Lifetime Optimization of the LEACH Protocol in WSNs with Simulated Annealing Algorithm

被引:3
|
作者
Gulbas, Gulsah [1 ]
Cetin, Gurcan [1 ]
机构
[1] Mugla Sitki Kocman Univ, Dept Informat Syst Engn, Mugla, Turkiye
关键词
LEACH protocol; Lifetime optimization; Simulated annealing; Wireless sensor networks; WIRELESS SENSOR NETWORKS; PARTICLE SWARM; PERFORMANCE; CLUSTER; GA;
D O I
10.1007/s11277-023-10746-0
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The lifetime of a Wireless Sensor Network (WSN) is determined by its energy restriction. One of the conventional techniques used to maintain network connectivity is the utilization of the LEACH routing protocol. LEACH is based on clustering, and the process of choosing a Cluster Head (CH) in each round is based on chance. Consequently, it remains unclear whether the best CH is selected for each round. In this study, two approaches based on the Simulated Annealing (SA) algorithm are described to minimize energy losses of the nodes and improve the lifetime of the WSN utilizing the LEACH routing protocol. In both techniques, the residual energies at the nodes, as well as their distances from each other, are taken into consideration when determining the CHs. The efficiency of the presented approaches has been evaluated for networks with 10, 25, 50 and 100 sensors in terms of consumed energy, total data packets received by the Base Station (BS), the number of active/dead nodes, and the average energy per sensor. According to the findings, the PSCH-SA technique yields the most favorable results in networks with 10 sensors, while the LEACH-SA protocol demonstrates superior performance in WSNs with 25 or more sensors.
引用
收藏
页码:2857 / 2883
页数:27
相关论文
共 50 条
  • [1] Lifetime Optimization of the LEACH Protocol in WSNs with Simulated Annealing Algorithm
    Gülşah Gülbaş
    Gürcan Çetin
    Wireless Personal Communications, 2023, 132 : 2857 - 2883
  • [2] Optimization of LEACH Protocol for WSNs in Terms of Energy Efficient and Network Lifetime
    Salman F.M.
    Mohammed A.A.
    Mutar A.F.
    Journal of Cyber Security and Mobility, 2023, 12 (03): : 275 - 295
  • [3] Enhanced LEACH protocol for increasing a lifetime of WSNs
    Abu Salem, Amer O.
    Shudifat, Noor
    PERSONAL AND UBIQUITOUS COMPUTING, 2019, 23 (5-6) : 901 - 907
  • [4] Enhanced LEACH protocol for increasing a lifetime of WSNs
    Amer O. Abu Salem
    Noor Shudifat
    Personal and Ubiquitous Computing, 2019, 23 : 901 - 907
  • [5] Research on routing optimization of WSNs based on improved LEACH protocol
    Liang, Haibo
    Yang, Shuo
    Li, Li
    Gao, Jianchong
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019, 2019 (1)
  • [6] Research on routing optimization of WSNs based on improved LEACH protocol
    Haibo Liang
    Shuo Yang
    Li Li
    Jianchong Gao
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [7] Survey comparison of Monkey-Based Optimization techniques in LEACH protocol WSNs
    Narukullapati, Bharath Kumar
    Potharlanka, Jhansi Lakshmi
    Panuganti, Gopinadh
    2022 SECOND INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRICAL, COMPUTING, COMMUNICATION AND SUSTAINABLE TECHNOLOGIES (ICAECT), 2022,
  • [8] A simulated annealing algorithm for stiffness optimization
    Vasile, Alexandru
    Coropetchi, Iulian Constantin
    Sorohan, Stefan
    Picu, Catalin Radu
    Constantinescu, Dan Mihai
    4TH INTERNATIONAL CONFERENCE ON STRUCTURAL INTEGRITY (ICSI 2021), 2022, 37 : 857 - 864
  • [9] A simulated annealing algorithm for multiobjective optimization
    Suppapitnarm, A
    Seffen, KA
    Parks, GT
    Clarkson, PJ
    ENGINEERING OPTIMIZATION, 2000, 33 (01) : 59 - 85
  • [10] Simulated annealing: A heuristic optimization algorithm
    Palshikar, GK
    DR DOBBS JOURNAL, 2001, 26 (09): : 121 - 124