Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Trust and reputation mechanisms for multi-agent robotic systems. / Zikratov, Igor A.; Lebedev, Ilya S.; Gurtov, Andrei V.
Internet of Things, Smart Spaces, and Next Generation Networks and Systems - 14th International Conference, NEW2AN 2014 and 7th Conference, ruSMART 2014, Proceedings. Springer Nature, 2014. p. 106-120 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8638 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
}
TY - GEN
T1 - Trust and reputation mechanisms for multi-agent robotic systems
AU - Zikratov, Igor A.
AU - Lebedev, Ilya S.
AU - Gurtov, Andrei V.
PY - 2014/1/1
Y1 - 2014/1/1
N2 - In this paper we analyze the functioning of multi-agent robotic systems with decentralized control in conditions of destructive information influences from robots-saboteurs. We considered a type of hidden attacks using interception of messages, formation and transmission of misinformation to a group of robots, and also realizing other actions which have no visible signs of invasion into a group of robots. We analyze existing models of information security of the multi-agent information system based on a measure of trust, calculated in the course of interaction of agents. We suggest a mechanism of information security in which robots-agents produce levels of trust to each other on the basis of the situation analysis developing on a certain step of an iterative algorithm with the use of onboard sensor devices. For improving the metric of likeness of objects relating to one category ("saboteur" or "legitimate agent") we suggest an algorithm to calculate reputation of agents as a measure of the public opinion created in time about qualities of robots of the category "saboteur" in a group of legitimate robots-agents. It is shown that inter-cluster distance can serve as a metric of quality of trust models in multi-agent systems. We give an example showing the use of the developed mechanism for detection of saboteurs in different situations in using the basic algorithm of distribution of targets in a group of robots.
AB - In this paper we analyze the functioning of multi-agent robotic systems with decentralized control in conditions of destructive information influences from robots-saboteurs. We considered a type of hidden attacks using interception of messages, formation and transmission of misinformation to a group of robots, and also realizing other actions which have no visible signs of invasion into a group of robots. We analyze existing models of information security of the multi-agent information system based on a measure of trust, calculated in the course of interaction of agents. We suggest a mechanism of information security in which robots-agents produce levels of trust to each other on the basis of the situation analysis developing on a certain step of an iterative algorithm with the use of onboard sensor devices. For improving the metric of likeness of objects relating to one category ("saboteur" or "legitimate agent") we suggest an algorithm to calculate reputation of agents as a measure of the public opinion created in time about qualities of robots of the category "saboteur" in a group of legitimate robots-agents. It is shown that inter-cluster distance can serve as a metric of quality of trust models in multi-agent systems. We give an example showing the use of the developed mechanism for detection of saboteurs in different situations in using the basic algorithm of distribution of targets in a group of robots.
KW - attack
KW - groups of robots
KW - Information security
KW - modeling
KW - multi-agent robotic systems
KW - vulnerability
UR - http://www.scopus.com/inward/record.url?scp=84905925088&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-10353-2_10
DO - 10.1007/978-3-319-10353-2_10
M3 - Conference contribution
AN - SCOPUS:84905925088
SN - 9783319103525
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 106
EP - 120
BT - Internet of Things, Smart Spaces, and Next Generation Networks and Systems - 14th International Conference, NEW2AN 2014 and 7th Conference, ruSMART 2014, Proceedings
PB - Springer Nature
T2 - 14th International Conference on Next Generation Teletraffic and Wired/Wireless Advanced Networks and Systems, NEW2AN 2014 and 7th Conference on Internet of Things and Smart Spaces, ruSMART 2014
Y2 - 27 August 2014 through 29 August 2014
ER -
ID: 53920563