Node Layout Optimization Strategy Based on Aquaculture Water Quality Monitoring System

Due to the complex environment in the field, the number of nodes and the energy consumption of nodes should be considered in the deployment of aquaculture water quality monitoring system. Therefore, according to the actual network framework of aquaculture water quality monitoring system, based on th...

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Bibliographic Details
Published in:Wireless personal communications 2023-10, Vol.132 (4), p.2839-2856
Main Authors: Jiang, Feng, Sha, Kaiyue, Lin, Cong, Wu, Zhao
Format: Article
Language:English
Subjects:
Aquaculture
Clustering
Communications Engineering
Computer Communication Networks
Energy consumption
Engineering
Genetic algorithms
Layouts
Monitoring systems
Networks
Nodes
Optimization
Optimization algorithms
Search algorithms
Signal,Image and Speech Processing
Swarm intelligence
Water quality
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Summary:Due to the complex environment in the field, the number of nodes and the energy consumption of nodes should be considered in the deployment of aquaculture water quality monitoring system. Therefore, according to the actual network framework of aquaculture water quality monitoring system, based on the energy balance mechanism of clustering routing protocol, clustering mode and path energy consumption model, a new node layout and energy consumption optimization strategy is proposed in this paper, by improving artificial bee colony algorithm and genetic algorithm, the number of relay nodes and energy consumption of network are reduced. Through simulation and comparison, it is verified that the network coverage can be increased by 36.92% when the proposed optimization strategy and PSO perform the node placement task in the same scenario. The improved artificial bee colony algorithm has a significant improvement in the network coverage of the monitored area with the same number of nodes. On the basis of this, the final node layout scheme obtained by GA extends the life cycle of the network to a certain extent, and proves the guidance and application value of the strategy in the process of system building.
ISSN:0929-6212
1572-834X
DOI:10.1007/s11277-023-10745-1