Ant Colony Optimization Algorithm for Lifetime Maximization in Wireless Sensor Network with Mobile Sink

被引:16
|
作者
Zhong, Jing-hui [1 ]
Zhang, Jun [1 ]
机构
[1] Sun Yat Sen Univ, Dept Comp Sci, Guangzhou, Guangdong, Peoples R China
关键词
Ant colony optimization; Lifetime maximization; Mobile sink scheduling; Wireless sensor network;
D O I
10.1145/2330163.2330328
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In wireless sensor networks (WSNs), sensors near the sink can be burdened with a large amount of traffic, because they have to transmit data generated by themselves and those far away from the sink. Hence the sensors near the sink would deplete their energy much faster than the others, which results in a short network lifetime. Using mobile sink is an effective way to tackle this issue. This paper explores the problem of determining the optimal movements of the mobile sink to maximize the network lifetime. A novel ant colony optimization algorithm (ACO), namely the ACO-MSS, is developed to solve the problem. The proposed ACO-MSS takes advantage of the global search ability of ACO and adopts effective heuristic information to find a near globally optimal solution. Multiple practical factors such as the forbidden regions and the maximum moving distance of the sink are taken into account to facilitate the real applications. The proposed ACO-MSS is validated by a series of simulations on WSNs with different characteristics. The simulation results demonstrate the effectiveness of the proposed algorithms.
引用
收藏
页码:1199 / 1204
页数:6
相关论文
共 50 条
  • [41] ADAPTIVE MOBILE ANCHOR LOCALIZATION ALGORITHM BASED ON ANT COLONY OPTIMIZATION IN WIRELESS SENSOR NETWORKS
    Lu, Yan Hong
    Zhang, Ming
    INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2014, 7 (04): : 1943 - 1961
  • [42] An improved ant colony algorithm in wireless sensor network routing
    Liping L.V.
    Liping, L.V. (e0690248guaao766@163.com), 1600, Kassel University Press GmbH (13): : 174 - 187
  • [43] An Ant Colony based Routing Algorithm for Wireless Sensor Network
    Liu, Xiaodong
    Li, Songyang
    Wang, Miao
    INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2016, 9 (06): : 75 - 86
  • [44] An Ant-colony Routing Algorithm for Wireless Sensor Network
    Cui, Guangcai
    Wang, Shanshan
    Fang, Jingjing
    PROGRESS IN MECHATRONICS AND INFORMATION TECHNOLOGY, PTS 1 AND 2, 2014, 462-463 : 112 - 117
  • [45] Time-Sensitive Ant Colony Optimization to Schedule A Mobile Sink for Data Collection in Wireless Sensor Networks
    Karakaya, Murat
    AD HOC & SENSOR WIRELESS NETWORKS, 2015, 28 (1-2) : 65 - 82
  • [46] The Application of Ant Colony Optimization in Wireless Sensor Network Routing
    Yao, Yachuan
    Yao, Yi
    ENGINEERING SOLUTIONS FOR MANUFACTURING PROCESSES, PTS 1-3, 2013, 655-657 : 838 - 841
  • [47] A Novel Wireless Sensor Node Positioning Algorithm Based on Ant Colony Optimization Algorithm and Neural Network
    Chen, Beichen
    INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2018, 14 (10) : 40 - 52
  • [48] Zone-based dual sub sink for network lifetime maximization in wireless sensor network
    Arthi, K.
    Lochana, A. Singara Rajiva
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 6): : 15273 - 15283
  • [49] Zone-based dual sub sink for network lifetime maximization in wireless sensor network
    K. Arthi
    A. Singara Rajiva Lochana
    Cluster Computing, 2019, 22 : 15273 - 15283
  • [50] Optimization of wireless sensor networks using Artificial Intelligence and Ant Colony Optimization for minimizing energy of network and increasing network lifetime
    More, Sneha Suhas
    Nighot, Mininath K.
    2017 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION, CONTROL AND AUTOMATION (ICCUBEA), 2017,