Object
Title: Data-driven models for fault detection using kernel PCA: A water distribution system case study
Contributor:
Cordón, Oskar - ed. ; Kazienko, Przemysław - ed.
Subtitle:
Hybrid and Ensemble Methods in Machine Learning
Group publication title:
Abstract:
Kernel Principal Component Analysis (KPCA), an example of machine learning, can be considered a non-linear extension of the PCA method. While various applications of KPCA are known, this paper explores the possibility to use it for building a data-driven model of a non-linear system-the water distribution system of the Chojnice town (Poland). ; This model is utilised for fault detection with the emphasis on water leakage detection. A systematic description of the system?s framework is followed by evaluation of its performance. Simulations prove that the presented approach is both flexible and efficient.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, Volume 22, Number 4 (2012) ; click here to follow the link
Language:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > 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) (2012)
Last modified:
Oct 14, 2021
In our library since:
Sep 15, 2021
Number of object content hits:
154
All available object's versions:
https://zbc.uz.zgora.pl/publication/65820
Show description in RDF format:
Show description in OAI-PMH format:
-
International Journal of Applied Mathematics and Computer Science (AMCS)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 25 (2015)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 23 (2013)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 1 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 2 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 3 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 4 (2012)
- International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 4 (2012) - spis treści
- Intelligent financial time series forecasting: A complex neuro-fuzzy approach with multi-swarm intelligence
- ReSySTER: A hybrid recommender system for Scrum team roles based on fuzzy and rough sets
- DFIS: A novel data filling approach for an incomplete soft set
- Multi-label classification using error correcting output codes
- A rainfall forecasting method using machine learning models and its application to the Fukuoka city case
- Combined classifier based on feature space partitioning
- Nonparametric statistical analysis for multiple comparison of machine learning regression algorithms
- BEM and FEM results of displacements in a poroelastic column
- A modified state variable diagram method for determination of positive realizations of linear continuous-time systems with delays
- Normalized finite fractional differences: Computational and accuracy breakthroughs
- Observer-based controller design of time-delay systems with an interval time-varying delay
- Novel fault detection criteria based on linear quadratic control performances
- Data-driven models for fault detection using kernel PCA: A water distribution system case study
- Nash equilibrium design and price-based coordination in hierarchical systems
- The island model as a Markov dynamic system
- Designing a ship course controller by applying the adaptive backstepping method
- Customized crossover in evolutionary sets of safe ship trajectories
- Regulation of p53 by siRNA in radiation treated cells: Simulation studies
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 1 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 21 (2011)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 20 (2010)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 19 (2009)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 17 (2007)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 16 (2006)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 15 (2005)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 13 (2003)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 12 (2002)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 11 (2001)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 10 (2000)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 9 (1999)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 8 (1998)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 7 (1997)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 6 (1996)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 5 (1995)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 4 (1994)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 3 (1993)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 2 (1992)
-
International Journal of Applied Mathematics and Computer Science (AMCS),volume 1 (1991)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
| Edition name | Date |
|---|---|
| Data-driven models for fault detection using kernel PCA: A water distribution system case study | Oct 14, 2021 |
