Optimization of hydraulic power take-off system settings for point absorber wave energy converter

被引:45
作者
Amini, Erfan [1 ]
Mehdipour, Hossein [1 ]
Faraggiana, Emilio [2 ]
Golbaz, Danial [1 ]
Mozaffari, Sevda [3 ]
Bracco, Giovanni [2 ]
Neshat, Mehdi [4 ]
机构
[1] Univ Tehran, Coll Engn, Sch Civil Engn, Tehran, Iran
[2] Polytech Univ Turin, Dept Mech & Aerosp Engn, Turin, Italy
[3] Urmia Univ, Dept Water Engn, Orumiyeh, Iran
[4] Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimizat, Brisbane, Australia
关键词
Wave energy conversion; Power take-off; Optimization; Nelder-Mead; Multi-verse optimizer; Sequential quadratic programming; PERFORMANCE; UNIT; EXTRACTION; SIMULATION; PARAMETERS; MODEL;
D O I
10.1016/j.renene.2022.05.164
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Ocean wave renewable energy is becoming a key part of the renewable energy industry over the recent decades. By developing wave energy converters (WECs), their power take-off (PTO) systems have been investigated to enhance the power extraction from the ocean. Adjusting PTO parameters is a challenging optimization problem because there is a complex and nonlinear relationship between these parameters and the absorbed power output. In this regard, this study aims to optimize the PTO system parameters of a point absorber wave energy converter in the wave data-set in Perth, on the Western Australian coasts. The converter is numerically designed to oscillate against irregular and multi-dimensional waves and sensitivity analysis for PTO settings. Then, to find the optimal PTO system parameters which lead to the highest power output, ten optimization approaches are incorporated to solve the nonlinear problem, including the Nelder-Mead search method, Active-set method, Sequential quadratic Programming method (SQP), Multi-Verse Optimizer (MVO), and six modified combination of Genetic, Surrogate and fminsearch techniques. After a feasibility landscape analysis, the optimization outcome is carried out and gives us the best answer in terms of PTO system settings. Finally, the investigation shows that the modified combinations of Genetic, Surrogate, and fminsearch approaches can outperform the others in the selected wave scenario, as well as with regard to the interaction between PTO system variables. (c) 2022 Elsevier Ltd. All rights reserved.
引用
收藏
页码:938 / 954
页数:17
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