A Distributed Game-Theoretic Approach for Target Coverage in Visual Sensor Networks

被引:17
|
作者
Shahrokhzadeh, Behrooz [1 ]
Dehghan, Mehdi [2 ]
机构
[1] Islamic Azad Univ, Qazvin Branch, Fac Comp & Informat Technol Engn, Qazvin 341851416, Iran
[2] Amirkabir Univ Technol, Dept Comp Engn & Informat Technol, Tehran 158754413, Iran
关键词
Visual sensor networks; target coverage; network lifetime; game theory; distributed learning algorithm; LIFETIME;
D O I
10.1109/JSEN.2017.2739183
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Visual sensor networks normally consist of a collection of camera sensors deployed randomly yet densely to fully cover a set of targets. Due to high redundancy incurred, it is possible to both preserve energy and enhance coverage quality by first switching off some sensors and then adjusting the orientations of the remaining ones. The problem is that no global knowledge of the environment is available to be used to decide which sensors should be switched off and which ones should adjust their orientations. In this paper, we propose a new distributed game theoretic approach to full target coverage. A potential game is formulated in which a utility function is designed to consider the tradeoff between coverage quality and energy consumption. In order to solve the game, we present a distributed payoff-based learning algorithm where each sensor has only access to its last two actions played and own utility values. Simulation results show that our proposed game-theoretic approach has greater energy efficiency and can extend the network lifetime, as compared with prior approaches.
引用
收藏
页码:7542 / 7552
页数:11
相关论文
共 50 条
  • [1] Game-Theoretic Based Distributed Scheduling Algorithms for Minimum Coverage Breach in Directional Sensor Networks
    Li, Jin
    Yue, Kun
    Liu, Weiyi
    Liu, Qing
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2014,
  • [2] A game-theoretic approach to efficient power management in sensor networks
    Campos-Nanez, Enrique
    Garcia, Alfredo
    Li, Chenyang
    [J]. OPERATIONS RESEARCH, 2008, 56 (03) : 552 - 561
  • [3] ALOHA networks: a game-theoretic approach
    Marban, Sebastian
    van de Ven, Peter
    Borm, Peter
    Hamers, Herbert
    [J]. MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2013, 78 (02) : 221 - 242
  • [4] Security in Networks: A Game-Theoretic Approach
    Gueye, Assane
    Walrand, Jean C.
    [J]. 47TH IEEE CONFERENCE ON DECISION AND CONTROL, 2008 (CDC 2008), 2008, : 829 - 834
  • [5] ALOHA networks: a game-theoretic approach
    Sebastián Marbán
    Peter van de Ven
    Peter Borm
    Herbert Hamers
    [J]. Mathematical Methods of Operations Research, 2013, 78 : 221 - 242
  • [6] A Distributed Collaborative Game-Theoretic Approach in Cognitive Satellite Communication Networks
    Wang, Jili
    Zhang, Bangning
    Jia, Luliang
    Zhao, Bing
    Guo, Daoxing
    [J]. IEEE ACCESS, 2020, 8 : 129446 - 129460
  • [7] A Game-theoretic Approach for Relay Assignment over Distributed Wireless Networks
    Liang, Xuedong
    Chen, Min
    Leung, Victor C. M.
    [J]. 2011 7TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), 2011, : 1557 - 1562
  • [8] Distributed Carrier Aggregation in Small Cell Networks: A Game-theoretic Approach
    Zhang, Yuanhui
    Kan, Chunrong
    Xu, Kun
    Xu, Yuhua
    [J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2015, 9 (12): : 4799 - 4818
  • [9] A game-theoretic approach for relay assignment over distributed wireless networks
    Liang, Xuedong
    Chen, Min
    Leung, Victor C. M.
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2011, 11 (12): : 1646 - 1656
  • [10] A Game-Theoretic Approach for Distributed Power Control in Wireless Mesh Networks
    Liu, YanBing
    Wu, Tao
    Xian, XingPing
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2011, E94B (03) : 818 - 822