Title :
Distributed Cooperative Optimization on Cluster Trees
Author :
Matsui, Takashi ; Matsuo, Hiroshi
Author_Institution :
Nagoya Inst. of Technol., Nagoya, Japan
Abstract :
Resource allocation problems on resource supply networks are formalized with Distributed Constraint Optimization Problems. In previous studies, solution methods based on pseudo trees have been proposed. However, when the pseudo trees contain nodes of high degree and a large number of cycles, those methods are not applicable due to the large size of local problems in agents. Here, we employ cluster trees that hierarchically divide the problem into sub-problems. With optimistic approximation, solution methods on the cluster tree are applied to several large problems.
Keywords :
constraint handling; distribution networks; optimisation; pattern clustering; resource allocation; trees (mathematics); cluster trees; distributed constraint optimization problems; distributed cooperative optimization; optimistic approximation; pseudotrees; resource allocation problems; resource supply networks; Approximation methods; Clocks; Cost function; Joining processes; Peer-to-peer computing; Resource management; Distributed Constraint Optimization; resource allocation; resource supply network;
Conference_Titel :
Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2013 IEEE/WIC/ACM International Joint Conferences on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4799-2902-3
DOI :
10.1109/WI-IAT.2013.88