Department of Biosciences, Paris-Lodron-University Salzburg, Salzburg, Austria
Perspective
Mesoporous Bioactive Glasses: Advances in Biomedical Applications
Author(s): Gianlua Toandi*
Multi-sensor fusion for the collection of soil information has been the subject of varying improvements in previous studies, but the
underlying prediction mechanisms for spectrally active and inactive properties are still poorly understood. By measuring Mid-Infrared (MIR) and X-ray Fluorescence (XRF) spectra, texture, total and labile Organic Carbon (OC) and Nitrogen (N) content, pH, and Cation Exchange Capacity (CEC) for n=117 soils from an arable field in Germany, our goal was to investigate the prediction mechanisms and benefits of model fusion. Using MIR spectra or elemental concentrations derived from XRF spectra, partial least squares regression models went through a three-step training and testing process. Two high-level fusion and two sequential hybrid strategies were also tested. MIR outperformed XRF when it came to inorganic properties (.. Read More»
DOI:
10.37421/2090-5025.2023.13.238
Bioceramics Development and Applications received 1050 citations as per Google Scholar report