Cloud scheduling algorithm based on fuzzy clustering
In order to better serve cloud’s objective of providing low-cost and on-demand services,a two-level and fuzzy clustering based cloud scheduling algorithm named FCTLBS(fuzzy clustering and two level based task scheduling algorithm) was proposed.Scheduling was divided into two levels:user scheduling a...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2012-03-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)03-0146-09/ |
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| _version_ | 1841539906540666880 |
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| author | Wen-juan LI Qi-fei ZHANG Ling-di PING Xue-zeng PAN |
| author_facet | Wen-juan LI Qi-fei ZHANG Ling-di PING Xue-zeng PAN |
| author_sort | Wen-juan LI |
| collection | DOAJ |
| description | In order to better serve cloud’s objective of providing low-cost and on-demand services,a two-level and fuzzy clustering based cloud scheduling algorithm named FCTLBS(fuzzy clustering and two level based task scheduling algorithm) was proposed.Scheduling was divided into two levels:user scheduling and task cheduling.It used fuzzy clustering method to cluster resources according to their capabilities and computed tasks’resource bias coefficient according to their parameters.Thus tasks with different resource preference were able to choose different capability resources in the corresponding clusters.The new algorithm reduces the scale of resource choice,better reflects cloud tasks’ service requirements.Simulation results show that the proposed algorithm has some advantages compared to other kindred algorithms. |
| format | Article |
| id | doaj-art-7234bea1bf4b4644a4c527f6486d231f |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2012-03-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-7234bea1bf4b4644a4c527f6486d231f2025-01-14T06:31:30ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2012-03-013314615459661041Cloud scheduling algorithm based on fuzzy clusteringWen-juan LIQi-fei ZHANGLing-di PINGXue-zeng PANIn order to better serve cloud’s objective of providing low-cost and on-demand services,a two-level and fuzzy clustering based cloud scheduling algorithm named FCTLBS(fuzzy clustering and two level based task scheduling algorithm) was proposed.Scheduling was divided into two levels:user scheduling and task cheduling.It used fuzzy clustering method to cluster resources according to their capabilities and computed tasks’resource bias coefficient according to their parameters.Thus tasks with different resource preference were able to choose different capability resources in the corresponding clusters.The new algorithm reduces the scale of resource choice,better reflects cloud tasks’ service requirements.Simulation results show that the proposed algorithm has some advantages compared to other kindred algorithms.http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)03-0146-09/cloud computingfuzzy clusteringtask schedulingdistribution justice |
| spellingShingle | Wen-juan LI Qi-fei ZHANG Ling-di PING Xue-zeng PAN Cloud scheduling algorithm based on fuzzy clustering Tongxin xuebao cloud computing fuzzy clustering task scheduling distribution justice |
| title | Cloud scheduling algorithm based on fuzzy clustering |
| title_full | Cloud scheduling algorithm based on fuzzy clustering |
| title_fullStr | Cloud scheduling algorithm based on fuzzy clustering |
| title_full_unstemmed | Cloud scheduling algorithm based on fuzzy clustering |
| title_short | Cloud scheduling algorithm based on fuzzy clustering |
| title_sort | cloud scheduling algorithm based on fuzzy clustering |
| topic | cloud computing fuzzy clustering task scheduling distribution justice |
| url | http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)03-0146-09/ |
| work_keys_str_mv | AT wenjuanli cloudschedulingalgorithmbasedonfuzzyclustering AT qifeizhang cloudschedulingalgorithmbasedonfuzzyclustering AT lingdiping cloudschedulingalgorithmbasedonfuzzyclustering AT xuezengpan cloudschedulingalgorithmbasedonfuzzyclustering |