Search Results - "Ghebleh Goydaragh, Maryam"
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Enhancing the accuracy of machine learning models using the super learner technique in digital soil mapping
Published in Geoderma (01-10-2021)“…•The super learner is promising approach for Digital Soil Mapping.•Super learner increased accuracy by up to ~46%, compared to base learners.•Permutation…”
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Predicting weathering indices in soils using FTIR spectra and random forest models
Published in Catena (Giessen) (01-09-2021)“…•MIA, CIA, CIW and V were suitable indices for evaluation of weathering rate in aridisols.•FTIR was a suitable approach for prediction of weathering indices in…”
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Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon
Published in Catena (Giessen) (01-07-2021)“…•FTIR data has successfully improved the accuracy of SOC content mapping.•Cubist+Bat model has predicted the SOC content with moderate accuracy.•The bands in…”
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High-performance soil class delineation via UMAP coupled with machine learning in Kurdistan Province, Iran
Published in Geoderma Regional (01-03-2024)“…In response to the demand for spatial information on the soil to support the sustainable management of soil resources, this study applies a digital soil…”
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