Biomes of the world under climate change scenarios: increasing aridity and higher temperatures lead to significant shifts in natural vegetation

por Bonannella, Carmelo, Hengl, Tomislav, Parente, Leandro, de Bruin, Sytze
Publicado 2023

Ecodatacube.eu: analysis-ready open environmental data cube for Europe

por Witjes, Martijn, Parente, Leandro, Križan, Josip, Hengl, Tomislav, Antonić, Luka
Publicado 2023

Global Soil Hydraulic Properties dataset based on legacy site observations and robust parameterization

por Gupta, Surya, Papritz, Andreas, Lehmann, Peter, Hengl, Tomislav, Bonetti, Sara, Or, Dani
Publicado 2022

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

por Hengl, Tomislav, Nussbaum, Madlene, Wright, Marvin N., Heuvelink, Gerard B.M., Gräler, Benedikt
Publicado 2018

Global mapping of potential natural vegetation: an assessment of machine learning algorithms for estimating land potential

por Hengl, Tomislav, Walsh, Markus G., Sanderman, Jonathan, Wheeler, Ichsani, Harrison, Sandy P., Prentice, Iain C.
Publicado 2018

Forest tree species distribution for Europe 2000–2020: mapping potential and realized distributions using spatiotemporal machine learning

por Bonannella, Carmelo, Hengl, Tomislav, Heisig, Johannes, Parente, Leandro, Wright, Marvin N., Herold, Martin, de Bruin, Sytze
Publicado 2022

Soil structure is an important omission in Earth System Models

por Fatichi, Simone, Or, Dani, Walko, Robert, Vereecken, Harry, Young, Michael H., Ghezzehei, Teamrat A., Hengl, Tomislav, Kollet, Stefan, Agam, Nurit, Avissar, Roni
Publicado 2020

Global mangrove soil organic carbon stocks dataset at 30 m resolution for the year 2020 based on spatiotemporal predictive machine learning

por Maxwell, Tania L., Hengl, Tomislav, Parente, Leandro L., Minarik, Robert, Worthington, Thomas A., Bunting, Pete, Smart, Lindsey S., Spalding, Mark D., Landis, Emily
Publicado 2023

Soil nutrient maps of Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using machine learning

por Hengl, Tomislav, Leenaars, Johan G. B., Shepherd, Keith D., Walsh, Markus G., Heuvelink, Gerard B. M., Mamo, Tekalign, Tilahun, Helina, Berkhout, Ezra, Cooper, Matthew, Fegraus, Eric, Wheeler, Ichsani, Kwabena, Nketia A.
Publicado 2017

A spatiotemporal ensemble machine learning framework for generating land use/land cover time-series maps for Europe (2000–2019) based on LUCAS, CORINE and GLAD Landsat

por Witjes, Martijn, Parente, Leandro, van Diemen, Chris J., Hengl, Tomislav, Landa, Martin, Brodský, Lukáš, Halounova, Lena, Križan, Josip, Antonić, Luka, Ilie, Codrina Maria, Craciunescu, Vasile, Kilibarda, Milan, Antonijević, Ognjen, Glušica, Luka
Publicado 2022

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

por Hengl, Tomislav, Heuvelink, Gerard B. M., Kempen, Bas, Leenaars, Johan G. B., Walsh, Markus G., Shepherd, Keith D., Sila, Andrew, MacMillan, Robert A., Mendes de Jesus, Jorge, Tamene, Lulseged, Tondoh, Jérôme E.
Publicado 2015

SoilGrids1km — Global Soil Information Based on Automated Mapping

por Hengl, Tomislav, de Jesus, Jorge Mendes, MacMillan, Robert A., Batjes, Niels H., Heuvelink, Gerard B. M., Ribeiro, Eloi, Samuel-Rosa, Alessandro, Kempen, Bas, Leenaars, Johan G. B., Walsh, Markus G., Gonzalez, Maria Ruiperez
Publicado 2014

SoilGrids250m: Global gridded soil information based on machine learning

por Hengl, Tomislav, Mendes de Jesus, Jorge, Heuvelink, Gerard B. M., Ruiperez Gonzalez, Maria, Kilibarda, Milan, Blagotić, Aleksandar, Shangguan, Wei, Wright, Marvin N., Geng, Xiaoyuan, Bauer-Marschallinger, Bernhard, Guevara, Mario Antonio, Vargas, Rodrigo, MacMillan, Robert A., Batjes, Niels H., Leenaars, Johan G. B., Ribeiro, Eloi, Wheeler, Ichsani, Mantel, Stephan, Kempen, Bas
Publicado 2017

African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning

por Hengl, Tomislav, Miller, Matthew A. E., Križan, Josip, Shepherd, Keith D., Sila, Andrew, Kilibarda, Milan, Antonijević, Ognjen, Glušica, Luka, Dobermann, Achim, Haefele, Stephan M., McGrath, Steve P., Acquah, Gifty E., Collinson, Jamie, Parente, Leandro, Sheykhmousa, Mohammadreza, Saito, Kazuki, Johnson, Jean-Martial, Chamberlin, Jordan, Silatsa, Francis B. T., Yemefack, Martin, Wendt, John, MacMillan, Robert A., Wheeler, Ichsani, Crouch, Jonathan
Publicado 2021

Global rainfall erosivity database (GloREDa) and monthly R-factor data at 1 km spatial resolution

por Panagos, Panos, Hengl, Tomislav, Wheeler, Ichsani, Marcinkowski, Pawel, Rukeza, Montfort Bagalwa, Yu, Bofu, Yang, Jae E., Miao, Chiyuan, Chattopadhyay, Nabansu, Sadeghi, Seyed Hamidreza, Levi, Yoav, Erpul, Gunay, Birkel, Christian, Hoyos, Natalia, Oliveira, Paulo Tarso S., Bonilla, Carlos A., Nel, Werner, Al Dashti, Hassan, Bezak, Nejc, Van Oost, Kristof, Petan, Sašo, Fenta, Ayele Almaw, Haregeweyn, Nigussie, Pérez-Bidegain, Mario, Liakos, Leonidas, Ballabio, Cristiano, Borrelli, Pasquale
Publicado 2023

Soil legacy data rescue via GlobalSoilMap and other international and national initiatives

por Arrouays, Dominique, Leenaars, Johan G.B., Richer-de-Forges, Anne C., Adhikari, Koushik, Ballabio, Cristiano, Greve, Mogens, Grundy, Mike, Guerrero, Eliseo, Hempel, Jon, Hengl, Tomislav, Heuvelink, Gerard, Batjes, Niels, Carvalho, Eloi, Hartemink, Alfred, Hewitt, Alan, Hong, Suk-Young, Krasilnikov, Pavel, Lagacherie, Philippe, Lelyk, Glen, Libohova, Zamir, Lilly, Allan, McBratney, Alex, McKenzie, Neil, Vasquez, Gustavo M., Leatitia Mulder, Vera, Minasny, Budiman, Luca, Montanarella, Odeh, Inakwu, Padarian, Jose, Poggio, Laura, Roudier, Pierre, Saby, Nicolas, Savin, Igor, Searle, Ross, Solbovoy, Vladimir, Thompson, James, Smith, Scott, Sulaeman, Yiyi, Vintila, Ruxandra, Rossel, Raphael Viscarra, Wilson, Peter, Zhang, Gan-Lin, Swerts, Martine, Oorts, Katrien, Karklins, Aldis, Feng, Liu, Ibelles Navarro, Alexandro R., Levin, Arkadiy, Laktionova, Tetiana, Dell’Acqua, Martin, Suvannang, Nopmanee, Ruam, Waew, Prasad, Jagdish, Patil, Nitin, Husnjak, Stjepan, Pasztor, Laszlo, Okx, Joop, Hallet, Stephen, Keay, Caroline, Farewell, Timothy, Lilja, Harri, Juilleret, Jerome, Marx, Simone, Takata, Yusuke, Kazuyuki, Yagi, Mansuy, Nicolas, Panagos, Panos, Van Liedekerke, Mark, Skalsky, Rastislav, Sobocka, Jaroslava, Kobza, Josef, Eftekhari, Kamran, Kacem Alavipanah, Seyed, Moussadek, Rachid, Badraoui, Mohamed, Da Silva, Mayesse, Paterson, Garry, da Conceicao Gonsalves, Maria, Theocharopoulos, Sid, Yemefack, Martin, Tedou, Silatsa, Vrscaj, Borut, Grob, Urs, Kozak, Josef, Boruvka, Lubos, Dobos, Endre, Taboada, Miguel, Moretti, Lucas, Rodriguez, Dario
Publicado 2017