Maximizing lifetime of a wireless sensor network via joint optimizing sink placement and sensor-to-sink routing

被引:28
|
作者
Zhao, Chuanxin [1 ,2 ]
Wu, Changzhi [3 ,4 ]
Wang, Xiangyu [4 ,5 ]
Ling, Bingo Wing-Kuen [7 ]
Teo, Kok Lay [6 ]
Lee, Jae-Myung [8 ]
Jung, Kwang-Hyo [8 ]
机构
[1] Anhui Normal Univ, Sch Math & Comp Sci, Wuhu 241000, Peoples R China
[2] Jiangsu Technol Res Key Lab Wireless Sensor Netwo, Nanjing 210003, Jiangsu, Peoples R China
[3] Chongqing Normal Univ, Sch Math, Chongqing 400047, Peoples R China
[4] Curtin Univ, Sch Built Environm, Australasian Joint Res Ctr Bldg Informat Modellin, Perth, WA 6845, Australia
[5] Kyung Hee Univ, Dept Housing & Interior Design, Seoul 12001, South Korea
[6] Curtin Univ, Dept Math & Stat, Perth, WA 6845, Australia
[7] Guangdong Univ Technol, Sch Informat Engn, Guangzhou 510006, Guangdong, Peoples R China
[8] Pusan Natl Univ, Dept Naval Architecture & Ocean Engn, Busan 46241, South Korea
基金
新加坡国家研究基金会; 澳大利亚研究理事会; 中国国家自然科学基金;
关键词
Wireless sensor network; Sink placement; Sensor-to-sink routing; Lifetime; Particle swarm optimization; GENETIC ALGORITHM; DEPLOYMENT;
D O I
10.1016/j.apm.2017.05.001
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Wireless sensor networks typically contain hundreds of sensors. The sensors collect data and relay it to sinks through single hop or multiple hop paths. Sink deployment significantly influences the performance of a network. Since the energy capacity of each sensor is limited, optimizing sink deployment and sensor-to-sink routing is crucial. In this paper, this problem is modeled as a mixed integer optimization problem. Then, a novel layer based diffusion particle swarm optimization method is proposed to solve this large-scaled optimization problem. In particular, two sensor-to-sink binding algorithms are combined as inner layer optimization to evaluate the fitness values of the solutions. Compared to existing methods that the sinks are selected from candidate positions, our method can achieve better performance since they can be placed freely within a geometrical plane. Several numerical examples are used to validate and demonstrate the performance of our method. The reported numerical results show that our method is superior to those existing. Furthermore, our method has good scalability which can be used to deploy a large-scaled sensor network. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:319 / 337
页数:19
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