A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade
This paper presents a multi-objective optimization model of a wind turbine blade based on blade's parameterized finite element model, where annual energy production and blade mass are the objective functions, and aerodynamic and structural parameters are the design variables. In this study, the...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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IEEE
2019-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/8882234/ |
| _version_ | 1818444219627339776 |
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| author | Rui Meng Neng-Gang Xie |
| author_facet | Rui Meng Neng-Gang Xie |
| author_sort | Rui Meng |
| collection | DOAJ |
| description | This paper presents a multi-objective optimization model of a wind turbine blade based on blade's parameterized finite element model, where annual energy production and blade mass are the objective functions, and aerodynamic and structural parameters are the design variables. In this study, the maximum axial thrust, strain, displacement, and first-order natural frequency of blade are selected as constraints. A novel competitive-cooperative game method is proposed to obtain the optimal preference solution. In this method, a new exploration method of player's strategy space named `correlation analysis under fuzzy k-means clustering' is proposed, and the payoff functions are constructed according to competitive and cooperative behaviors. Two optimization schemes with preference objectives are obtained and all goals showed clear improvements over the initial solutions, and this method reveals the relationship between blade shape and desired performance. More deeply, dynamic sensitivities of various design variables to objective functions are obtained for different blade shapes. |
| first_indexed | 2024-12-14T19:12:28Z |
| format | Article |
| id | doaj.art-55188a0e116e4fd38c98cc014a564377 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-14T19:12:28Z |
| publishDate | 2019-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-55188a0e116e4fd38c98cc014a5643772022-12-21T22:50:41ZengIEEEIEEE Access2169-35362019-01-01715574815575810.1109/ACCESS.2019.29493368882234A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine BladeRui Meng0Neng-Gang Xie1https://orcid.org/0000-0002-1296-1349College of Mechanics and Materials, Hohai University, Nanjing, ChinaSchool of Management Science and Engineering, Anhui University of Technology, Ma’anshan, ChinaThis paper presents a multi-objective optimization model of a wind turbine blade based on blade's parameterized finite element model, where annual energy production and blade mass are the objective functions, and aerodynamic and structural parameters are the design variables. In this study, the maximum axial thrust, strain, displacement, and first-order natural frequency of blade are selected as constraints. A novel competitive-cooperative game method is proposed to obtain the optimal preference solution. In this method, a new exploration method of player's strategy space named `correlation analysis under fuzzy k-means clustering' is proposed, and the payoff functions are constructed according to competitive and cooperative behaviors. Two optimization schemes with preference objectives are obtained and all goals showed clear improvements over the initial solutions, and this method reveals the relationship between blade shape and desired performance. More deeply, dynamic sensitivities of various design variables to objective functions are obtained for different blade shapes.https://ieeexplore.ieee.org/document/8882234/Competitive-cooperative gameparameterized finite element model of wind turbine bladeaerodynamic and structural designdynamic sensitivity |
| spellingShingle | Rui Meng Neng-Gang Xie A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade IEEE Access Competitive-cooperative game parameterized finite element model of wind turbine blade aerodynamic and structural design dynamic sensitivity |
| title | A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade |
| title_full | A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade |
| title_fullStr | A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade |
| title_full_unstemmed | A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade |
| title_short | A Competitive-Cooperative Game Method for Multi-Objective Optimization Design of a Horizontal Axis Wind Turbine Blade |
| title_sort | competitive cooperative game method for multi objective optimization design of a horizontal axis wind turbine blade |
| topic | Competitive-cooperative game parameterized finite element model of wind turbine blade aerodynamic and structural design dynamic sensitivity |
| url | https://ieeexplore.ieee.org/document/8882234/ |
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