Lifetime maximization of wireless sensor networks using particle swarm optimization

被引:6
|
作者
Mir, Aleem Kabeer [1 ]
Zubair, Muhammad [2 ]
Qureshi, Ijaz Mansoor [3 ]
机构
[1] Riphah Int Univ, Fac Comp, Islamabad, Pakistan
[2] Int Islamic Univ, Dept Elect Engn, Islamabad, Pakistan
[3] Air Univ, Dept Elect Engn, Islamabad, Pakistan
关键词
Wireless sensor networks; disjoint complete cover set; particle swarm optimization; MULTIUSER DETECTION; GENETIC ALGORITHM;
D O I
10.3906/elk-1304-213
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wireless sensor networks have multiple applications in intelligent environment and structural monitoring. The major challenge in wireless sensor networks is the power constraint. This paper deals with minimizing the energy utilization of wireless sensor nodes and maximizing their overall life span. The objective of our proposed scheme is to find a method for grouping sensors into the maximum number of distinct sensor cover sets to totally monitor the required area. This problem can be solved by using the disjoint cover set problem. Present optimization techniques take much time and deliver unsatisfactory results in large-scale networks. This paper proposes a technique that delivers optimal results in minimal computation time. The results of the proposed technique are superior to existing techniques ranging from four to more than eighteen times better in various cases.
引用
收藏
页码:160 / 170
页数:11
相关论文
共 50 条
  • [1] Lifetime Maximization in Wireless Sensor Networks using Tabu Swarm Optimization
    Dhivya, M.
    Sundarambal, M.
    [J]. INTERNATIONAL CONFERENCE ON MODELLING OPTIMIZATION AND COMPUTING, 2012, 38 : 511 - 516
  • [2] Particle swarm optimization for maximizing lifetime of wireless sensor networks
    Azharuddin, Md
    Jana, Prasanta K.
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2016, 51 : 26 - 42
  • [3] Coverage Maximization in Wireless Sensor Networks Using Minimal Exposure Path and Particle Swarm Optimization
    Ernest Bonnah
    Shiguang Ju
    Wenpeng Cai
    [J]. Sensing and Imaging, 2020, 21
  • [4] Coverage Maximization in Wireless Sensor Networks Using Minimal Exposure Path and Particle Swarm Optimization
    Bonnah, Ernest
    Ju, Shiguang
    Cai, Wenpeng
    [J]. SENSING AND IMAGING, 2020, 21 (01):
  • [5] Particle Swarm Optimization for Coverage Maximization and Energy Conservation in Wireless Sensor Networks
    Ab. Aziz, Nor Azlina
    Mohemmed, Ammar W.
    Zhang, Mengjie
    [J]. APPLICATIONS OF EVOLUTIONARY COMPUTATION, PT II, PROCEEDINGS, 2010, 6025 : 51 - +
  • [6] Particle Swarm Optimization for Wireless Sensor Network Lifespan Maximization
    Kamel, Souad
    Al Qahtani, Abeer
    Al-Shahrani, Abdullah Saad Musaed
    [J]. ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2024, 14 (02) : 13665 - 13670
  • [7] Maximization the Lifetime of Wireless Sensor Networks
    Seddiki, N.
    Douli, A.
    [J]. 2015 5TH INTERNATIONAL CONFERENCE ON INFORMATION & COMMUNICATION TECHNOLOGY AND ACCESSIBILITY (ICTA), 2015,
  • [8] Particle Swarm Optimization for Disconnected Wireless Sensor Networks
    Sharma, Ramya
    Ranga, Virender
    [J]. COMPUTING AND NETWORK SUSTAINABILITY, 2017, 12 : 413 - 421
  • [9] Optimization of Linear Sensor Node Array for Wireless Sensor Networks Using Particle Swarm Optimization
    Malik, N. N. N. A.
    Esa, M.
    Yusof, S. K. S.
    Hamzah, S. A.
    [J]. 2010 ASIA-PACIFIC MICROWAVE CONFERENCE, 2010, : 1316 - 1319
  • [10] Localization of sensor nodes using Modified Particle Swarm Optimization in Wireless Sensor Networks
    Barak, Neelam
    Gaba, Neha
    Aggarwal, Shipra
    [J]. 2016 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2016, : 2608 - 2613