Title :
Solving disagreements in a multi-agent system performing Situation Assessment
Author :
Settembre, Giuseppe Paolo ; Nardi, Daniele ; Pigliacampo, Roberta ; Farinelli, Alessandro ; Rossi, Mirco
Author_Institution :
DIS Dept, Univ. Sapienza of Rome, Rome, Italy
Abstract :
Situation assessment and decision making in monitoring and surveillance scenarios are evolving from centralized models to high-level, reasoning oriented, net-centric models, according to new information fusion paradigms proposed by recent research. In this paper, we propose the design of a multi-agent architecture for situation assessment, where situations are classified through agent collaboration, in order to provide human operators with a synthetic vision, that points out the elements of the scenario that require human intervention. Specifically, our approach provides for: i) high level classification of situations based on OWL ontology reasoning; ii) distributed assessment by a protocol which solves disagreements possibly arising among agents´ conclusions. Experiments in a real maritime surveillance scenario show that the proposed approach approximates the results of a centralized architecture, while preserving independency of decision makers and dramatically reducing the amount of communication required.
Keywords :
decision making; inference mechanisms; marine engineering; multi-agent systems; ontologies (artificial intelligence); pattern classification; sensor fusion; surveillance; OWL ontology reasoning; decision making; high level classification; information fusion paradigm; maritime surveillance scenario; monitoring scenarios; multi-agent architecture; multi-agent system; net-centric model; reasoning oriented model; situation assessment; surveillance scenarios; Collaboration; Decision making; Feature extraction; Humans; Logic; Monitoring; Multiagent systems; Ontologies; Protocols; Surveillance; Coordination; Description Logics; Multi-Agent Systems; Situation Assessment;
Conference_Titel :
Information Fusion, 2009. FUSION '09. 12th International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
978-0-9824-4380-4