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
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