Intelligent adaptation and integrated scheduling method for computing and networking resources
To effectively support the development needs of the deep integration of networking and computing, a novel computing and network convergence architecture has emerged.In this context, how to realize the intelligent perception of computing and networking resources and the efficient scheduling of comput...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2023-08-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023174/ |
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| _version_ | 1841533619104907264 |
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| author | Weiting ZHANG Chenghui SUN Hongchao WANG Jianing DAI |
| author_facet | Weiting ZHANG Chenghui SUN Hongchao WANG Jianing DAI |
| author_sort | Weiting ZHANG |
| collection | DOAJ |
| description | To effectively support the development needs of the deep integration of networking and computing, a novel computing and network convergence architecture has emerged.In this context, how to realize the intelligent perception of computing and networking resources and the efficient scheduling of computational tasks are key problems.To this end, the new network scenario for computing and networking convergence were analyzed, a scheduling model for computing tasks and nodes was designed, and a deep reinforcement learning-based resource scheduling algorithm was proposed.The proposed algorithm was able to intelligently make scheduling decisions that minimize the system cost by sensing key information such as user devices, available capacity of computing and networking resources, and link status.Finally, the effectiveness of the proposed algorithm in saving system cost was verified by simulation experiments. |
| format | Article |
| id | doaj-art-2d6c7ab8ecb54c37b9214d8da611929b |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2023-08-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-2d6c7ab8ecb54c37b9214d8da611929b2025-01-15T02:58:09ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012023-08-0139122059560718Intelligent adaptation and integrated scheduling method for computing and networking resourcesWeiting ZHANGChenghui SUNHongchao WANGJianing DAITo effectively support the development needs of the deep integration of networking and computing, a novel computing and network convergence architecture has emerged.In this context, how to realize the intelligent perception of computing and networking resources and the efficient scheduling of computational tasks are key problems.To this end, the new network scenario for computing and networking convergence were analyzed, a scheduling model for computing tasks and nodes was designed, and a deep reinforcement learning-based resource scheduling algorithm was proposed.The proposed algorithm was able to intelligently make scheduling decisions that minimize the system cost by sensing key information such as user devices, available capacity of computing and networking resources, and link status.Finally, the effectiveness of the proposed algorithm in saving system cost was verified by simulation experiments.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023174/computing and network convergenceresource schedulingdeep reinforcement learning |
| spellingShingle | Weiting ZHANG Chenghui SUN Hongchao WANG Jianing DAI Intelligent adaptation and integrated scheduling method for computing and networking resources Dianxin kexue computing and network convergence resource scheduling deep reinforcement learning |
| title | Intelligent adaptation and integrated scheduling method for computing and networking resources |
| title_full | Intelligent adaptation and integrated scheduling method for computing and networking resources |
| title_fullStr | Intelligent adaptation and integrated scheduling method for computing and networking resources |
| title_full_unstemmed | Intelligent adaptation and integrated scheduling method for computing and networking resources |
| title_short | Intelligent adaptation and integrated scheduling method for computing and networking resources |
| title_sort | intelligent adaptation and integrated scheduling method for computing and networking resources |
| topic | computing and network convergence resource scheduling deep reinforcement learning |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023174/ |
| work_keys_str_mv | AT weitingzhang intelligentadaptationandintegratedschedulingmethodforcomputingandnetworkingresources AT chenghuisun intelligentadaptationandintegratedschedulingmethodforcomputingandnetworkingresources AT hongchaowang intelligentadaptationandintegratedschedulingmethodforcomputingandnetworkingresources AT jianingdai intelligentadaptationandintegratedschedulingmethodforcomputingandnetworkingresources |