Energy management solutions in the Internet of Things applications: Technical analysis and new research directions

被引:47
|
作者
Wang, Dayu [1 ,2 ]
Zhong, Daojun [1 ,2 ]
Souri, Alireza [3 ]
机构
[1] Zhoukou Normal Univ, Sch Econ & Management, Zhoukou 466000, Henan, Peoples R China
[2] SEGI Univ, Grad Sch Business, Petaling Jaya 47810, Selangor, Malaysia
[3] Halic Univ, Dept Comp Engn, Istanbul, Turkey
来源
关键词
Internet of Things; Energy management; Smart devices; Green energy computing; Power generation; IOT-BASED HOME; RESOURCE-MANAGEMENT; POWER MANAGEMENT; SYSTEM; COMMUNICATION; ARCHITECTURES; BUILDINGS; DELIVERY; NETWORK; DESIGN;
D O I
10.1016/j.cogsys.2020.12.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
By advancement of Internet of Things (IoT) technology in smart life such as smart city, smart home, smart healthcare and smart transportation, interconnections between smart things are growing that complicate evaluation of efficiency factors on the intelligent systems. Energy consumption as one of the most challenging issues is increasing with the growing IoT devices and existing interconnections between cloud data centers, mobile applications and human activities. Managing energy efficiency and power consumption is one of the important issues in green IoT-enabled technologies. This paper presents an overview on the energy management solutions in the IoT based on Systematic Literature Review (SLR). The main goal of this SLR-based overview is to recognize significant research trends in the field of energy management and power consumption techniques which need additional consideration to highlight more efficient and effective methods in IoT. Also, a taxonomy is proposed to categorize the existing research studies on energy management solutions. A statistical and technical analysis of reviewed existing papers are provided, and evaluation factors and attributes are discussed. We observed that variety of published research papers in smart home have highest percentage to evaluate energy management in the IoT. Also, deep learning and clustering methods are must popular techniques that were applied to evaluate the energy management in IoT case studies. Finally, new challenges and forthcoming issues of the energy management and efficient power consumption methods are presented. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:33 / 49
页数:17
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