Article

Brungard, Colby W., Salley, Shawn W., and Wadoux, Alexandre M.J.C. (2026) Addressing the 10 Pedometrics Challenges. European Journal of Soil Science, 77 (3). e70352.

Zhang, Lei, and Wadoux, Alexandre M.J.C. (2026) Can Digital Soil Mapping Be Causal? European Journal of Soil Science, 77 (1). e70284.

Wadoux, Alexandre M.J.C., Debeljak, Marko, Lagacherie, Philippe, and Creamer, Rachel E. (2026) Spatial hotspots and bundles of soil functions across Europe. Ecological Indicators, 182. 114481.

Ramirez-Lopez, Leonardo, Viscarra Rossel, Raphael, Orellano, Claudio, Kooijman, Laurens, Perez-Fernandez, Estefania, Wadoux, Alexandre M.J.C., Plans, Marcal, Breure, Timo, Summerauer, Laura, Safanelli, José L., Behrens, Thorsten, and Boqué, Ricard (2026) When spectral libraries are too complex to search: Evolutionary subset selection for domain-adaptive calibration. Analytica Chimica Acta, 1412. 345651.

Wadoux, Alexandre M.J.C., Donovan, Mitchell, Fu, Peng, Leach, Nicholas R., Maddalena, Julia, Rustowicz, Rose, Schurman, David, and Kellner, James R. (2026) A digital soil mapping approach to soil carbon monitoring, reporting and verification (MRV). npj Sustainable Agriculture, 4. 58.

Wadoux, Alexandre M. J.‐C. (2025) Artificial intelligence in soil science. European Journal of Soil Science, 76 (2). e70080.

Schmidinger, Jonas, Vogel, Sebastian, Barkov, Viacheslav, Pham, Anh-Duy, Gebbers, Robin, Tavakoli, Hamed, Correa, Jose, Tavares, Tiago R., Filippi, Patrick, Jones, Edward J., Lukas, Vojtech, Boenecke, Eric, Ruehlmann, Joerg, Schroeter, Ingmar, Kramer, Eckart, Paetzold, Stefan, Kodaira, Masakazu, Wadoux, Alexandre M.J.-C., Bragazza, Luca, Metzger, Konrad, Huang, Jingyi, Valente, Domingos S.M., Safanelli, Jose L., Bottega, Eduardo L., Dalmolin, Ricardo S.D., Farkas, Csilla, Steiger, Alexander, Horst, Taciara Z., Ramirez-Lopez, Leonardo, Scholten, Thomas, Stumpf, Felix, Rosso, Pablo, Costa, Marcelo M., Zandonadi, Rodrigo S., Wetterlind, Johanna, and Atzmueller, Martin (2025) LimeSoDa: A dataset collection for benchmarking of machine learning regressors in digital soil mapping. Geoderma, 459. 117337.

Wadoux, Alexandre M.J.C., Debeljak, Marko, Lagacherie, Philippe, and Creamer, Rachel E. (2025) Modelling of Soil Multifunctionality Across Europe. Soil Use and Management, 41 (4). e70147.

Wadoux, Alexandre M.J.-C., and Heuvelink, Gerard B.M. (2025) Scientists yet to consider spatial correlation in assessing uncertainty of spatial averages and totals. International Journal of Applied Earth Observation and Geoinformation, 139. 104472.

Peng, Yi, Ben-Dor, Eyal, Biswas, Asim, Chabrillat, Sabine, Demattê, José A.M., Ge, Yufeng, Gholizadeh, Asa, Gomez, Cecile, Guerrero, Cesar, Herrick, Jeffrey, Maynard, Jonathan J., Mouazen, Abdul Mounem, Ma, Yuxin, McBratney, Alex B., Minasny, Budiman, Ramirez-Lopez, Leonardo, Robertson, A.H. Jean, Viscarra Rossel, Raphael A., Shi, Zhou, Stenberg, Bo, Wadoux, Alexandre M.J.-C., Winowiecki, Leigh Ann, and Zhang, Ganlin (2025) Spectroscopic solutions for generating new global soil information. The Innovation, 6 (5). 100839.

Wadoux, Alexandre M.J.-C., and Ramirez-Lopez, Leonardo (2025) Uncertainty of predictions in absorption spectroscopy: Modelling with quantile regression forest. Chemometrics and Intelligent Laboratory Systems, 265. 105473.

Malone, Brendan P., Searle, Ross, Stenson, Matthew, McJannet, David, Zund, Peter, Román Dobarco, Mercedes, Wadoux, Alexandre M.J.-C., Minasny, Budiman, McBratney, Alex, and Grundy, Mike (2025) Update and expansion of the soil and landscape grid of Australia. Geoderma, 455. 117226.

Wadoux, Alexandre M.J.-C., Stumpf, Felix, and Scholten, Thomas (2025) A catchment-scale dataset of soil properties and their mid-infrared spectra. Data in Brief, 60. 111510.

Demattê, José A.M., Rizzo, Rodnei, Rosin, Nícolas Augusto, Poppiel, Raul Roberto, Novais, Jean Jesus Macedo, Amorim, Merilyn Taynara Accorsi, Rodriguez-Albarracín, Heidy Soledad, Rosas, Jorge Tadeu Fim, Bartsch, Bruno dos Anjos, Vogel, Letícia Guadagnin, Minasny, Budiman, Grunwald, Sabine, Ge, Yufeng, Ben-Dor, Eyal, Gholizadeh, Asa, Gomez, Cecile, Chabrillat, Sabine, Francos, Nicolas, Fiantis, Dian, Belal, Abdelaziz, Tsakiridis, Nikolaos, Kalopesa, Eleni, Naimi, Salman, Ayoubi, Shamsollah, Tziolas, Nikolaos, Das, Bhabani Sankar, Zalidis, George, Francelino, Marcio Rocha, Mello, Danilo Cesar de, Hafshejani, Najmeh Asgari, Peng, Yi, Ma, Yuxin, Coblinski, João Augusto, Wadoux, Alexandre M.J.-C., Savin, Igor, Malone, Brendan P., Karyotis, Konstantinos, Milewski, Robert, Vaudour, Emmanuelle, Wang, Changkun, Salama, Elsayed Said Mohamed, and Shepherd, Keith D. (2025) A global soil spectral grid based on space sensing. Science of the Total Environment, 968. 178791.

Nenkam, Andree M., Wadoux, Alexandre M.J-C., Minasny, Budiman, Silatsa, Francis B.T., Yemefack, Martin, Ugbaje, Sabastine Ugbemuna, Akpa, Stephen, Zijl, George Van, Bouasria, Abdelkrim, Bouslihim, Yassine, Chabala, Lydia Mumbi, Ali, Ashenafi, and McBratney, Alex B. (2024) Applications and challenges of digital soil mapping in Africa. Geoderma, 449. 117007.

Nyawasha, Rumbidzai W., Wadoux, Alexandre M.J.-C., Todoroff, Pierre, Chikowo, Regis, Falconnier, Gatien N., Lagorsse, Maeva, Corbeels, Marc, and Cardinael, Rémi (2024) Multivariate regional deep learning prediction of soil properties from near-infrared, mid-infrared and their combined spectra. Geoderma Regional, 37. e00805.

Wadoux, Alexandre M.J.-C., and Minasny, Budiman (2024) Some limitations of the concordance correlation coefficient to characterise model accuracy. Ecological Informatics, 83. 102820.

Wadoux, Alexandre M.J.-C., and McBratney, Alex B. (2024) A global numerical classification of the soil surface layer. Geoderma, 447. 116915.

Wadoux, Alexandre M.J.‐C. (2023) Interpretable spectroscopic modelling of soil with machine learning. European Journal of Soil Science, 74 (3). e13370.

Rizzo, Rodnei, Wadoux, Alexandre M.J.-C., Demattê, José A.M., Minasny, Budiman, Barrón, Vidal, Ben-Dor, Eyal, Francos, Nicolas, Savin, Igor, Poppiel, Raul, Silvero, Nelida E.Q., Terra, Fabrício da Silva, Rosin, Nícolas Augusto, Rosas, Jorge Tadeu Fim, Greschuk, Lucas Tadeu, Ballester, Maria V.R., Gómez, Andrés Mauricio Rico, Belllinaso, Henrique, Safanelli, José Lucas, Chabrillat, Sabine, Fiorio, Peterson R., Das, Bhabani Sankar, Malone, Brendan P., Zalidis, George, Tziolas, Nikolaos, Tsakiridis, Nikolaos, Karyotis, Konstantinos, Samarinas, Nikiforos, Kalopesa, Eleni, Gholizadeh, Asa, Shepherd, Keith D., Milewski, Robert, Vaudour, Emmanuelle, Wang, Changkun, and Salama, Elsayed Said Mohamed (2023) Remote sensing of the Earth's soil color in space and time. Remote Sensing of Environment, 299. 113845.

Nenkam, Andree M., Wadoux, Alexandre M.J.-C., Minasny, Budiman, McBratney, Alex B., Traore, Pierre C.S., and Whitbread, Anthony M. (2023) Using homosoils to enrich sparse soil data infrastructure: An example from Mali. Catena, 223. 106862.

Wadoux, Alexandre M.J-C., and Molnar, Christoph (2022) Beyond prediction: methods for interpreting complex models of soil variation. Geoderma, 422. 115953.

de Bruin, Sytze, Brus, Dick J., Heuvelink, Gerard B.M., van Ebbenhorst Tengbergen, Tom, and Wadoux, Alexandre M.J-C. (2022) Dealing with clustered samples for assessing map accuracy by cross-validation. Ecological Informatics, 69. 101665.

Nenkam, Andree M., Wadoux, Alexandre M.J.‐C., Minasny, Budiman, McBratney, Alex B., Traore, Pierre C.S., Falconnier, Gatien N., and Whitbread, Anthony M. (2022) Using homosoils for quantitative extrapolation of soil mapping models. European Journal of Soil Science, 73 (5). e13285.

Wadoux, Alexandre M.J.-C., Walvoort, Dennis J.J., and Brus, Dick J. (2022) An integrated approach for the evaluation of quantitative soil maps through Taylor and solar diagrams. Geoderma, 405. 115332.

Wadoux, Alexandre M. J.‐C., and McBratney, Alex B. (2021) Digital soil science and beyond. Soil Science Society of America Journal, 85 (5). pp. 1313-1331.

Wadoux, Alexandre M.J.‐C., and Brus, Dick J. (2021) How to compare sampling designs for mapping? European Journal of Soil Science, 72 (1). pp. 35-46.

Wadoux, Alexandre M.J.-C., and McBratney, Alex B. (2021) Hypotheses, machine learning and soil mapping. Geoderma, 383. 114725.

Wadoux, Alexandre M.J.‐C., Román‐Dobarco, Mercedes, and McBratney, Alex B. (2021) Perspectives on data‐driven soil research. European Journal of Soil Science, 72 (4). pp. 1675-1689.

Wadoux, Alexandre M.J.-C., Heuvelink, Gerard B.M., Lark, R. Murray, Lagacherie, Philippe, Bouma, Johan, Mulder, Vera L., Libohova, Zamir, Yang, Lin, and McBratney, Alex B. (2021) Ten challenges for the future of pedometrics. Geoderma, 401. 115155.

Wadoux, Alexandre M.J.-C., Minasny, Budiman, and McBratney, Alex B. (2020) Machine learning for digital soil mapping: Applications, challenges and suggested solutions. Earth-Science Reviews, 210. 103359.

Wadoux, Alexandre M.J.‐C., Samuel‐Rosa, Alessandro, Poggio, Laura, and Mulder, Vera Leatitia (2020) A note on knowledge discovery and machine learning in digital soil mapping. European Journal of Soil Science, 71 (2). pp. 133-136.

Wadoux, Alexandre M. J.-C., Padarian, José, and Minasny, Budiman (2019) Multi-source data integration for soil mapping using deep learning. Soil, 5. pp. 107-119.

Ramirez‐Lopez, L., Wadoux, A.M.J.-C., Franceschini, M.H.D., Terra, F.S., Marques, K.P.P., Sayão, V.M., and Demattê, J.A.M. (2019) Robust soil mapping at the farm scale with vis–NIR spectroscopy. European Journal of Soil Science, 70 (2). pp. 378-393.

Wadoux, Alexandre M.J-C., Brus, Dick J., and Heuvelink, Gerard B.M. (2019) Sampling design optimization for soil mapping with random forest. Geoderma, 355. 113913.

Wadoux, Alexandre M.J.-C. (2019) Using deep learning for multivariate mapping of soil with quantified uncertainty. Geoderma, 351. pp. 59-70.

Wadoux, Alexandre M.J-C., Brus, Dick J., and Heuvelink, Gerard B.M. (2018) Accounting for non-stationary variance in geostatistical mapping of soil properties. Geoderma, 324. pp. 138-147.

Stumpf, Felix, Schmidt, Karsten, Goebes, Philipp, Behrens, Thorsten, Schönbrodt-Stitt, Sarah, Wadoux, Alexandre, Xiang, Wei, and Scholten, Thomas (2017) Uncertainty-guided sampling to improve digital soil maps. Catena, 153. pp. 30-38.

Stumpf, Felix, Schmidt, Karsten, Behrens, Thorsten, Schönbrodt‐Stitt, Sarah, Buzzo, Giovanni, Dumperth, Christian, Wadoux, Alexandre, Xiang, Wei, and Scholten, Thomas (2016) Incorporating limited field operability and legacy soil samples in a hypercube sampling design for digital soil mapping. Journal of Plant Nutrition and Soil Science, 179 (4). pp. 499-509.