Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm
To improve the optimization quality, efficiency and stability of cloud manufacturing service composition, a optimization method for cloud manufacturing service composition based on improved artificial bee colony algorithm was proposed.Firstly, three methods of service collaboration quality calculati...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2023-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023024/ |
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| _version_ | 1841540064295780352 |
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| author | Qiang HU Yuqing TIAN Haoquan QI Peng WU Qingxue LIU |
| author_facet | Qiang HU Yuqing TIAN Haoquan QI Peng WU Qingxue LIU |
| author_sort | Qiang HU |
| collection | DOAJ |
| description | To improve the optimization quality, efficiency and stability of cloud manufacturing service composition, a optimization method for cloud manufacturing service composition based on improved artificial bee colony algorithm was proposed.Firstly, three methods of service collaboration quality calculation under cloud manufacturing service composition scenario were put forward.Then, the optimization model with service collaboration quality was constructed.Finally, an artificial bee colony algorithm with multi-search strategy island model was designed to solve the optimal cloud manufacturing service composition.The experimental results show that the proposed algorithm is superior to the current popular improved artificial bee colony algorithms and other swarm intelligence algorithms in terms of optimization quality, efficiency and stability. |
| format | Article |
| id | doaj-art-ae0892e2bd5f4ea3a70b188e117048fd |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2023-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-ae0892e2bd5f4ea3a70b188e117048fd2025-01-14T06:28:08ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2023-01-014420021059389190Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithmQiang HUYuqing TIANHaoquan QIPeng WUQingxue LIUTo improve the optimization quality, efficiency and stability of cloud manufacturing service composition, a optimization method for cloud manufacturing service composition based on improved artificial bee colony algorithm was proposed.Firstly, three methods of service collaboration quality calculation under cloud manufacturing service composition scenario were put forward.Then, the optimization model with service collaboration quality was constructed.Finally, an artificial bee colony algorithm with multi-search strategy island model was designed to solve the optimal cloud manufacturing service composition.The experimental results show that the proposed algorithm is superior to the current popular improved artificial bee colony algorithms and other swarm intelligence algorithms in terms of optimization quality, efficiency and stability.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023024/cloud manufacturingservice compositionprocess optimizationartificial bee colony |
| spellingShingle | Qiang HU Yuqing TIAN Haoquan QI Peng WU Qingxue LIU Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm Tongxin xuebao cloud manufacturing service composition process optimization artificial bee colony |
| title | Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| title_full | Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| title_fullStr | Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| title_full_unstemmed | Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| title_short | Optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| title_sort | optimization method for cloud manufacturing service composition based on the improved artificial bee colony algorithm |
| topic | cloud manufacturing service composition process optimization artificial bee colony |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023024/ |
| work_keys_str_mv | AT qianghu optimizationmethodforcloudmanufacturingservicecompositionbasedontheimprovedartificialbeecolonyalgorithm AT yuqingtian optimizationmethodforcloudmanufacturingservicecompositionbasedontheimprovedartificialbeecolonyalgorithm AT haoquanqi optimizationmethodforcloudmanufacturingservicecompositionbasedontheimprovedartificialbeecolonyalgorithm AT pengwu optimizationmethodforcloudmanufacturingservicecompositionbasedontheimprovedartificialbeecolonyalgorithm AT qingxueliu optimizationmethodforcloudmanufacturingservicecompositionbasedontheimprovedartificialbeecolonyalgorithm |