Distributed reputation system for tracking applications in sensor networks

被引:0
|
作者
Roosta, Tanya [1 ]
Meingast, Marci [1 ]
Sastry, Shankar [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
基金
美国国家科学基金会;
关键词
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
Ad-hoc sensor networks are becoming more common, yet security of these networks is still an issue. Node misbehavior due to malicious attacks can impair the overall functioning of the system. Existing approaches mainly rely on cryptography to ensure data authentication and integrity. These approaches only address part of the problem of security in sensor networks. However, cryptography is not sufficient to prevent the attacks in which some of the nodes are overtaken and compromised by a malicious user. Recently, the use of reputation systems has shown positive results as a self-policing mechanism in ad-hoc networks. This scheme can aid in decreasing vulnerabilities which are not solved by cryptography. We look at how a distributed reputation scheme can benefit the object tracking application in sensor networks. Tracking multiple objects is one of the most important applications of the sensor network- In our setup, nodes detect misbehavior locally from observations, and assign a reputation to each of their neighbors. These reputations are used to weight node readings appropriately when performing object tracking. Over time, data from malicious nodes will not he included in the track formation process. We evaluate the reputation system experimentally and demonstrate how it improves object tracking in the presence of malicious nodes.
引用
收藏
页码:462 / +
页数:3
相关论文
共 50 条
  • [1] Distributed reputation system for tracking applications in sensor networks
    Roosta, Tanya
    Meingast, Marci
    Sastry, Shankar
    2006 THIRD ANNUAL INTERNATIONAL CONFERENCE ON MOBILE AND UBIQUITOUS SYSTEMS: NETWORKING & SERVICES, 2006, : 476 - +
  • [2] Distributed Group Management in Sensor Networks: Algorithms and Applications to Localization and Tracking
    Juan Liu
    Jie Liu
    James Reich
    Patrick Cheung
    Feng Zhao
    Telecommunication Systems, 2004, 26 : 235 - 251
  • [3] Distributed group management in sensor networks: Algorithms and applications to localization and tracking
    Liu, JA
    Liu, J
    Reich, J
    Cheung, P
    TELECOMMUNICATION SYSTEMS, 2004, 26 (2-4) : 235 - 251
  • [4] Reputation based mechanisms for distributed estimation in sensor networks
    Tedesco, Francesco
    Franze, Giuseppe
    Casavola, Alessandro
    2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2017,
  • [5] Deployment and Tracking in Distributed Sensor Networks
    Cheng, Long
    Yang, Shuang-Hua
    Li, Shuai
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2014,
  • [6] Multitarget tracking in distributed sensor networks
    Liu, Juan
    Chu, Maurice
    Reich, James E.
    IEEE SIGNAL PROCESSING MAGAZINE, 2007, 24 (03) : 36 - 46
  • [7] Distributed detection and tracking in sensor networks
    McErlean, D
    Narayanan, S
    THIRTY-SIXTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS - CONFERENCE RECORD, VOLS 1 AND 2, CONFERENCE RECORD, 2002, : 1174 - 1178
  • [8] Distributed Tracking of Multiple Targets With Sensor Networks
    Pino Povedano, Sara
    Gonzalez Serrano, Francisco-Javier
    2008 IEEE INTERNATIONAL SYMPOSIUM ON WIRELESS COMMUNICATION SYSTEMS (ISWCS 2008), 2008, : 100 - 104
  • [9] Distributed Tracking and Classification of Targets With Sensor Networks
    Pino-Povedano, Sara
    Gonzalez Serrano, Francisco-Javier
    2008 INTERNATIONAL CONFERENCE ON SOFTWARE, TELECOMMUNICATIONS AND COMPUTER NETWORKS, 2008, : 211 - 215
  • [10] Adaptive tracking in distributed Wireless Sensor Networks
    Yang, Lizhi
    Feng, Chuan
    Rozenblit, Jerzy W.
    Qiao, Haiyan
    13TH ANNUAL IEEE INTERNATIONAL SYMPOSIUM AND WORKSHOP ON ENGINEERING OF COMPUTER BASED SYSTEMS, PROCEEDINGS: MASTERING THE COMPLEXITY OF COMPUTER-BASED SYSTEMS, 2006, : 103 - +