Nikolaos Tsakiridis

Simultaneous prediction of soil properties from VNIR-SWIR spectra using a localized multi-channel 1-D convolutional neural network

Nikolaos Tsakiridis, Konstantinos D. Keramaris, John B. Theocharis et al. · Geoderma · 2020 · 161 citations

Soil Characterization, Simultaneous Prediction, Precision Agriculture +13

A memory-based learning approach utilizing combined spectral sources and geographical proximity for improved VIS-NIR-SWIR soil properties estimation

Nikolaos Tziolas, Nikolaos Tsakiridis, Eyal Ben‐Dor et al. · Geoderma · 2019 · 82 citations

Precision Agriculture, Environmental Monitoring, Machine Learning +13

An integrated methodology using open soil spectral libraries and Earth Observation data for soil organic carbon estimations in support of soil-related SDGs

Nikolaos Tziolas, Nikolaos Tsakiridis, Yaron Ogen et al. · Remote Sensing of Environment · 2020 · 70 citations

Organic Geochemistry, Carbon Sequestration, Biogeochemistry +12

Employing a Multi-Input Deep Convolutional Neural Network to Derive Soil Clay Content from a Synergy of Multi-Temporal Optical and Radar Imagery Data

Nikolaos Tziolas, Nikolaos Tsakiridis, Eyal Ben‐Dor et al. · Remote Sensing · 2020 · 61 citations · Full text

Earth Observation, Convolutional Neural Network, Precision Agriculture +19

A genetic algorithm‐based stacking algorithm for predicting soil organic matter from vis–NIR spectral data

Nikolaos Tsakiridis, Nikolaos Tziolas, John B. Theocharis et al. · European Journal of Soil Science · 2018 · 53 citations

Soil Characterization, Vis–nir Spectral Data, Environmental Monitoring +13