3-D Multiobjective Deployment of an Industrial Wireless Sensor Network for Maritime Applications Utilizing a Distributed Parallel Algorithm

Effectively monitoring maritime environments has become a vital problem in maritime applications. Traditional methods are not only expensive and time consuming but also restricted in both time and space. More recently, the concept of an industrial wireless sensor network (IWSN) has become a promisin...

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Vydáno v:IEEE transactions on industrial informatics Ročník 14; číslo 12; s. 5487 - 5495
Hlavní autoři: Cao, Bin, Zhao, Jianwei, Yang, Po, Lv, Zhihan, Liu, Xin, Min, Geyong
Médium: Journal Article
Jazyk:angličtina
Vydáno: Piscataway IEEE 01.12.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
3-D engine room
Algorithm design and analysis
Algorithms
Crude oil
Engine rooms
Evolutionary algorithms
Evolutionary computation
Mathematical models
Monitoring
multiobjective evolutionary algorithm (MOEA)
Multiple objective analysis
Network reliability
Optimization
Remote sensors
Sensors
State of the art
Three dimensional models
Three-dimensional displays
very large crude-oil carrier (VLCC)
Wireless networks
wireless sensor network deployment
Wireless sensor networks
ISSN:1551-3203, 1941-0050
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Shrnutí:Effectively monitoring maritime environments has become a vital problem in maritime applications. Traditional methods are not only expensive and time consuming but also restricted in both time and space. More recently, the concept of an industrial wireless sensor network (IWSN) has become a promising alternative for monitoring next-generation intelligent maritime grids, because IWSNs are cost-effective and easy to deploy. This paper focuses on solving the issue of 3-D IWSN deployment in a 3-D engine room space of a very large crude-oil carrier and also considers numerous power facilities. To address this 3-D IWSN deployment problem for maritime applications, a 3-D uncertain coverage model is proposed that uses a modified 3-D sensing model and an uncertain fusion operator. The deployment problem is converted into a multiobjective optimization problem that simultaneously addresses three objectives: coverage , lifetime, and reliability . Our goal is to achieve extensive coverage, long network lifetime, and high reliability. We also propose a distributed parallel cooperative coevolutionary multiobjective large-scale evolutionary algorithm for maritime applications. We verify the effectiveness of this algorithm through experiments by comparing it with five state-of-the-art algorithms. Numerical results demonstrate that the proposed method performs most effectively both in optimization performance and in minimizing the computation time.
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content type line 14
ISSN:1551-3203
1941-0050
DOI:10.1109/TII.2018.2803758