3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means
Aiming at the problem that clustering routing algorithm in a three-dimensional (3D) scene has high energy consumption and short network lifetime, a clustering routing algorithm IFCRA for 3D wireless sensor networks based on improved honey badger algorithm optimized fuzzy C-means was proposed.The net...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2023-12-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023236/ |
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| _version_ | 1841540037361008640 |
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| author | Jing YANG Biyang XU Weizheng LI Wei LI Zhaoqiang ZHU Tao QIN |
| author_facet | Jing YANG Biyang XU Weizheng LI Wei LI Zhaoqiang ZHU Tao QIN |
| author_sort | Jing YANG |
| collection | DOAJ |
| description | Aiming at the problem that clustering routing algorithm in a three-dimensional (3D) scene has high energy consumption and short network lifetime, a clustering routing algorithm IFCRA for 3D wireless sensor networks based on improved honey badger algorithm optimized fuzzy C-means was proposed.The network clustering, cluster head election, and data transmission stages were optimized respectively.Firstly, the improved honey badger algorithm was used to optimize the fuzzy C-means algorithm, solving the problem of fuzzy C-means easily falling into local optima, and the topological structure was divided based on the distance and energy characteristics of nodes.Secondly, the optimal cluster head function was constructed by combining the energy and relative distance of nodes within the cluster to balance the cluster head load.Finally, an adaptive transmission mechanism was used to search for relay nodes, and the optimal transmission path function was constructed by combining node distance and energy.The improved honey badger algorithm was used to optimize the data transmission energy consumption.Simulation results show that IFCRA has reasonable clustering, balanced energy consumption, and long lifespan in a 3D heterogeneous scene. |
| format | Article |
| id | doaj-art-45e1d5b0deea4da2befa925164b0bab1 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2023-12-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-45e1d5b0deea4da2befa925164b0bab12025-01-14T06:22:31ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2023-12-0144181192593848503D WSN clustering routing algorithm based on IHBA optimized fuzzy C-meansJing YANGBiyang XUWeizheng LIWei LIZhaoqiang ZHUTao QINAiming at the problem that clustering routing algorithm in a three-dimensional (3D) scene has high energy consumption and short network lifetime, a clustering routing algorithm IFCRA for 3D wireless sensor networks based on improved honey badger algorithm optimized fuzzy C-means was proposed.The network clustering, cluster head election, and data transmission stages were optimized respectively.Firstly, the improved honey badger algorithm was used to optimize the fuzzy C-means algorithm, solving the problem of fuzzy C-means easily falling into local optima, and the topological structure was divided based on the distance and energy characteristics of nodes.Secondly, the optimal cluster head function was constructed by combining the energy and relative distance of nodes within the cluster to balance the cluster head load.Finally, an adaptive transmission mechanism was used to search for relay nodes, and the optimal transmission path function was constructed by combining node distance and energy.The improved honey badger algorithm was used to optimize the data transmission energy consumption.Simulation results show that IFCRA has reasonable clustering, balanced energy consumption, and long lifespan in a 3D heterogeneous scene.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023236/3D wireless sensor networkclustering routinghoney badger algorithmfuzzy C-meansenergy consumption balance |
| spellingShingle | Jing YANG Biyang XU Weizheng LI Wei LI Zhaoqiang ZHU Tao QIN 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means Tongxin xuebao 3D wireless sensor network clustering routing honey badger algorithm fuzzy C-means energy consumption balance |
| title | 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means |
| title_full | 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means |
| title_fullStr | 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means |
| title_full_unstemmed | 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means |
| title_short | 3D WSN clustering routing algorithm based on IHBA optimized fuzzy C-means |
| title_sort | 3d wsn clustering routing algorithm based on ihba optimized fuzzy c means |
| topic | 3D wireless sensor network clustering routing honey badger algorithm fuzzy C-means energy consumption balance |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023236/ |
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