PSO-based design and optimization of jacket substructures for offshore wind turbines

IF 4 2区 工程技术 Q1 ENGINEERING, CIVIL
Borja Benítez-Suárez, Román Quevedo-Reina, Guillermo M. Álamo, Luis A. Padrón
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引用次数: 0

Abstract

The search for more and better wind resources pushes offshore wind farms further into deeper waters, where jacket support structures become a competitive alternative to monopiles for bottom-fixed offshore wind turbines. In this context, this paper proposes a cost-effective methodology for the autonomous design that facilitates the generation of preliminary candidate designs of jacket substructures, reaching a level of detail suitable for the initial design phase. A Particle Swarm Optimization algorithm, with precomputed initial swarms, is used as a search and optimization tool. The proposed strategy is able to find candidate designs that satisfy, with a minimum use of material, a wide range of Ultimate Limit States, Fatigue Limit States and Geometrical Restrictions. It is shown that the use of a precomputed initial swarm generated taking into account a starting concept design of the structures with a low computational cost, instead of a standard random population, significantly improves the efficacy and efficiency of the algorithm. A reference case, based on the NREL-5MW wind turbine and its OC4 reference jacket support structure, is used for studying and illustrating the capabilities of the proposal.
基于pso的海上风力发电机导管套子结构设计与优化
为了寻找更多更好的风力资源,海上风力发电场被推向更深的水域,在那里,导管支撑结构成为一种有竞争力的替代方案,可以替代单桩式底部固定的海上风力涡轮机。在此背景下,本文提出了一种具有成本效益的自主设计方法,该方法有助于生成导管套子结构的初步候选设计,达到适合初始设计阶段的细节水平。采用粒子群优化算法,预先计算初始群,作为搜索和优化工具。所提出的策略能够找到候选设计,以最小的材料使用量,满足大范围的极限状态,疲劳极限状态和几何限制。结果表明,采用计算成本较低的考虑结构初始概念设计的预计算初始群体代替标准随机群体,显著提高了算法的有效性和效率。以NREL-5MW风力发电机及其OC4参考夹套支撑结构为例,对该方案的能力进行了研究和说明。
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来源期刊
Marine Structures
Marine Structures 工程技术-工程:海洋
CiteScore
8.70
自引率
7.70%
发文量
157
审稿时长
6.4 months
期刊介绍: This journal aims to provide a medium for presentation and discussion of the latest developments in research, design, fabrication and in-service experience relating to marine structures, i.e., all structures of steel, concrete, light alloy or composite construction having an interface with the sea, including ships, fixed and mobile offshore platforms, submarine and submersibles, pipelines, subsea systems for shallow and deep ocean operations and coastal structures such as piers.
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