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Analysis of Hyperspectral Images of River Waters

  • I. Novikov,
  • A. Makarov,
  • A. Pirogov,
  • V. Podlipnov,
  • A. Nikonorov,
  • R. Skidanov,
  • V. Platonov,
  • V. Lobanov,
  • Yu. Pridanova,
  • Yu. Vybornova,
  • O. Kalashnikova,
  • T. Podladchikova

摘要

Abstract

This article proposes an approach to the analysis of high-resolution hyperspectral images in the applied problem of analyzing the state of river waters. This method allows you to detect blooming or contamination of water by foreign substances. High-resolution hyperspectral images were obtained using a hyperspectrometer mounted on a small unmanned aerial vehicle. The difference between the spectra of river areas with different intensity of algal blooms is demonstrated. Samples of river water were taken, chemical analysis was carried out, which confirmed the different content of magnesium and calcium in all samples, corresponding to the intensity of algal blooms in the water. The effectiveness of using machine learning algorithms and the construction of index images for the classification of water areas with different intensity of algal blooms is shown.