Task urgency-based resource allocation algorithm in industrial Internet of things
In the industrial Internet of things, the generation of tasks is observed to exhibit both continuity and periodicity, along with stringent latency requirements. These characteristics posed challenges to system's cost-efficiency. To address these challenges, a cost minimization resource allocati...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2024-03-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024018/ |
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| _version_ | 1841533862568525824 |
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| author | ZOU Hong ZHUO Sai ZHANG Hong ZHANG Mingxing WU Dapeng |
| author_facet | ZOU Hong ZHUO Sai ZHANG Hong ZHANG Mingxing WU Dapeng |
| author_sort | ZOU Hong |
| collection | DOAJ |
| description | In the industrial Internet of things, the generation of tasks is observed to exhibit both continuity and periodicity, along with stringent latency requirements. These characteristics posed challenges to system's cost-efficiency. To address these challenges, a cost minimization resource allocation algorithm based on the urgency of tasks was proposed. By employing a genetic algorithm, the task offloading strategy and the system's resource allocation strategy were optimized. For offloaded tasks, they were scheduled according to their level of urgency. Additionally, the optimal transmission power for each task was calculated to meet latency constraints. Simulation results indicate that the proposed algorithm effectively reduces the overall energy cost of the system. |
| format | Article |
| id | doaj-art-0480d86cf4c6499da5a49b57d69d2641 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2024-03-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-0480d86cf4c6499da5a49b57d69d26412025-01-15T02:48:18ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012024-03-0140293855075179Task urgency-based resource allocation algorithm in industrial Internet of thingsZOU HongZHUO SaiZHANG HongZHANG MingxingWU DapengIn the industrial Internet of things, the generation of tasks is observed to exhibit both continuity and periodicity, along with stringent latency requirements. These characteristics posed challenges to system's cost-efficiency. To address these challenges, a cost minimization resource allocation algorithm based on the urgency of tasks was proposed. By employing a genetic algorithm, the task offloading strategy and the system's resource allocation strategy were optimized. For offloaded tasks, they were scheduled according to their level of urgency. Additionally, the optimal transmission power for each task was calculated to meet latency constraints. Simulation results indicate that the proposed algorithm effectively reduces the overall energy cost of the system.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024018/IIoTresource allocationgenetic algorithm |
| spellingShingle | ZOU Hong ZHUO Sai ZHANG Hong ZHANG Mingxing WU Dapeng Task urgency-based resource allocation algorithm in industrial Internet of things Dianxin kexue IIoT resource allocation genetic algorithm |
| title | Task urgency-based resource allocation algorithm in industrial Internet of things |
| title_full | Task urgency-based resource allocation algorithm in industrial Internet of things |
| title_fullStr | Task urgency-based resource allocation algorithm in industrial Internet of things |
| title_full_unstemmed | Task urgency-based resource allocation algorithm in industrial Internet of things |
| title_short | Task urgency-based resource allocation algorithm in industrial Internet of things |
| title_sort | task urgency based resource allocation algorithm in industrial internet of things |
| topic | IIoT resource allocation genetic algorithm |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024018/ |
| work_keys_str_mv | AT zouhong taskurgencybasedresourceallocationalgorithminindustrialinternetofthings AT zhuosai taskurgencybasedresourceallocationalgorithminindustrialinternetofthings AT zhanghong taskurgencybasedresourceallocationalgorithminindustrialinternetofthings AT zhangmingxing taskurgencybasedresourceallocationalgorithminindustrialinternetofthings AT wudapeng taskurgencybasedresourceallocationalgorithminindustrialinternetofthings |