A Hybrid Method for Mobile Agent Moving Trajectory Scheduling using ACO and PSO in WSNs

被引:38
作者
Gao, Yu [1 ]
Wang, Jin [1 ,2 ,3 ]
Wu, Wenbing [2 ]
Sangaiah, Arun Kumar [4 ]
Lim, Se-Jung [5 ]
机构
[1] Yangzhou Univ, Coll Informat Engn, Yangzhou 225000, Jiangsu, Peoples R China
[2] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Hunan Prov Key Lab Intelligent Proc Big Data Tran, Changsha 410000, Hunan, Peoples R China
[3] Fujian Univ Technol, Sch Informat Sci & Engn, Fuzhou 350000, Fujian, Peoples R China
[4] Vellore Inst Technol VIT, Sch Comp Sci & Engn, Vellore 632014, Tamil Nadu, India
[5] Chonnam Natl Univ, Dept Comp Engn, Yeosu 596597, South Korea
基金
中国国家自然科学基金;
关键词
wireless sensor network; mobile agent; ant colony optimization; particle swarm optimization; moving trajectory; WIRELESS SENSOR NETWORKS; ENERGY-EFFICIENT COVERAGE; OPTIMIZATION; COLONY; ALGORITHM; SYSTEM; LIFETIME; COMMUNICATION; PROTOCOL; MIMO;
D O I
10.3390/s19030575
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Wireless Sensor Networks (WSNs) are usually troubled with constrained energy and complicated network topology which can be mitigated by introducing a mobile agent node. Due to the numerous nodes present especially in large scale networks, it is time-consuming for the collector to traverse all nodes, and significant latency exists within the network. Therefore, the moving path of the collector should be well scheduled to achieve a shorter length for efficient data gathering. Much attention has been paid to mobile agent moving trajectory panning, but the result has limitations in terms of energy consumption and network latency. In this paper, we adopt a hybrid method called HM-ACOPSO which combines ant colony optimization (ACO) and particle swarm optimization (PSO) to schedule an efficient moving path for the mobile agent. In HM-ACOPSO, the sensor field is divided into clusters, and the mobile agent traverses the cluster heads (CHs) in a sequence ordered by ACO. The anchor node of each CHs is selected in the range of communication by the mobile agent using PSO based on the traverse sequence. The communication range adjusts dynamically, and the anchor nodes merge in a duplicated covering area for further performance improvement. Numerous simulation results prove that the presented method outperforms some similar works in terms of energy consumption and data gathering efficiency.
引用
收藏
页数:19
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