Arid
DOI10.1016/j.comcom.2022.10.015
An area autonomous routing protocol based on multi-objective optimization methods for field observation instrument network
Huo, Jiuyuan; Lu, Shubin; Yang, Jiguang; Wang, Lei; AL-Neshmi, Hamzah Murad Mohammed
通讯作者Huo, JY
来源期刊COMPUTER COMMUNICATIONS
ISSN0140-3664
EISSN1873-703X
出版年2023
卷号197页码:71-86
英文摘要The cold and arid regions of China occupy a large proportion of the total land area, are rich in resources and have a prominent strategic position, but their fragile ecological environment seriously affects the information collection and lifecycle of the field observation instrument network (FOIN), which affects the in-depth research for cold and arid regions. To balance the energy consumption and improve performance of the FOIN, an area autonomous routing protocol based on multi-objective optimization methods for FOIN (FOI-MOC) was proposed Firstly, in the network preparation stage, the FOI-MOC algorithm calculates the number of optimal cluster heads, evenly partitions for FOIN, and allocates the number of regional cluster heads. Then, in the cluster establishment stage, the different objective functions are constructed based on the residual energy, distance, and density of nodes in their respective regions. Multi-objective optimization algorithms, NSGAII and PSO are utilized to address the Pareto optimal solution set The Pareto optimal solution set is scored by dynamically assigning weights to each objective function through the entropy method, and final cluster heads are elected for each region. Finally, in the data transmission stage, single-hop transmission is adopted within clusters, and single-hop or multi-hop transmission is employed between clusters according to the distance between cluster head and base station. The experimental results indicate that the developed protocol based on multi-objective optimization methods can efficiently balance network energy consumption and prolong network lifecycle.
英文关键词Field observation instrument network (FOIN) Routing protocol Multi-objective optimization algorithm Pareto optimal solution set Entropy method
类型Article
语种英语
开放获取类型Bronze
收录类别SCI-E
WOS记录号WOS:000906879200004
WOS关键词SENSOR NETWORKS ; WIRELESS ; EFFICIENT ; ALGORITHM
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS研究方向Computer Science ; Engineering ; Telecommunications
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/395809
推荐引用方式
GB/T 7714
Huo, Jiuyuan,Lu, Shubin,Yang, Jiguang,et al. An area autonomous routing protocol based on multi-objective optimization methods for field observation instrument network[J],2023,197:71-86.
APA Huo, Jiuyuan,Lu, Shubin,Yang, Jiguang,Wang, Lei,&AL-Neshmi, Hamzah Murad Mohammed.(2023).An area autonomous routing protocol based on multi-objective optimization methods for field observation instrument network.COMPUTER COMMUNICATIONS,197,71-86.
MLA Huo, Jiuyuan,et al."An area autonomous routing protocol based on multi-objective optimization methods for field observation instrument network".COMPUTER COMMUNICATIONS 197(2023):71-86.
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