Application of Local Search with Perturbation Inspired by Cellular Automata for Heuristic Optimization of Sensor Network Coverage Problem

被引:4
作者
Trojanowski, Krzysztof [1 ]
Mikitiuk, Artur [1 ]
Napiorkowski, Krzysztof J. M. [1 ]
机构
[1] Cardinal Stefan Wyszynski Univ Warsaw, Warsaw, Poland
来源
PARALLEL PROCESSING AND APPLIED MATHEMATICS (PPAM 2017), PT II | 2018年 / 10778卷
关键词
Local search; Sensor networks; Maximum Lifetime Coverage Problem; Cellular automata; POINT;
D O I
10.1007/978-3-319-78054-2_40
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A cellular automata inspired approach to the problem of effective energy management in a sensor network is presented. The network consisting of a set of sensors is disseminated over an area where a number of points of interest (POI) is localized. The aim is to maximize the time when a sufficient number of POIs is monitored by active sensors. A schedule of sensor activity over time is a solution of this problem. A new heuristic algorithm inspired by a cellular automata engine is proposed. It searches for such schedules maximizing the lifetime of the sensor network. We also present a set of test cases for experimental evaluation of our approach. The proposed algorithm is experimentally tested using these test cases and the obtained results are statistically verified to prove significant contribution of the algorithm components.
引用
收藏
页码:425 / 435
页数:11
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