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A survey of multi-objective optimization in wireless sensor networks: Metrics, algorithms and open problems

A survey of multi-objective optimization in wireless sensor networks: Metrics, algorithms and open problems
A survey of multi-objective optimization in wireless sensor networks: Metrics, algorithms and open problems
Wireless sensor networks (WSNs) have attracted substantial research interest, especially in the context of performing monitoring and surveillance tasks. However, it is challenging to strike compelling trade-offs amongst the various conflicting optimization criteria, such as the network's energy dissipation, packet-loss rate, coverage and lifetime. This paper provides a tutorial and survey of recent research and development efforts addressing this issue by using the technique of multi-objective optimization (MOO) in WSNs. First, we provide an overview of the main optimization objectives used in WSNs. Then, we elaborate on various prevalent approaches conceived for MOO, such as the family of evolutionary algorithms (EAs) and the family of swarm intelligence optimization algorithms (SIOAs). Furthermore, we summarize a range of recent studies of MOO in the context of WSNs, which are intended to provide useful guidelines for researchers in the referenced literature. Finally, we discuss a range of open problems to be tackled by future research.
Wireless sensor networks (WSNs), multi-objective optimization, trade-offs, Pareto-optimal solution.
Fei, Zesong
1523e506-ebec-420d-b491-da48dff3fb2c
Li, Bin
e208428e-dd63-4ccb-bd1d-66a9ef8b648c
Yang, Shaoshi
df1e6c38-ff3b-473e-b36b-4820db908e60
Xing, Chengwen
2477f24d-3711-47b1-b6b4-80e2672a48d1
Chen, Hongbin
bf24639d-b944-4849-9938-1ae1e4178387
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
Fei, Zesong
1523e506-ebec-420d-b491-da48dff3fb2c
Li, Bin
e208428e-dd63-4ccb-bd1d-66a9ef8b648c
Yang, Shaoshi
df1e6c38-ff3b-473e-b36b-4820db908e60
Xing, Chengwen
2477f24d-3711-47b1-b6b4-80e2672a48d1
Chen, Hongbin
bf24639d-b944-4849-9938-1ae1e4178387
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1

Fei, Zesong, Li, Bin, Yang, Shaoshi, Xing, Chengwen, Chen, Hongbin and Hanzo, Lajos (2016) A survey of multi-objective optimization in wireless sensor networks: Metrics, algorithms and open problems. IEEE Communications Surveys & Tutorials. (doi:10.1109/COMST.2016.2610578). (In Press)

Record type: Article

Abstract

Wireless sensor networks (WSNs) have attracted substantial research interest, especially in the context of performing monitoring and surveillance tasks. However, it is challenging to strike compelling trade-offs amongst the various conflicting optimization criteria, such as the network's energy dissipation, packet-loss rate, coverage and lifetime. This paper provides a tutorial and survey of recent research and development efforts addressing this issue by using the technique of multi-objective optimization (MOO) in WSNs. First, we provide an overview of the main optimization objectives used in WSNs. Then, we elaborate on various prevalent approaches conceived for MOO, such as the family of evolutionary algorithms (EAs) and the family of swarm intelligence optimization algorithms (SIOAs). Furthermore, we summarize a range of recent studies of MOO in the context of WSNs, which are intended to provide useful guidelines for researchers in the referenced literature. Finally, we discuss a range of open problems to be tackled by future research.

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1609.04069v1 - arxiv.pdf - Accepted Manuscript
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Accepted/In Press date: 12 September 2016
Keywords: Wireless sensor networks (WSNs), multi-objective optimization, trade-offs, Pareto-optimal solution.
Organisations: Southampton Wireless Group

Identifiers

Local EPrints ID: 386089
URI: http://eprints.soton.ac.uk/id/eprint/386089
PURE UUID: fe3c7ad9-5032-4787-9334-90a007a06280
ORCID for Lajos Hanzo: ORCID iD orcid.org/0000-0002-2636-5214

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Date deposited: 27 Jan 2016 16:28
Last modified: 15 Mar 2024 02:38

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Contributors

Author: Zesong Fei
Author: Bin Li
Author: Shaoshi Yang
Author: Chengwen Xing
Author: Hongbin Chen
Author: Lajos Hanzo ORCID iD

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