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

Author:

Cruz Rodrigo Oliveira1,Duarte Grasiele Regina1,de Lima Beatriz Souza Leite Pires1,Jacob Breno Pinheiro1

Affiliation:

1. Cidade Universitária COPPE/UFRJ – Post‑Graduate Institute of the Federal University of Rio de Janeiro, Civil Engineering Department, , Avenida Pedro Calmon, S/N, Ilha do Fundão, Rio de Janeiro 21941-596, RJ , Brasil

Abstract

Abstract 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.

Funder

Agência Nacional do Petróleo, Gás Natural e Biocombustíveis

Conselho Nacional de Desenvolvimento Científico e Tecnológico

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior

Publisher

ASME International

Subject

Mechanical Engineering,Ocean Engineering

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