using colliding bodies optimization algorithm
    Kaveh, Ali
    Sabeti, Sepehr
    STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS, 2018, 27 (13):
  • [49] Optimization of Wind Turbines Placement in Offshore Wind Farms: Wake Effects Concerns
    Baptista, Jose
    Lima, Filipe
    Cerveira, Adelaide
    OPTIMIZATION, LEARNING ALGORITHMS AND APPLICATIONS, OL2A 2021, 2021, 1488 : 102 - 109
  • [50] FATIGUE ANALYSIS CAUSED BY WAVE AND OPTIMIZATION OF ALL-STEEL BUCKET FOUNDATION FOR OFFSHORE WIND TURBINES
    Zeng B.
    Liu H.
    Zhou D.
    Zhang Y.
    Cong Y.
    Tang Z.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2023, 44 (11): : 367 - 374