Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: Advances in model-based fault diagnosis with evolutionary algorithms and neural networks
Contributor:
Korbicz, Józef (1951- ) - red.
Subtitle:
Soft Computing in Control and Fault Diagnosis
Group publication title:
Abstract:
Challenging design problems arise regularly in modern fault diagnosis systems. Unfortunately, the classical analyticaltechniques often cannot provide acceptable solutions to such difficult tasks. This explains why soft computing techniquessuch as evolutionary algorithms and neural networks become more and more popular in industrial applications of faultdiagnosis. The main objective of this paper is to present recent developments regarding the application of evolutionaryalgorithms and neural networks to fault diagnosis. ; In particular, a brief introduction to these computational intelligenceparadigms is presented, and then a review of their fault detection and isolation applications is performed. Close attention ispaid to techniques that integrate the classical and soft computing methods. A selected group of them is carefully describedin the paper. The performance of the presented approaches is illustrated with the use of the DAMADICS fault detectionbenchmark that deals with a valve actuator.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
Pages:
Source:
AMCS, Volume 16, Number 1 (2006) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2006)
Last modified:
Jul 14, 2025
In our library since:
Aug 10, 2018
Number of object content hits:
268
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/54914
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 16, number 1 (2006)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 16, number 2 (2006)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 16, number 3 (2006)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 16, number 4 (2006)
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| Edition name | Date |
|---|---|
| Advances in model-based fault diagnosis with evolutionary algorithms and neural networks | Jul 14, 2025 |
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