Optimization of clustering process in WSN with meta-heuristic techniques - A survey

被引:0
|
作者
Raval, Dharmanshu [1 ]
Raval, Gaurang [1 ]
Valiveti, Sharada [1 ]
机构
[1] Nirma Univ, Inst Technol, Ahmadabad, Gujarat, India
关键词
clustering; meta-heuristic; wireless sensor network; energy efficient;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In a wireless sensor network deployed in remote area, because of no rechargeable energy source available, the network lifetime is critically dependent on how efficiently the energy resources are used. Clustering is powerful technique to use energy efficiently. Meta-heuristic methods can be applied for clustering. In this paper, different meta-heuristic methods are analyzed such as PSO, ACO, GA, HS, SA, and its pros and cons are discussed. Also, how those cons are removed in further enhanced versions and combinations of these methods are described with its performance comparison.
引用
收藏
页码:253 / 258
页数:6
相关论文
共 50 条
  • [41] Transient search optimization: a new meta-heuristic optimization algorithm
    Qais, Mohammed H.
    Hasanien, Hany M.
    Alghuwainem, Saad
    APPLIED INTELLIGENCE, 2020, 50 (11) : 3926 - 3941
  • [42] A numerical evaluation of meta-heuristic techniques in portfolio optimisation
    N. Loukeris
    D. Donelly
    A. Khuman
    Y. Peng
    Operational Research, 2009, 9 (1) : 81 - 103
  • [43] A Meta-heuristic Based Clustering Mechanism for Wireless Sensor Networks
    Krishna, M. P. Nidhish
    Abirami, K.
    ADVANCES IN COMPUTING AND DATA SCIENCES (ICACDS 2022), PT II, 2022, 1614 : 332 - 345
  • [44] Optimized Node Clustering in VANETs by Using Meta-Heuristic Algorithms
    Ahsan, Waleed
    Khan, Muhammad Fahad
    Aadil, Farhan
    Maqsood, Muazzam
    Ashraf, Staish
    Nam, Yunyoung
    Rho, Seungmin
    ELECTRONICS, 2020, 9 (03)
  • [45] Inspirations from nature for meta-heuristic algorithms: A survey
    Sachan R.K.
    Kushwaha D.S.
    Recent Advances in Computer Science and Communications, 2021, 14 (06): : 1706 - 1718
  • [46] Clustering performance comparison of new generation meta-heuristic algorithms
    Ozbakir, Lale
    Turna, Fatma
    KNOWLEDGE-BASED SYSTEMS, 2017, 130 : 1 - 16
  • [47] Stock Market Prediction Using Clustering with Meta-Heuristic Approaches
    Prasanna, S.
    Maran, Ezhil
    GAZI UNIVERSITY JOURNAL OF SCIENCE, 2015, 28 (03): : 395 - 403
  • [48] Routing and clustering optimization techniques in WSN: A Review
    Sharma, Neha
    Sharma, Kanika
    2017 8TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2017,
  • [49] Playground Algorithm as a New Meta-heuristic Optimization Algorithm
    Altwlkany, Kemal
    Konjicija, Samim
    2019 XXVII INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATION AND AUTOMATION TECHNOLOGIES (ICAT 2019), 2019,
  • [50] Generating meta-heuristic optimization code using ADATE
    Arne Løkketangen
    Roland Olsson
    Journal of Heuristics, 2010, 16 : 911 - 930