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
来源
JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING-TRANSACTIONS OF THE ASME | 2024年 / 146卷 / 02期
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
  • [1] SUPPORT STRUCTURE OPTIMIZATION FOR OFFSHORE WIND TURBINES WITH A GENETIC ALGORITHM
    Pasamontes, Lucia Barcena
    Torres, Fernando Gomez
    Zwick, Daniel
    Schafhirt, Sebastian
    Muskulus, Michael
    33RD INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, 2014, VOL 9B: OCEAN RENEWABLE ENERGY, 2014,
  • [3] Efficient optimization design method of jacket structures for offshore wind turbines
    Zheng, Shunyun
    Li, Chao
    Xiao, Yiqing
    MARINE STRUCTURES, 2023, 89
  • [4] Two-stage local optimization of lattice type support structures for offshore wind turbines
    Schafhirt, S.
    Zwick, D.
    Muskulus, M.
    OCEAN ENGINEERING, 2016, 117 : 163 - 173
  • [5] Optimization of Offshore Steel Jackets: Review and Proposal of a New Formulation for Time-Dependent Constraints
    Couceiro, Ivan
    Paris, Jose
    Navarrina, Fermin
    Guizan, Raquel
    Colominas, Ignasi
    ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2020, 27 (04) : 1049 - 1069
  • [6] Optimization of Offshore Steel Jackets: Review and Proposal of a New Formulation for Time-Dependent Constraints
    Iván Couceiro
    José París
    Fermín Navarrina
    Raquel Guizán
    Ignasi Colominas
    Archives of Computational Methods in Engineering, 2020, 27 : 1049 - 1069
  • [7] Design and Analysis of Offshore Wind Turbines: Problem Formulation and Optimization Techniques
    Ghaemifard, Saeedeh
    Ghannadiasl, Amin
    JOURNAL OF MARINE SCIENCE AND APPLICATION, 2024, 23 (04) : 707 - 722
  • [8] Fatigue Analysis of Offshore Wind Turbines on Fixed Support Structures
    Alati, Natale
    Nava, Vincenzo
    Failla, Giuseppe
    Arena, Felice
    Santini, Adolfo
    DAMAGE ASSESSMENT OF STRUCTURES X, PTS 1 AND 2, 2013, 569-570 : 539 - 546
  • [9] PSO-based design and optimization of jacket substructures for offshore wind turbines
    Benitez-Suarez, Borja
    Quevedo-Reina, Roman
    Alamo, Guillermo M.
    Padron, Luis A.
    MARINE STRUCTURES, 2025, 101
  • [10] Structural optimization using evolutionary algorithms
    Lagaros, ND
    Papadrakakis, M
    Kokossalakis, G
    COMPUTERS & STRUCTURES, 2002, 80 (7-8) : 571 - 589