Trust-based Information and Decision Fusion for Military Convoy Operations

被引:5
作者
Cho, Jin-Hee [1 ]
Chan, Kevin [1 ]
Mikulski, Dariusz [2 ]
机构
[1] Army Res Lab, Adelphi, MD USA
[2] US Army TARDEC, Warren, MI USA
来源
2014 IEEE MILITARY COMMUNICATIONS CONFERENCE: AFFORDABLE MISSION SUCCESS: MEETING THE CHALLENGE (MILCOM 2014) | 2014年
关键词
trust; opinion; subjective logic; uncertainty; convoy operation; fusion;
D O I
10.1109/MILCOM.2014.230
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
This work shows how to improve intelligent behavior in multi-agent systems by using a trust-based information and decision fusion technique. Our technique fuses multi-dimensional sensor data in context-specific ways using Subjective Logic (SL) on the basis of trust values of information sources. In our investigation, we compare our trust-based information fusion technique to non-trust based technique on the basis of using SL with a Stochastic Petri Nets model. Our application focus shows how the proposed trust-based SL information fusion technique performs better for convoy operations than a baseline counterpart.
引用
收藏
页码:1387 / 1392
页数:6
相关论文
共 14 条
[1]  
[Anonymous], P 2010 INT C AUT INT
[2]   Evaluation of Semi-Autonomous Convoy Driving [J].
Davis, James ;
Animashaun, Asisat ;
Schoenherr, Edward ;
McDowell, Kaleb .
JOURNAL OF FIELD ROBOTICS, 2008, 25 (11-12) :880-897
[3]  
JOSANG A, 2001, INT J UNCERTAINTY FU, V9
[4]   Cumulative and averaging fusion of beliefs [J].
Josang, Audun ;
Diaz, Javier ;
Rifqi, Maria .
INFORMATION FUSION, 2010, 11 (02) :192-200
[5]   SocioTelematics: Leveraging Interaction-Relationships in Developing Telematics Systems to Support Cooperative Convoys [J].
Kabir, Muhammad Ashad ;
Han, Jun ;
Colman, Alan ;
Yu, Jian .
2012 9TH INTERNATIONAL CONFERENCE ON UBIQUITOUS INTELLIGENCE & COMPUTING AND 9TH INTERNATIONAL CONFERENCE ON AUTONOMIC & TRUSTED COMPUTING (UIC/ATC), 2012, :40-47
[6]  
Kaplan L., 2012, P AER C, P1
[7]  
Khaleghi B., 2013, INFORM FUSION
[8]  
Koch W, 2002, PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOL II, P1038, DOI 10.1109/ICIF.2002.1020926
[9]  
Koller J., 2006, 2006 IEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (IEEE Cat. No. 06TH8908), P217, DOI 10.1109/MFI.2006.265653
[10]  
Mikulski D., 2013, THESIS OAKLAND U ROC