Clustering for smart cities in the internet of things: a review

被引:0
作者
Mehdi Hosseinzadeh
Atefeh Hemmati
Amir Masoud Rahmani
机构
[1] Iran University of Medical Sciences,Mental Health Research Center, Psychosocial Health Research Institute
[2] University of Human Development,Department of Computer Science
[3] National Yunlin University of Science and Technology,Future Technology Research Center
来源
Cluster Computing | 2022年 / 25卷
关键词
Internet of Things; Clustering algorithm; Smart city; Systematic literature review;
D O I
暂无
中图分类号
学科分类号
摘要
Nowadays, internet of things (IoT) applications, especially in smart cities, are fast developing. Clustering is a promising solution for handling IoT issues such as energy efficiency, scalability, robustness, mobility, load balancing, and so on. The clustering method, which can be applied in IoT, groups sensor nodes into clusters with one node operating as the cluster head. This paper intends to determine the usage of clustering in IoT as a case study for smart cities. Furthermore, this study discusses clustering algorithms on IoT, open issues, and future challenges of clustering in the context of the smart city, and also existing research papers selected by the systematic literature review technique published between 2017 and 2021. Also, we provide a technical taxonomy for clustering categorization in IoT, which includes algorithm, architecture, and application. According to the statistical analysis of 51 chosen research articles in the domain of clustering in IoT, the results show that the number of clusters has a high percentage of 24%, the energy factor has 23%, the execution time factor has 18%, the accuracy has 14%, the delay has 9%, the lifetime has 6%, and throughput has 6%.
引用
收藏
页码:4097 / 4127
页数:30
相关论文
共 50 条
  • [21] Internet of Things for Cultural Heritage of Smart Cities and Smart Regions
    Jara, Antonio J.
    Sun, Yunchuan
    Song, Houbing
    Bie, Rongfang
    Genooud, Dominique
    Bocchi, Yann
    2015 IEEE 29TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS WAINA 2015, 2015, : 668 - 675
  • [22] LBECR: load balanced, efficient clustering and routing protocol for sustainable internet of things in smart cities
    Pawan Singh Mehra
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 10493 - 10515
  • [23] LBECR: load balanced, efficient clustering and routing protocol for sustainable internet of things in smart cities
    Mehra, Pawan Singh
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 14 (8) : 10493 - 10515
  • [24] Towards Smart Cities by Internet of Things (IoT)—a Silent Revolution in China
    Tao Song
    Jianming Cai
    Teresa Chahine
    Le Li
    Journal of the Knowledge Economy, 2021, 12 : 1 - 17
  • [25] Towards Smart Cities by Internet of Things (IoT)-a Silent Revolution in China
    Song, Tao
    Cai, Jianming
    Chahine, Teresa
    Li, Le
    JOURNAL OF THE KNOWLEDGE ECONOMY, 2021, 12 (02) : 578 - 594
  • [26] Catalyzing the Internet of Things and Smart Cities: Global City Teams Challenge
    Rhee, Sokwoo
    2016 1ST INTERNATIONAL WORKSHOP ON SCIENCE OF SMART CITY OPERATIONS AND PLATFORMS ENGINEERING (SCOPE) IN PARTNERSHIP WITH GLOBAL CITY TEAMS CHALLENGE (GCTC) (SCOPE - GCTC), 2016,
  • [27] Research on Sustainable Design of Smart Cities Based on the Internet of Things and Ecosystems
    Gao, Chao
    Wang, Feng
    Hu, Xiaobing
    Martinez, James
    SUSTAINABILITY, 2023, 15 (08)
  • [28] Use of the IQRF Technology in Internet-of-Things-Based Smart Cities
    Bouzidi, Mohammed
    Dalveren, Yaser
    Cheikh, Faouzi Alaya
    Derawi, Mohammad
    IEEE ACCESS, 2020, 8 : 56615 - 56629
  • [29] Toward an Ethical Framework for Smart Cities and the Internet of Things
    Singh, Munindar P.
    Murukannaiah, Pradeep K.
    IEEE INTERNET COMPUTING, 2023, 27 (02) : 51 - 56
  • [30] The Intersection of the Internet of Things and Smart Cities: A Tertiary Study
    Motta, Rebeca C.
    V. Batista, Thais
    Delicato, Flavia C.
    JOURNAL OF INTERNET SERVICES AND APPLICATIONS, 2024, 15 (01) : 325 - 341