High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators
The work proposes high-dimensional multiple fractional-order optimization algorithm (HMFOA) to tune the controller parameters of the rotor side converter of doubly-fed induction generator-based wind turbines to achieve higher control performance. The case studies are verified in eight benchmark math...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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IEEE
2023-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10360131/ |
| _version_ | 1797376323183706112 |
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| author | Xinghua Tao Nan Mo Jianbo Qin Xiaozhe Yang Linfei Yin Likun Hu |
| author_facet | Xinghua Tao Nan Mo Jianbo Qin Xiaozhe Yang Linfei Yin Likun Hu |
| author_sort | Xinghua Tao |
| collection | DOAJ |
| description | The work proposes high-dimensional multiple fractional-order optimization algorithm (HMFOA) to tune the controller parameters of the rotor side converter of doubly-fed induction generator-based wind turbines to achieve higher control performance. The case studies are verified in eight benchmark mathematical optimization problems; the results illustrate that the proposed optimizer has fast convergence speed, high computational precision, and avoidance of falling into local optimums. Compared to four other algorithms, the results show that HMFOA obtains the optimal parameters of controllers and achieves more accurate power point tracking capability and certain fault ride-through capability, which verifies the feasibility and effectiveness of the algorithm. |
| first_indexed | 2024-03-08T19:36:53Z |
| format | Article |
| id | doaj.art-f7b1b83a71b8474d86a9e9d297aa8201 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-03-08T19:36:53Z |
| publishDate | 2023-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-f7b1b83a71b8474d86a9e9d297aa82012023-12-26T00:09:55ZengIEEEIEEE Access2169-35362023-01-011114145614147210.1109/ACCESS.2023.334319710360131High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction GeneratorsXinghua Tao0Nan Mo1Jianbo Qin2https://orcid.org/0000-0002-3942-4914Xiaozhe Yang3Linfei Yin4https://orcid.org/0000-0001-8343-3669Likun Hu5School of Intelligent Manufacturing, Nanning University, Nanning, ChinaSchool of Electrical Engineering, Guangxi University, Nanning, ChinaSchool of Intelligent Manufacturing, Nanning University, Nanning, ChinaSchool of Intelligent Manufacturing, Nanning University, Nanning, ChinaSchool of Electrical Engineering, Guangxi University, Nanning, ChinaSchool of Electrical Engineering, Guangxi University, Nanning, ChinaThe work proposes high-dimensional multiple fractional-order optimization algorithm (HMFOA) to tune the controller parameters of the rotor side converter of doubly-fed induction generator-based wind turbines to achieve higher control performance. The case studies are verified in eight benchmark mathematical optimization problems; the results illustrate that the proposed optimizer has fast convergence speed, high computational precision, and avoidance of falling into local optimums. Compared to four other algorithms, the results show that HMFOA obtains the optimal parameters of controllers and achieves more accurate power point tracking capability and certain fault ride-through capability, which verifies the feasibility and effectiveness of the algorithm.https://ieeexplore.ieee.org/document/10360131/High dimensionfractional-orderoptimization algorithmDFIGrotor side converter |
| spellingShingle | Xinghua Tao Nan Mo Jianbo Qin Xiaozhe Yang Linfei Yin Likun Hu High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators IEEE Access High dimension fractional-order optimization algorithm DFIG rotor side converter |
| title | High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators |
| title_full | High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators |
| title_fullStr | High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators |
| title_full_unstemmed | High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators |
| title_short | High-Dimensional Multiple Fractional-Order Optimizer for Rotor Side Converter of Doubly-Fed Induction Generators |
| title_sort | high dimensional multiple fractional order optimizer for rotor side converter of doubly fed induction generators |
| topic | High dimension fractional-order optimization algorithm DFIG rotor side converter |
| url | https://ieeexplore.ieee.org/document/10360131/ |
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