A survey on the applications of machine learning in wireless sensor networks

Lokesh Chouhan; Nancy Chauhan; Amitosh Swain Mahapatra; Vidushi Agarwal

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A survey on the applications of machine learning in wireless sensor networks

机译：机器学习在无线传感器网络中的应用调查

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With the dawn of the 21st century and the growth of fast, always available and low power networks, wireless sensor networks are being implemented in diverse use-cases. Wireless sensor networks are being deployed to observe, explore and control the physical world. Wireless sensor networks are generally deployed in dynamic environments. Sensor networks utilise machine learning techniques to avoid the unnecessary redesign of a wireless sensor network deployment for adapting to changing requirements. Machine learning is also used to maximise the security, efficiency, lifetime, and resource utilisation in such networks. In this paper, we present an extensive literature survey of various machine learning applications that are used or are in research to address the operational and non-operational challenges in wireless sensor networks.

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来源
《International Journal of High Performance Computing and Networking》 |2020年第4期|共24页
作者
Lokesh Chouhan; Nancy Chauhan; Amitosh Swain Mahapatra; Vidushi Agarwal;
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作者单位

National Institute of Technology Hamirpur Himachal Pradesh;

Indian Institute of Information Technology Una Transit Campus-II: Vill. Chandpur Teh. Haroli;

College of Engineering and Technology Ghatikia Kalinga Nagar;

National Institute of Technology Hamirpur Himachal Pradesh;

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原文格式 PDF
正文语种 eng
中图分类理论、方法;
关键词
clustering; data aggregation; machine learning; security; wireless sensor networks;

机译：聚类;数据聚合;机器学习;安全;无线传感器网络;

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2. Learning-based Power Efficient Routing Algorithms Balancing Network Lifetime and Packet Delay for Wireless Sensor Networks [J] . WU Wandeng, WU Wandeng, XU Deju, 电子学报：英文版 . 2009,第004期
3. Machine learning algorithms for wireless sensor networks: A survey [J] . Kumar D. Praveen, Amgoth Tarachand, Annavarapu Chandra Sekhara Rao Information Fusion . 2019,第期

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6. A Survey of Machine Learning in Wireless Sensor Networks - From Networking and Application Perspectives [C] . Ma Di, Er Meng Joo International Conference on Information, Communications Signal Processing . 2007

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7. Wireless Sensor Network Clustering with Machine Learning [D] . Townsend, Larry. 2018

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10. Standards-based Wireless Sensor Networking Protocols Spaceflight Applications [R] . Wagner, R. S. 2010

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A survey on the applications of machine learning in wireless sensor networks

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