期刊
INFORMATION SCIENCES
卷 576, 期 -, 页码 355-373出版社
ELSEVIER SCIENCE INC
DOI: 10.1016/j.ins.2021.06.056
关键词
Wireless sensor networks; Network lifetime; Evolutionary algorithm; Relay selection
资金
- Vietnam National Foundation for Science and Technology Development (NAFOSTED) [102.01-2019.304]
This paper addresses the issue of relay node assignment in wireless single-hop and multi-hop sensor networks in three-dimensional terrains. A multifactorial evolutionary algorithm, MFRSEA, is proposed to optimize for both types of networks simultaneously. Experimental results demonstrate that the method outperforms the baseline in key metrics.
Prolonging network lifetime is a crucial issue for wireless sensor networks, as sensor nodes operate on limited amounts of battery energy, and replacing or recharging nodes is still quite challenging. One approach is using relay nodes to alleviate sensors' energy usage when transmitting data. In this work, we tackle the issues of relay node assignment for wireless single-hop sensor and multi-hop sensor networks in three-dimensional terrains. Traditionally, researchers have focused on solving relay node selection for either single -hop or multi-hop networks, one at a time. We propose MFRSEA, a multifactorial evolution-ary algorithm utilizing a network random key representation, a constraint-aware fitness function, and a novel crossover operator in order to optimize for both network types simul-taneously. Experimental results show that our method outperforms the baseline in several key metrics. (c) 2021 Elsevier Inc. All rights reserved.
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