| Simultaneous prediction of soil properties from VNIR-SWIR spectra using a localized multi-channel 1-D convolutional neural network NL Tsakiridis, KD Keramaris, JB Theocharis, GC Zalidis Geoderma 367, 114208, 2020 | 100 | 2020 |
| An integrated methodology using open soil spectral libraries and Earth Observation data for soil organic carbon estimations in support of soil-related SDGs N Tziolas, N Tsakiridis, Y Ogen, E Kalopesa, E Ben-Dor, J Theocharis, ... Remote Sensing of Environment 244, 111793, 2020 | 59 | 2020 |
| A memory-based learning approach utilizing combined spectral sources and geographical proximity for improved VIS-NIR-SWIR soil properties estimation N Tziolas, N Tsakiridis, E Ben-Dor, J Theocharis, G Zalidis Geoderma 340, 11-24, 2019 | 54 | 2019 |
| Employing a multi-input deep convolutional neural network to derive soil clay content from a synergy of multi-temporal optical and radar imagery data N Tziolas, N Tsakiridis, E Ben-Dor, J Theocharis, G Zalidis Remote Sensing 12 (9), 1389, 2020 | 49 | 2020 |
| A genetic algorithm‐based stacking algorithm for predicting soil organic matter from vis–NIR spectral data NL Tsakiridis, NV Tziolas, JB Theocharis, GC Zalidis European Journal of Soil Science 70 (3), 578-590, 2019 | 43 | 2019 |
| Versatile internet of things for agriculture: an explainable ai approach NL Tsakiridis, T Diamantopoulos, AL Symeonidis, JB Theocharis, ... Artificial Intelligence Applications and Innovations: 16th IFIP WG 12.5 …, 2020 | 39 | 2020 |
| Earth observation data-driven cropland soil monitoring: A review N Tziolas, N Tsakiridis, S Chabrillat, JAM Demattê, E Ben-Dor, ... Remote Sensing 13 (21), 4439, 2021 | 37 | 2021 |
| An evolutionary fuzzy rule-based system applied to the prediction of soil organic carbon from soil spectral libraries NL Tsakiridis, JB Theocharis, P Panagos, GC Zalidis Applied soft computing 81, 105504, 2019 | 37 | 2019 |
| DECO3RUM: A Differential Evolution learning approach for generating compact Mamdani fuzzy rule-based models NL Tsakiridis, JB Theocharis, GC Zalidis Expert Systems with Applications 83, 257-272, 2017 | 32 | 2017 |
| A survey of robotic harvesting systems and enabling technologies L Droukas, Z Doulgeri, NL Tsakiridis, D Triantafyllou, I Kleitsiotis, I Mariolis, ... Journal of Intelligent & Robotic Systems 107 (2), 21, 2023 | 31 | 2023 |
| Using autoencoders to compress soil VNIR–SWIR spectra for more robust prediction of soil properties E Tsimpouris, NL Tsakiridis, JB Theocharis Geoderma 393, 114967, 2021 | 30 | 2021 |
| Estimation of sugar content in wine grapes via in situ VNIR–SWIR point spectroscopy using explainable artificial intelligence techniques E Kalopesa, K Karyotis, N Tziolas, N Tsakiridis, N Samarinas, G Zalidis Sensors 23 (3), 1065, 2023 | 22 | 2023 |
| Using interpretable fuzzy rule-based models for the estimation of soil organic carbon from VNIR/SWIR spectra and soil texture NL Tsakiridis, JB Theocharis, E Ben-Dor, GC Zalidis Chemometrics and Intelligent Laboratory Systems 189, 39-55, 2019 | 22 | 2019 |
| DECO3R: A Differential Evolution-based algorithm for generating compact Fuzzy Rule-based Classification Systems NL Tsakiridis, JB Theocharis, GC Zalidis Knowledge-Based Systems 105, 160-174, 2016 | 20 | 2016 |
| Fusion of spatio-temporal UAV and proximal sensing data for an agricultural decision support system P Katsigiannis, G Galanis, A Dimitrakos, N Tsakiridis, C Kalopesas, ... Fourth International Conference on Remote Sensing and Geoinformation of the …, 2016 | 17 | 2016 |
| A three-level Multiple-Kernel Learning approach for soil spectral analysis NL Tsakiridis, CG Chadoulos, JB Theocharis, E Ben-Dor, GC Zalidis Neurocomputing 389, 27-41, 2020 | 14 | 2020 |
| Improving the predictions of soil properties from VNIR–SWIR spectra in an unlabeled region using semi-supervised and active learning NL Tsakiridis, JB Theocharis, AL Symeonidis, GC Zalidis Geoderma 387, 114830, 2021 | 11 | 2021 |
| In situ grape ripeness estimation via hyperspectral imaging and deep autoencoders NL Tsakiridis, N Samarinas, S Kokkas, E Kalopesa, NV Tziolas, ... Computers and Electronics in Agriculture 212, 108098, 2023 | 9 | 2023 |
| Predicting soil properties for sustainable agriculture using vis-NIR spectroscopy: a case study in northern Greece NL Tsakiridis, N Tziolas, A Dimitrakos, G Galanis, E Ntonou, A Tsirika, ... Fifth international conference on remote sensing and geoinformation of the …, 2017 | 8 | 2017 |
| Cognitive soil digital twin for monitoring the soil ecosystem: a conceptual framework NL Tsakiridis, N Samarinas, E Kalopesa, GC Zalidis Soil Systems 7 (4), 88, 2023 | 7 | 2023 |
