Research output: Book/Report/Proceedings › Book
Research output: Book/Report/Proceedings › Book
}
TY - BOOK
T1 - Evolving Rule-based Models: A Tool for Design of Flexible Adaptive Systems
AU - Angelov, Plamen
PY - 2002/2/1
Y1 - 2002/2/1
N2 - 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.
AB - 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.
KW - fuzzy systems evolving on-line learning
KW - DCS-publications-id
KW - book-71
KW - DCS-publications-personnel-id
KW - 82
M3 - Book
SN - 3-7908-1457-1
T3 - Studies in Fuzziness and Soft Computing
BT - Evolving Rule-based Models: A Tool for Design of Flexible Adaptive Systems
PB - Springer Verlag
CY - Heidelberg, Germany
ER -