Advances and Critical Research Issues in Intelligent Modelling, Control and Estimation
Advances and Critical Research Issues in Intelligent Modelling, Control and Estimation
This paper reviews the architecture, representation capability, training and learning ability of a class of adaptive neurofuzzy systems for real time modelling and control of unknown nonlinear dynamical processes. Issues relating to learning stability and training laws and parametric convergence, network conditioning, the curse of dimensionality associated with associative memory networks, automatic network construction algorithms, neurofuzzy stability theory, and a series of neurofuzzy control design laws, are discussed together with future critical research issues associated with neurofuzzy systems and their applicability to safety critical control processes.
Harris, C.J.
c4fd3763-7b3f-4db1-9ca3-5501080f797a
Schilhabel, T.E.
616a5112-bbe1-4d55-a6f3-2a70f6dfc011
September 1995
Harris, C.J.
c4fd3763-7b3f-4db1-9ca3-5501080f797a
Schilhabel, T.E.
616a5112-bbe1-4d55-a6f3-2a70f6dfc011
Harris, C.J. and Schilhabel, T.E.
(1995)
Advances and Critical Research Issues in Intelligent Modelling, Control and Estimation.
Workshop on the Control of Complex Systems.
Record type:
Conference or Workshop Item
(Other)
Abstract
This paper reviews the architecture, representation capability, training and learning ability of a class of adaptive neurofuzzy systems for real time modelling and control of unknown nonlinear dynamical processes. Issues relating to learning stability and training laws and parametric convergence, network conditioning, the curse of dimensionality associated with associative memory networks, automatic network construction algorithms, neurofuzzy stability theory, and a series of neurofuzzy control design laws, are discussed together with future critical research issues associated with neurofuzzy systems and their applicability to safety critical control processes.
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Published date: September 1995
Additional Information:
to be published Organisation: European Science Foundation Address: Rome, Italy
Venue - Dates:
Workshop on the Control of Complex Systems, 1995-08-31
Organisations:
Southampton Wireless Group
Identifiers
Local EPrints ID: 250168
URI: http://eprints.soton.ac.uk/id/eprint/250168
PURE UUID: 1af49cea-6c41-4465-8e35-98f64ce2cf7b
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Date deposited: 04 May 1999
Last modified: 10 Dec 2021 20:07
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Contributors
Author:
C.J. Harris
Author:
T.E. Schilhabel
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