Szukana fraza: [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 \(Poland\)."]