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Elephant Herding Optimization for Energy-Based Localization

delete2018-08-29
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OA
AI
S
Sérgio D. Correia *
M
Marko Beko
L
Luís A. da Silva Cruz
S
Slaviša Tomic
DOI:10.3390/s18092849delete
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摘要

摘要

En 中文
This work addresses the energy-based source localization problem in wireless sensors networks. Instead of circumventing the maximum likelihood (ML) problem by applying convex relaxations and approximations, we approach it directly by the use of metaheuristics. To the best of our knowledge, this is the first time that metaheuristics are applied to this type of problem. More specifically, an elephant herding optimization (EHO) algorithm is applied. Through extensive simulations, the key parameters of the EHO algorithm are optimized such that they match the energy decay model between two sensor nodes. A detailed analysis of the computational complexity is presented, as well as a performance comparison between the proposed algorithm and existing non-metaheuristic ones. Simulation results show that the new approach significantly outperforms existing solutions in noisy environments, encouraging further improvement and testing of metaheuristic methods.
Keyword:
nature inspired algorithms
swarm optimization
elephant search algorithm
energy-based localization
acoustic positioning
wireless sensor networks
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期刊

Sensors 封面图
Sensors
IF:
3.5
论文数:
7.2W
被引数:
20.9W

机构

I
institute of telecommunications - coimbra
学者数:
88
论文数: 104
被引数: 0
I
instituto politecnico de portalegre
学者数:
167
论文数: 170
被引数: 0
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