Title :
Distributed data aggregation via networked transferable belief model over a graph
Author :
Fiorini, Flavio ; Gasparri, Andrea ; Rocco, Maurizio Di ; Ulivi, Giovanni
Author_Institution :
Dept. of Comput. Sci. & Autom., Univ. of Roma Tre, Rome, Italy
Abstract :
In this work the data aggregation problem for a multi-agent system within the framework of Theory of Evidence is investigated. In the proposed scenario, agents are assumed to be independent reliable sources which collect data and collaborate to reach a common knowledge. In particular, each agent is supposed to provide a set of observations which does not change over time. A protocol for distributed data aggregation for graph-like network topologies is designed. Experimental results with a sensor network have been carried out to corroborate the theoretical results and the feasibility of the proposed approach.
Keywords :
graph theory; multi-agent systems; sensor fusion; data fusion; distributed data aggregation; graph like network topologies; multiagent system; networked transferable belief model; Bayesian methods; Collaboration; Distributed databases; Multiagent systems; Network topology; Protocols; Vegetation;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5979910