Evolving Rule-Based Models

A Tool for Design of Flexible Adaptive Systems

Plamen P. Angelov

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English

Physica-Verlag GmbH & Co
26 February 2002

Cybernetics & systems theory; Fuzzy set theory

Series: Studies in Fuzziness and Soft Computing

The objects of modelling and control change due to dynamical characteristics, fault development or simply ageing. There is a need to up-date models inheriting useful structure and parameter information. The book gives an original solution to this problem with a number of examples. It treats an original approach to on-line adaptation of rule-based models and systems described by such models. It combines the benefits of fuzzy rule-based models suitable for the description of highly complex systems with the original recursive, non iterative technique of model evolution without necessarily using genetic algorithms, thus avoiding computational burden making possible real-time industrial applications. Potential applications range from autonomous systems, on-line fault detection and diagnosis, performance analysis to evolving (self-learning) intelligent decision support systems.

By: Plamen P. Angelov
Imprint: Physica-Verlag GmbH & Co
Country of Publication: Germany
Edition: 2002 ed.
Volume: 92
Dimensions: Height: 235mm, Width: 155mm, Spine: 14mm
Weight: 1.110kg
ISBN: 9783790814576
ISBN 10: 3790814571
Series: Studies in Fuzziness and Soft Computing
Pages: 214
Publication Date: 26 February 2002
Audience: College/higher education , Professional and scholarly , Professional & Vocational , A / AS level , Further / Higher Education
Format: Hardback
Publisher's Status: Active

1 Introduction.- I System Modelling: Basic Principles.- 2 Conventional Models.- 3 Flexible Models.- II Flexible Models Identification.- 4 Non-linear Approach to (Off-line) Identification of Flexible Models.- 5 Quasi-linear Approach to FRB Models (Off-line) Identification.- 6 Intelligent and Smart Adaptive Systems.- 7 On-line Identification of Flexible TSK-type Models.- III Engineering Applications.- 8 Modelling Indoor Climate Control Systems.- 9 On-line Modelling of Fermentation Processes.- 10 Intelligent Risk Assessment.- 11 Conclusions.- References.

Reviews for Evolving Rule-Based Models: A Tool for Design of Flexible Adaptive Systems

If history is not to be repeated, it must first be understood. Which is why the publication of this elegant and comprehensive study is so valuable and timely. Most historians of the Labour Party ignore or marginalize its foreign policy. But not John Callaghan. He puts foreign policy at the centre of the entire Old Labour story, in the process illuminating many of the dark corners of the Party's past. Anyone needing a reliable guide to the full complexity of that past would do well to start with this excellent book. David Coates, Wake Forest University, USA John Callaghan has written an authoritative, lucid and compelling analysis of Labour's foreign policy from the beginning of the twentieth century to the 1980s. Its relationship to the legacy of liberalism, to socialist internationalism, to colonialism and imperialism and to war - especially the two world wars - figure prominently in this excellent volume. Stefan Berger, The University of Manchester, UK