PCA based water leakage detection method using complex fourier components

Chikako Kondo, Akira Mita

研究成果: Article査読

1 被引用数 (Scopus)

抄録

The water leakage leads to deficient water supplies, roads caving in, leakage in buildings, and secondary disasters. In this study, we propose the PCA-based automatic water leakage detection method considering complex Fourier components. The water leakage sounds and pseudo sounds are collected and the Fourier components are obtained through the short-time Fourier transform (STFT). Then the principal component analysis (PCA) is applied to complex Fourier components, and feature vectors are created from PCA parameters. Based on it, the Support Vector Machine (SVM) is built. The results show that the proposed method could achieve a very high accuracy.

本文言語English
ページ(範囲)965-972
ページ数8
ジャーナルJournal of Environmental Engineering
74
642
DOI
出版ステータスPublished - 2009 8

ASJC Scopus subject areas

  • Environmental Engineering

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