DocumentCode :
2443684
Title :
Emergent coordination for distributed information management
Author :
Lynden, Steven J. ; Rana, Omer F. ; Margetts, Steve ; Jones, Antonia J.
Author_Institution :
Dept. of Comput. Sci., Univ. of Wales Cardiff, UK
Volume :
2
fYear :
2000
fDate :
2000
Firstpage :
946
Abstract :
With an increase in the complexity of information systems, decentralised management techniques are becoming important. Such information systems will generally involve various computational and data nodes, managed by various organisations with differing policies and needs. Furthermore, in the absence of a centralised manager, co-ordination and interaction policies between such nodes become crucial. Aspects of co-ordination can range from data formats describing shared information to convergence time to a desired goal. Each entity within such a networked environment operates with incomplete knowledge about the state of others, and makes use of an asynchronous mode of operation. An overview of techniques for supporting coordination in such an environment is first provided, followed by a proposed technique that makes use of Q-learning and data sharing between a collection of nodes, each of which is modelled as a neural network. We propose a decentralised technique for managing a cluster of nodes, where emergence is used to converge towards a `useful´ result
Keywords :
DP management; convergence of numerical methods; distributed processing; information systems; learning (artificial intelligence); neural nets; Q-learning; asynchronous operation mode; computational nodes; convergence time; data nodes; data sharing; decentralised management techniques; distributed information management; emergent coordination; incomplete knowledge; information systems; interaction policies; networked environment; neural network; shared information; Aging; Collaborative work; Computer networks; Computer science; Convergence; Disaster management; Game theory; Information management; Management information systems; Neural networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
Conference_Location :
La Jolla, CA
Print_ISBN :
0-7803-6375-2
Type :
conf
DOI :
10.1109/CEC.2000.870745
Filename :
870745
Link To Document :
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