详细信息
A 3D Coverage Method Involving Dynamic Underwater Wireless Sensor Networks for Marine Ranching Monitoring ( SCI-EXPANDED收录)
文献类型:期刊文献
英文题名:A 3D Coverage Method Involving Dynamic Underwater Wireless Sensor Networks for Marine Ranching Monitoring
作者:Fu, Lei[1,2];Wang, Ji[1,2]
机构:[1]Guangdong Ocean Univ, Coll Elect & Informat Engn, Zhanjiang 524088, Peoples R China;[2]Guangdong Engn Technol Res Ctr Intelligent Ocean S, Zhanjiang 524088, Peoples R China
年份:2024
卷号:13
期号:22
外文期刊名:ELECTRONICS
收录:SCI-EXPANDED(收录号:WOS:001364757400001)、、Scopus(收录号:2-s2.0-85210248465)、WOS
基金:This research was funded by the Special Project on New Generation Information Technology in Key Areas of General Universities in Guangdong Province, grant number 2020ZDZX3008.
语种:英文
外文关键词:marine ranching; underwater wireless sensor networks; sparrow search algorithm; autonomous underwater vehicle; underwater path planning
外文摘要:In view of the poor adaptability and uneven coverage of static underwater wireless sensor networks (UWSNs) to environmental changes and the need for dynamic monitoring, a three-dimensional coverage method involving a dynamic UWSNs for marine ranching, based on an improved sparrow search algorithm (ISSA), is proposed. Firstly, the reverse learning strategy was introduced to generate the reverse sparrow individuals and fuse with the initial population, and the individual sparrows with high fitness were selected to improve the search range. Secondly, Levy flight was introduced to optimize the location update of the producer, which effectively expanded the local search capability of the algorithm. Finally, the Cauchy mutation perturbation mechanism was introduced into the scrounger location to update the optimal solution, which enhanced the ability of the algorithm to obtain the global optimal solution. When deploying UWSNs nodes, an autonomous underwater vehicle (AUV) was used as a mobile node to assist the deployment. In the case of underwater obstacles, the coverage hole in the UWSNs was covered by an AUV at specific times. The experimental results show that compared with other algorithms, the ISSA has a shorter mobile path and achieves a higher coverage rate, with lower node energy consumption.
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