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Image Credit: Arxiv

Hyperspectral in situ remote sensing of water surface nitrate in the Fitzroy River estuary, Queensland, Australia, using deep learning

  • Nitrate ($ ext{NO}_3^-$) is a dissolved inorganic nitrogen primarily from anthropogenic sources, posing a risk for coral bleaching in the Great Barrier Reef.
  • Study aims to measure time-series nitrate and hyperspectral reflectance at the Fitzroy River estuary in Australia.
  • Predicted nitrate loads using hyperspectral reflectance and water salinity measurements with good correlation to ground-truth data.
  • The model showed an $R^2$ score of 0.86 and RMSE of 0.03 mg/L, indicating the feasibility of predicting water surface nitrate from these measurements.

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