Towards Self-optimizing Sensor Networks: Game-Theoretic Second-Order CA-Based Approach

被引:2
|
作者
Seredynski, Franciszek [1 ]
Kulpa, Tomasz [1 ]
Hoffmann, Rolf [2 ]
Deserable, Dominique [3 ]
机构
[1] Cardinal Stefan Wyszynski Univ, Dept Math & Nat Sci, Warsaw, Poland
[2] Tech Univ Darmstadt, Darmstadt, Germany
[3] Inst Natl Sci Appl, Rennes, France
来源
CELLULAR AUTOMATA (ACRI 2022) | 2022年 / 13402卷
关键词
Collective behavior; Network coverage and lifetime; Second-order CA; Spatial Prisoner's Dilemma; Wireless Sensor Networks; LIFETIME;
D O I
10.1007/978-3-031-14926-9_19
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a second-order Cellular Automata (CA)-based approach to solve a problem of lifetime optimization in Wireless Sensor Networks (WSN). A WSN graph created for a given deployment of WSN in monitored area is considered as a multiagent system, where agents take part in a spatial Prisoner's Dilemma game. We propose a local, agent-player oriented criterion which incorporates issues of area coverage and sensors energy spending. Agents act in such a way to maximize their profits what results in achieving by them a solution corresponding to Nash equilibrium. We show that the system is self-optimizing, i.e. is able to optimize a global criterion not known for players, related to a Nash equilibrium, which provides a balance between requested coverage and spending energy, and results in expanding WSN lifetime. The proposed approach is validated by a number of experimental results.
引用
收藏
页码:208 / 219
页数:12
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