A game theoretic model for management of mobile sensors

被引:0
|
作者
Johansson, LRM [1 ]
Xiong, N [1 ]
Christensen, HI [1 ]
机构
[1] Royal Inst Technol, Dept Numer Anal & Comp Sci, Ctr Autonomous Syst, KTH, SE-10044 Stockholm, Sweden
关键词
sensor management; mobile sensors; negotiation; game theory;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper suggests a framework for multisensor multi-target tracking with mobile sensors. Sensors negotiate over which targets to track (possibly sharing targets to benefit from data fusion technology) using a game theory based algorithm. Sensors' preferences over negotiation offers are articulated with individual utility functions which encompass both information gain and directional derivative. An approach to consider terrain effects on mobile sensors is also explained. Simulation results show that the negotiation algorithm has interesting advantages compared to a greedy algorithm that seeks to optimise information gain without consideration to derivatives. We notice that the negotiation procedure forces sensors to share targets, while improving robustness to sensor failure. Sensors also tend to proactively reconsider their target assignments for long-term improved information gain.
引用
收藏
页码:583 / 590
页数:8
相关论文
共 50 条
  • [21] A Game Theoretic Model of Targeting in Cyberspac
    Zhang, Chenguang
    Yao, Zeqing
    [J]. PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON ESTIMATION, DETECTION AND INFORMATION FUSION ICEDIF 2015, 2015, : 335 - 339
  • [22] An Intelligent Game Theoretic Model With Machine Learning For Online Cybersecurity Risk Management
    Alharbi, Talal
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (06): : 390 - 399
  • [23] GAME-THEORETIC MODEL FOR ORGANIZATIONS
    SHAPLEY, LS
    [J]. ECONOMETRICA, 1971, 39 (04) : 98 - &
  • [24] An evolutionary game-theoretic model of network revenue management in oligopolistic competition
    Terry L Friesz
    Reetabrata Mookherjee
    Matthew A Rigdon
    [J]. Journal of Revenue and Pricing Management, 2005, 4 (2) : 156 - 173
  • [25] Hierarchical system model for the energy management in the smart grid: A game theoretic approach
    Alsalloum, Hala
    Merghem-Boulahia, Leila
    Rahim, Rana
    [J]. SUSTAINABLE ENERGY GRIDS & NETWORKS, 2020, 21
  • [26] A game-theoretic model of reinsurance
    Morozov V.V.
    [J]. Computational Mathematics and Modeling, 1998, 9 (4) : 342 - 346
  • [27] A game theoretic model of road usage
    James, T
    [J]. MATHEMATICS IN TRANSPORT PLANNING AND CONTROL, 1998, : 401 - 409
  • [28] A game theoretic model for the network service
    Zakharov, VV
    Melnikov, VV
    [J]. GAME THEORY AND APPLICATIONS, VOL IX, 2003, : 227 - 234
  • [29] A Game Theoretic Model of Software Crowdsourcing
    Hu, Zhenghui
    Wu, Wenjun
    [J]. 2014 IEEE 8TH INTERNATIONAL SYMPOSIUM ON SERVICE ORIENTED SYSTEM ENGINEERING (SOSE), 2014, : 446 - 453
  • [30] Towards a Game Theoretic Authorisation Model
    Salim, Farzad
    Reid, Jason
    Dulleck, Uwe
    Dawson, Ed
    [J]. DECISION AND GAME THEORY FOR SECURITY, 2010, 6442 : 208 - +