Trust-based Information and Decision Fusion for Military Convoy Operations

被引:4
|
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
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 50 条
  • [1] ComTrustO: Composite Trust-based Ontology Framework for Information and Decision Fusion
    Oltramari, Alessandro
    Cho, Jin-Hee
    [J]. 2015 18TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2015, : 542 - 549
  • [2] Trust-Based Controller for Convoy String Stability
    Mikulski, Dariusz G.
    [J]. 2014 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN VEHICLES AND TRANSPORTATION SYSTEMS (CIVTS), 2014, : 69 - 75
  • [3] Trust-Based Learning and Behaviors for Convoy Obstacle Avoidance
    Mikulski, Dariusz G.
    Karlsen, Robert E.
    [J]. UNMANNED SYSTEMS TECHNOLOGY XVII, 2015, 9468
  • [4] TIDY: A Trust-Based Approach to Information Fusion through Diversity
    Etuk, Anthony
    Norman, Timothy J.
    Sensoy, Murat
    Bisdikian, Chatschik
    Srivatsa, Mudhakar
    [J]. 2013 16TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2013, : 1188 - 1195
  • [5] Analysis of trust in autonomy for convoy operations
    Gremillion, Gregory M.
    Metcalfe, Jason S.
    Marathe, Amar R.
    Paul, Victor J.
    Christensen, James
    Drnec, Kim
    Haynes, Benjamin
    Atwater, Corey
    [J]. MICRO- AND NANOTECHNOLOGY SENSORS, SYSTEMS, AND APPLICATIONS VIII, 2016, 9836
  • [6] Trust-based Information Assurance Mechanism for Military Mobile Ad-hoc Networks
    Amanowicz, Marek
    Glowacka, Joanna
    Parobczak, Krzysztof
    Krygier, Jaroslaw
    [J]. 2014 20TH INTERNATIONAL CONFERENCE ON MICROWAVES, RADAR, AND WIRELESS COMMUNICATION (MIKON), 2014,
  • [7] Two-level trust-based decision model for information assurance in a virtual organization
    Zuo, Yanjun
    Panda, Brajendra
    [J]. DECISION SUPPORT SYSTEMS, 2008, 45 (02) : 293 - 309
  • [8] Towards trust-based acquisition of unverifiable information
    Staab, Eugen
    Fusenig, Volker
    Engel, Thomas
    [J]. COOPERATIVE INFORMATION AGENTS XII, PROCEEDINGS, 2008, 5180 : 41 - 54
  • [9] Trust-based Fusion of Classifiers for Static Code Analysis
    Yuksel, Ulas
    Sozer, Hasan
    Sensoy, Murat
    [J]. 2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,
  • [10] Trust-Based Decision Making for Health IoT Systems
    Al-Hamadi, Hamid
    Chen, Ing Ray
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2017, 4 (05): : 1408 - 1419