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<dc:title xml:lang="pl"><![CDATA[Data-driven models for fault detection using kernel PCA: A water distribution system case study]]></dc:title>
<dc:creator><![CDATA[Nowicki, Adam]]></dc:creator>
<dc:creator><![CDATA[Grochowski, Michał]]></dc:creator>
<dc:creator><![CDATA[Duzinkiewicz, Kazimierz]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[machine learning]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[kernel PCA]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[fault detection]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[monitoring]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[water leakage detection]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[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).]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[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.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Cordón, Oskar - ed.]]></dc:contributor>
<dc:contributor><![CDATA[Kazienko, Przemysław - ed.]]></dc:contributor>
<dc:date><![CDATA[2012]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/59004/AMCS_2012_22_4_13.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/65820/edition/59004/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:59004]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, Volume 22, Number 4 (2012)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=paper&paper=661]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:65820]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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