Coverage, Deployment and Localization Challenges in Wireless Sensor Networks Based on Artificial Intelligence Techniques: A Review

被引:46
作者
Osamy, Walid [1 ,2 ]
Khedr, Ahmed M. [3 ,4 ]
Salim, Ahmed [4 ,5 ]
Al Ali, Amal Ibrahim [6 ]
El-Sawy, Ahmed A. [1 ]
机构
[1] Benha Univ, Fac Comp & Artificial Intelligence, Comp Sci Dept, Banha 13518, Egypt
[2] Qassim Univ, Appl Coll Unaizah, Dept Appl Nat Sci, Unaizah 56452, Saudi Arabia
[3] Univ Sharjah, Comp Sci Dept, Sharjah, U Arab Emirates
[4] Zagazig Univ, Coll Sci, Math Dept, Zagazig 44516, Egypt
[5] Qassim Univ, Coll Sci & Arts, Dept Comp Sci, Buridah 51931, Al Mithnab, Saudi Arabia
[6] Univ Sharjah, Informat Syst Dept, Sharjah, U Arab Emirates
关键词
Artificial intelligence; coverage; deployment; Internet of Things; localization; wireless sensor networks; ANT COLONY OPTIMIZATION; GLOWWORM SWARM OPTIMIZATION; ENERGY-EFFICIENT; NODE DEPLOYMENT; NEURAL-NETWORK; GENETIC ALGORITHM; FUZZY-LOGIC; CONNECTIVITY; MAXIMIZATION; PROTOCOL;
D O I
10.1109/ACCESS.2022.3156729
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The growing importance and widespread adoption of Wireless Sensor Network (WSN) technologies have helped the enhancement of smart environments in various fields such as manufacturing, smart city, transport, health and the Internet of Things, by providing pervasive real-time applications. In this paper, we analyze the existing research trends of Coverage, Deployment and Localization challenges in WSN concerning Artificial Intelligence (AI) methods for WSN enhancement. We present a comprehensive discussion on the recent studies that utilized various AI methods to meet specific objectives of WSN, from 2010 to 2021. This would guide the reader towards an understanding of up-to-date applications of AI methods with respect to different WSN challenges. Then, we provide a general evaluation and comparison of different AI methods used in WSNs, which will be a guide for for research community in identifying the most adapted methods and the benefits of using various AI methods for solving the Coverage, Deployment and Localization challenges related to WSNs. Finally, we conclude the paper by stating the open research issues and new directions for future research.
引用
收藏
页码:30232 / 30257
页数:26
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