Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm
Abstract With the rapid development of integrated energy system (IES), it has become a trend to form multiple integrated energy systems (MIESs) in a certain region. However, there is a lack of coordination and cooperation among MIESs. This paper proposes an optimal operation model of MIESs with four...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Wiley
2023-10-01
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| Series: | IET Renewable Power Generation |
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| Online Access: | https://doi.org/10.1049/rpg2.12849 |
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| _version_ | 1850205017387040768 |
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| author | Yang Fu Jie Shan Zhenkun Li Bolin Xie |
| author_facet | Yang Fu Jie Shan Zhenkun Li Bolin Xie |
| author_sort | Yang Fu |
| collection | DOAJ |
| description | Abstract With the rapid development of integrated energy system (IES), it has become a trend to form multiple integrated energy systems (MIESs) in a certain region. However, there is a lack of coordination and cooperation among MIESs. This paper proposes an optimal operation model of MIESs with four cost objectives, which focuses on energy interaction among MIESs. As a non‐linear and large optimization problem, it is difficult for conventional mathematical methods to solve. Hence, this paper proposes a hybrid Taguchi‐compact salp swarm algorithm (TCSSA). The compact technique can save the operation memory of model. Taguchi method can improve the convergence speed and solution accuracy of model. The proposed algorithm is tested on 28 benchmark functions and applied to optimal operation of MIESs. Results demonstrate that: (1) compared with other famous algorithms, TCSSA can provide more efficient execution and better solutions. (2) The optimal operation of MIESs based on TCSSA can achieve the complementary of energy advantages, which effectively reduces the total cost of MIESs (up to 9.67%). |
| format | Article |
| id | doaj-art-22e9bdbd802f46a1b177386ffabbee63 |
| institution | OA Journals |
| issn | 1752-1416 1752-1424 |
| language | English |
| publishDate | 2023-10-01 |
| publisher | Wiley |
| record_format | Article |
| series | IET Renewable Power Generation |
| spelling | doaj-art-22e9bdbd802f46a1b177386ffabbee632025-08-20T02:11:11ZengWileyIET Renewable Power Generation1752-14161752-14242023-10-0117133355337210.1049/rpg2.12849Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithmYang Fu0Jie Shan1Zhenkun Li2Bolin Xie3Shanghai University of Electric PowerShanghaiChinaShanghai University of Electric PowerShanghaiChinaShanghai University of Electric PowerShanghaiChinaSouth China University of TechnologyGuangzhouChinaAbstract With the rapid development of integrated energy system (IES), it has become a trend to form multiple integrated energy systems (MIESs) in a certain region. However, there is a lack of coordination and cooperation among MIESs. This paper proposes an optimal operation model of MIESs with four cost objectives, which focuses on energy interaction among MIESs. As a non‐linear and large optimization problem, it is difficult for conventional mathematical methods to solve. Hence, this paper proposes a hybrid Taguchi‐compact salp swarm algorithm (TCSSA). The compact technique can save the operation memory of model. Taguchi method can improve the convergence speed and solution accuracy of model. The proposed algorithm is tested on 28 benchmark functions and applied to optimal operation of MIESs. Results demonstrate that: (1) compared with other famous algorithms, TCSSA can provide more efficient execution and better solutions. (2) The optimal operation of MIESs based on TCSSA can achieve the complementary of energy advantages, which effectively reduces the total cost of MIESs (up to 9.67%).https://doi.org/10.1049/rpg2.12849compact techniqueintegrated energy systemmultiple systemssalp swarm algorithmTaguchi method |
| spellingShingle | Yang Fu Jie Shan Zhenkun Li Bolin Xie Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm IET Renewable Power Generation compact technique integrated energy system multiple systems salp swarm algorithm Taguchi method |
| title | Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm |
| title_full | Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm |
| title_fullStr | Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm |
| title_full_unstemmed | Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm |
| title_short | Optimal operation of multiple integrated energy systems based on a hybrid Taguchi‐compact salp swarm algorithm |
| title_sort | optimal operation of multiple integrated energy systems based on a hybrid taguchi compact salp swarm algorithm |
| topic | compact technique integrated energy system multiple systems salp swarm algorithm Taguchi method |
| url | https://doi.org/10.1049/rpg2.12849 |
| work_keys_str_mv | AT yangfu optimaloperationofmultipleintegratedenergysystemsbasedonahybridtaguchicompactsalpswarmalgorithm AT jieshan optimaloperationofmultipleintegratedenergysystemsbasedonahybridtaguchicompactsalpswarmalgorithm AT zhenkunli optimaloperationofmultipleintegratedenergysystemsbasedonahybridtaguchicompactsalpswarmalgorithm AT bolinxie optimaloperationofmultipleintegratedenergysystemsbasedonahybridtaguchicompactsalpswarmalgorithm |