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Global rainfall erosivity assessment based on high-temporal resolution rainfall records.

Identifieur interne : 000A95 ( PubMed/Corpus ); précédent : 000A94; suivant : 000A96

Global rainfall erosivity assessment based on high-temporal resolution rainfall records.

Auteurs : Panos Panagos ; Pasquale Borrelli ; Katrin Meusburger ; Bofu Yu ; Andreas Klik ; Kyoung Jae Lim ; Jae E. Yang ; Jinren Ni ; Chiyuan Miao ; Nabansu Chattopadhyay ; Seyed Hamidreza Sadeghi ; Zeinab Hazbavi ; Mohsen Zabihi ; Gennady A. Larionov ; Sergey F. Krasnov ; Andrey V. Gorobets ; Yoav Levi ; Gunay Erpul ; Christian Birkel ; Natalia Hoyos ; Victoria Naipal ; Paulo Tarso S. Oliveira ; Carlos A. Bonilla ; Mohamed Meddi ; Werner Nel ; Hassan Al Dashti ; Martino Boni ; Nazzareno Diodato ; Kristof Van Oost ; Mark Nearing ; Cristiano Ballabio

Source :

RBID : pubmed:28646132

Abstract

The exposure of the Earth's surface to the energetic input of rainfall is one of the key factors controlling water erosion. While water erosion is identified as the most serious cause of soil degradation globally, global patterns of rainfall erosivity remain poorly quantified and estimates have large uncertainties. This hampers the implementation of effective soil degradation mitigation and restoration strategies. Quantifying rainfall erosivity is challenging as it requires high temporal resolution(<30 min) and high fidelity rainfall recordings. We present the results of an extensive global data collection effort whereby we estimated rainfall erosivity for 3,625 stations covering 63 countries. This first ever Global Rainfall Erosivity Database was used to develop a global erosivity map at 30 arc-seconds(~1 km) based on a Gaussian Process Regression(GPR). Globally, the mean rainfall erosivity was estimated to be 2,190 MJ mm ha(-1) h(-1) yr(-1), with the highest values in South America and the Caribbean countries, Central east Africa and South east Asia. The lowest values are mainly found in Canada, the Russian Federation, Northern Europe, Northern Africa and the Middle East. The tropical climate zone has the highest mean rainfall erosivity followed by the temperate whereas the lowest mean was estimated in the cold climate zone.

DOI: 10.1038/s41598-017-04282-8
PubMed: 28646132

Links to Exploration step

pubmed:28646132

Le document en format XML

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<name sortKey="Yu, Bofu" sort="Yu, Bofu" uniqKey="Yu B" first="Bofu" last="Yu">Bofu Yu</name>
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<name sortKey="Klik, Andreas" sort="Klik, Andreas" uniqKey="Klik A" first="Andreas" last="Klik">Andreas Klik</name>
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<nlm:affiliation>BOKU, University of Natural Resources and Life Sciences, Vienna, Austria.</nlm:affiliation>
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<name sortKey="Jae Lim, Kyoung" sort="Jae Lim, Kyoung" uniqKey="Jae Lim K" first="Kyoung" last="Jae Lim">Kyoung Jae Lim</name>
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<nlm:affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</nlm:affiliation>
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<name sortKey="Yang, Jae E" sort="Yang, Jae E" uniqKey="Yang J" first="Jae E" last="Yang">Jae E. Yang</name>
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<nlm:affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</nlm:affiliation>
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<name sortKey="Ni, Jinren" sort="Ni, Jinren" uniqKey="Ni J" first="Jinren" last="Ni">Jinren Ni</name>
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<nlm:affiliation>College of Environmental Sciences and Engineering, Peking University, Beijing, P.R. China.</nlm:affiliation>
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<name sortKey="Miao, Chiyuan" sort="Miao, Chiyuan" uniqKey="Miao C" first="Chiyuan" last="Miao">Chiyuan Miao</name>
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<nlm:affiliation>College of Global Change and Earth System Science, Beijing Normal University, Beijing, P.R. China.</nlm:affiliation>
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<name sortKey="Chattopadhyay, Nabansu" sort="Chattopadhyay, Nabansu" uniqKey="Chattopadhyay N" first="Nabansu" last="Chattopadhyay">Nabansu Chattopadhyay</name>
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<nlm:affiliation>India Meteorological Department, Pune, India.</nlm:affiliation>
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<name sortKey="Sadeghi, Seyed Hamidreza" sort="Sadeghi, Seyed Hamidreza" uniqKey="Sadeghi S" first="Seyed Hamidreza" last="Sadeghi">Seyed Hamidreza Sadeghi</name>
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<nlm:affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</nlm:affiliation>
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<name sortKey="Hazbavi, Zeinab" sort="Hazbavi, Zeinab" uniqKey="Hazbavi Z" first="Zeinab" last="Hazbavi">Zeinab Hazbavi</name>
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<name sortKey="Zabihi, Mohsen" sort="Zabihi, Mohsen" uniqKey="Zabihi M" first="Mohsen" last="Zabihi">Mohsen Zabihi</name>
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<nlm:affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</nlm:affiliation>
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<name sortKey="Larionov, Gennady A" sort="Larionov, Gennady A" uniqKey="Larionov G" first="Gennady A" last="Larionov">Gennady A. Larionov</name>
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<nlm:affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</nlm:affiliation>
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<name sortKey="Krasnov, Sergey F" sort="Krasnov, Sergey F" uniqKey="Krasnov S" first="Sergey F" last="Krasnov">Sergey F. Krasnov</name>
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<name sortKey="Gorobets, Andrey V" sort="Gorobets, Andrey V" uniqKey="Gorobets A" first="Andrey V" last="Gorobets">Andrey V. Gorobets</name>
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<nlm:affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</nlm:affiliation>
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<name sortKey="Levi, Yoav" sort="Levi, Yoav" uniqKey="Levi Y" first="Yoav" last="Levi">Yoav Levi</name>
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<nlm:affiliation>Israel Meteorological Service, Beit Dagan, Israel.</nlm:affiliation>
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<name sortKey="Erpul, Gunay" sort="Erpul, Gunay" uniqKey="Erpul G" first="Gunay" last="Erpul">Gunay Erpul</name>
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<nlm:affiliation>Faculty of Agriculture - Soil Science Departement, Ankara University, Ankara, Turkey.</nlm:affiliation>
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<author>
<name sortKey="Birkel, Christian" sort="Birkel, Christian" uniqKey="Birkel C" first="Christian" last="Birkel">Christian Birkel</name>
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<nlm:affiliation>University of Costa Rica, San Jose, Costa Rica.</nlm:affiliation>
</affiliation>
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<name sortKey="Hoyos, Natalia" sort="Hoyos, Natalia" uniqKey="Hoyos N" first="Natalia" last="Hoyos">Natalia Hoyos</name>
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<nlm:affiliation>Universidad del Norte, Barranquilla, Colombia.</nlm:affiliation>
</affiliation>
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<author>
<name sortKey="Naipal, Victoria" sort="Naipal, Victoria" uniqKey="Naipal V" first="Victoria" last="Naipal">Victoria Naipal</name>
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<nlm:affiliation>Laboratoire des Sciences du Climat et de l'Environnement, IPSL-LSCE, Gif sur Yvette, France.</nlm:affiliation>
</affiliation>
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<name sortKey="Oliveira, Paulo Tarso S" sort="Oliveira, Paulo Tarso S" uniqKey="Oliveira P" first="Paulo Tarso S" last="Oliveira">Paulo Tarso S. Oliveira</name>
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<nlm:affiliation>Federal University of Mato Grosso do Sul, Campo Grande, Brazil.</nlm:affiliation>
</affiliation>
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<author>
<name sortKey="Bonilla, Carlos A" sort="Bonilla, Carlos A" uniqKey="Bonilla C" first="Carlos A" last="Bonilla">Carlos A. Bonilla</name>
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<nlm:affiliation>Departamento de Ingeniería Hidráulica y Ambiental, Pontificia Universidad Católica de Chile, Región Metropolitana, Chile.</nlm:affiliation>
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<name sortKey="Meddi, Mohamed" sort="Meddi, Mohamed" uniqKey="Meddi M" first="Mohamed" last="Meddi">Mohamed Meddi</name>
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<nlm:affiliation>Ecole Nationale Supérieure d'Hydraulique de Blida, Soumaâ, Algeria.</nlm:affiliation>
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<name sortKey="Nel, Werner" sort="Nel, Werner" uniqKey="Nel W" first="Werner" last="Nel">Werner Nel</name>
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<nlm:affiliation>Department of Geography and Environmental Science, University of Fort Hare, Alice, South Africa.</nlm:affiliation>
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<name sortKey="Al Dashti, Hassan" sort="Al Dashti, Hassan" uniqKey="Al Dashti H" first="Hassan" last="Al Dashti">Hassan Al Dashti</name>
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<nlm:affiliation>Department of Meteorology, Kuwait, Kuwait.</nlm:affiliation>
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<name sortKey="Boni, Martino" sort="Boni, Martino" uniqKey="Boni M" first="Martino" last="Boni">Martino Boni</name>
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<name sortKey="Diodato, Nazzareno" sort="Diodato, Nazzareno" uniqKey="Diodato N" first="Nazzareno" last="Diodato">Nazzareno Diodato</name>
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<nlm:affiliation>Met European Research Observatory, Benevento, Italy.</nlm:affiliation>
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<name sortKey="Van Oost, Kristof" sort="Van Oost, Kristof" uniqKey="Van Oost K" first="Kristof" last="Van Oost">Kristof Van Oost</name>
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<nlm:affiliation>Université Catholique de Louvain, Louvain-la-Neuve, Belgium.</nlm:affiliation>
</affiliation>
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<name sortKey="Nearing, Mark" sort="Nearing, Mark" uniqKey="Nearing M" first="Mark" last="Nearing">Mark Nearing</name>
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<nlm:affiliation>USDA-ARS, Southwest Watershed Research Center, Tucson, AZ, USA.</nlm:affiliation>
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<name sortKey="Ballabio, Cristiano" sort="Ballabio, Cristiano" uniqKey="Ballabio C" first="Cristiano" last="Ballabio">Cristiano Ballabio</name>
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<nlm:affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy.</nlm:affiliation>
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<title xml:lang="en">Global rainfall erosivity assessment based on high-temporal resolution rainfall records.</title>
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<name sortKey="Panagos, Panos" sort="Panagos, Panos" uniqKey="Panagos P" first="Panos" last="Panagos">Panos Panagos</name>
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<nlm:affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy. panos.panagos@ec.europa.eu.</nlm:affiliation>
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<name sortKey="Borrelli, Pasquale" sort="Borrelli, Pasquale" uniqKey="Borrelli P" first="Pasquale" last="Borrelli">Pasquale Borrelli</name>
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<nlm:affiliation>Environmental Geosciences, University of Basel, Basel, Switzerland.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Meusburger, Katrin" sort="Meusburger, Katrin" uniqKey="Meusburger K" first="Katrin" last="Meusburger">Katrin Meusburger</name>
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<nlm:affiliation>Environmental Geosciences, University of Basel, Basel, Switzerland.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Yu, Bofu" sort="Yu, Bofu" uniqKey="Yu B" first="Bofu" last="Yu">Bofu Yu</name>
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<nlm:affiliation>School of Engineering, Griffith University, Nathan, Australia.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Klik, Andreas" sort="Klik, Andreas" uniqKey="Klik A" first="Andreas" last="Klik">Andreas Klik</name>
<affiliation>
<nlm:affiliation>BOKU, University of Natural Resources and Life Sciences, Vienna, Austria.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Jae Lim, Kyoung" sort="Jae Lim, Kyoung" uniqKey="Jae Lim K" first="Kyoung" last="Jae Lim">Kyoung Jae Lim</name>
<affiliation>
<nlm:affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Yang, Jae E" sort="Yang, Jae E" uniqKey="Yang J" first="Jae E" last="Yang">Jae E. Yang</name>
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<nlm:affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</nlm:affiliation>
</affiliation>
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<author>
<name sortKey="Ni, Jinren" sort="Ni, Jinren" uniqKey="Ni J" first="Jinren" last="Ni">Jinren Ni</name>
<affiliation>
<nlm:affiliation>College of Environmental Sciences and Engineering, Peking University, Beijing, P.R. China.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Miao, Chiyuan" sort="Miao, Chiyuan" uniqKey="Miao C" first="Chiyuan" last="Miao">Chiyuan Miao</name>
<affiliation>
<nlm:affiliation>College of Global Change and Earth System Science, Beijing Normal University, Beijing, P.R. China.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Chattopadhyay, Nabansu" sort="Chattopadhyay, Nabansu" uniqKey="Chattopadhyay N" first="Nabansu" last="Chattopadhyay">Nabansu Chattopadhyay</name>
<affiliation>
<nlm:affiliation>India Meteorological Department, Pune, India.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Sadeghi, Seyed Hamidreza" sort="Sadeghi, Seyed Hamidreza" uniqKey="Sadeghi S" first="Seyed Hamidreza" last="Sadeghi">Seyed Hamidreza Sadeghi</name>
<affiliation>
<nlm:affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Hazbavi, Zeinab" sort="Hazbavi, Zeinab" uniqKey="Hazbavi Z" first="Zeinab" last="Hazbavi">Zeinab Hazbavi</name>
<affiliation>
<nlm:affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Zabihi, Mohsen" sort="Zabihi, Mohsen" uniqKey="Zabihi M" first="Mohsen" last="Zabihi">Mohsen Zabihi</name>
<affiliation>
<nlm:affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Larionov, Gennady A" sort="Larionov, Gennady A" uniqKey="Larionov G" first="Gennady A" last="Larionov">Gennady A. Larionov</name>
<affiliation>
<nlm:affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Krasnov, Sergey F" sort="Krasnov, Sergey F" uniqKey="Krasnov S" first="Sergey F" last="Krasnov">Sergey F. Krasnov</name>
<affiliation>
<nlm:affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Gorobets, Andrey V" sort="Gorobets, Andrey V" uniqKey="Gorobets A" first="Andrey V" last="Gorobets">Andrey V. Gorobets</name>
<affiliation>
<nlm:affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Levi, Yoav" sort="Levi, Yoav" uniqKey="Levi Y" first="Yoav" last="Levi">Yoav Levi</name>
<affiliation>
<nlm:affiliation>Israel Meteorological Service, Beit Dagan, Israel.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Erpul, Gunay" sort="Erpul, Gunay" uniqKey="Erpul G" first="Gunay" last="Erpul">Gunay Erpul</name>
<affiliation>
<nlm:affiliation>Faculty of Agriculture - Soil Science Departement, Ankara University, Ankara, Turkey.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Birkel, Christian" sort="Birkel, Christian" uniqKey="Birkel C" first="Christian" last="Birkel">Christian Birkel</name>
<affiliation>
<nlm:affiliation>University of Costa Rica, San Jose, Costa Rica.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Hoyos, Natalia" sort="Hoyos, Natalia" uniqKey="Hoyos N" first="Natalia" last="Hoyos">Natalia Hoyos</name>
<affiliation>
<nlm:affiliation>Universidad del Norte, Barranquilla, Colombia.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Naipal, Victoria" sort="Naipal, Victoria" uniqKey="Naipal V" first="Victoria" last="Naipal">Victoria Naipal</name>
<affiliation>
<nlm:affiliation>Laboratoire des Sciences du Climat et de l'Environnement, IPSL-LSCE, Gif sur Yvette, France.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Oliveira, Paulo Tarso S" sort="Oliveira, Paulo Tarso S" uniqKey="Oliveira P" first="Paulo Tarso S" last="Oliveira">Paulo Tarso S. Oliveira</name>
<affiliation>
<nlm:affiliation>Federal University of Mato Grosso do Sul, Campo Grande, Brazil.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Bonilla, Carlos A" sort="Bonilla, Carlos A" uniqKey="Bonilla C" first="Carlos A" last="Bonilla">Carlos A. Bonilla</name>
<affiliation>
<nlm:affiliation>Departamento de Ingeniería Hidráulica y Ambiental, Pontificia Universidad Católica de Chile, Región Metropolitana, Chile.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Meddi, Mohamed" sort="Meddi, Mohamed" uniqKey="Meddi M" first="Mohamed" last="Meddi">Mohamed Meddi</name>
<affiliation>
<nlm:affiliation>Ecole Nationale Supérieure d'Hydraulique de Blida, Soumaâ, Algeria.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Nel, Werner" sort="Nel, Werner" uniqKey="Nel W" first="Werner" last="Nel">Werner Nel</name>
<affiliation>
<nlm:affiliation>Department of Geography and Environmental Science, University of Fort Hare, Alice, South Africa.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Al Dashti, Hassan" sort="Al Dashti, Hassan" uniqKey="Al Dashti H" first="Hassan" last="Al Dashti">Hassan Al Dashti</name>
<affiliation>
<nlm:affiliation>Department of Meteorology, Kuwait, Kuwait.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Boni, Martino" sort="Boni, Martino" uniqKey="Boni M" first="Martino" last="Boni">Martino Boni</name>
<affiliation>
<nlm:affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Diodato, Nazzareno" sort="Diodato, Nazzareno" uniqKey="Diodato N" first="Nazzareno" last="Diodato">Nazzareno Diodato</name>
<affiliation>
<nlm:affiliation>Met European Research Observatory, Benevento, Italy.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Van Oost, Kristof" sort="Van Oost, Kristof" uniqKey="Van Oost K" first="Kristof" last="Van Oost">Kristof Van Oost</name>
<affiliation>
<nlm:affiliation>Université Catholique de Louvain, Louvain-la-Neuve, Belgium.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Nearing, Mark" sort="Nearing, Mark" uniqKey="Nearing M" first="Mark" last="Nearing">Mark Nearing</name>
<affiliation>
<nlm:affiliation>USDA-ARS, Southwest Watershed Research Center, Tucson, AZ, USA.</nlm:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Ballabio, Cristiano" sort="Ballabio, Cristiano" uniqKey="Ballabio C" first="Cristiano" last="Ballabio">Cristiano Ballabio</name>
<affiliation>
<nlm:affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy.</nlm:affiliation>
</affiliation>
</author>
</analytic>
<series>
<title level="j">Scientific reports</title>
<idno type="eISSN">2045-2322</idno>
<imprint>
<date when="2017" type="published">2017</date>
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<front>
<div type="abstract" xml:lang="en">The exposure of the Earth's surface to the energetic input of rainfall is one of the key factors controlling water erosion. While water erosion is identified as the most serious cause of soil degradation globally, global patterns of rainfall erosivity remain poorly quantified and estimates have large uncertainties. This hampers the implementation of effective soil degradation mitigation and restoration strategies. Quantifying rainfall erosivity is challenging as it requires high temporal resolution(<30 min) and high fidelity rainfall recordings. We present the results of an extensive global data collection effort whereby we estimated rainfall erosivity for 3,625 stations covering 63 countries. This first ever Global Rainfall Erosivity Database was used to develop a global erosivity map at 30 arc-seconds(~1 km) based on a Gaussian Process Regression(GPR). Globally, the mean rainfall erosivity was estimated to be 2,190 MJ mm ha(-1) h(-1) yr(-1), with the highest values in South America and the Caribbean countries, Central east Africa and South east Asia. The lowest values are mainly found in Canada, the Russian Federation, Northern Europe, Northern Africa and the Middle East. The tropical climate zone has the highest mean rainfall erosivity followed by the temperate whereas the lowest mean was estimated in the cold climate zone.</div>
</front>
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<Day>24</Day>
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<Month>07</Month>
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<Year>2017</Year>
<Month>Jun</Month>
<Day>23</Day>
</PubDate>
</JournalIssue>
<Title>Scientific reports</Title>
<ISOAbbreviation>Sci Rep</ISOAbbreviation>
</Journal>
<ArticleTitle>Global rainfall erosivity assessment based on high-temporal resolution rainfall records.</ArticleTitle>
<Pagination>
<MedlinePgn>4175</MedlinePgn>
</Pagination>
<ELocationID EIdType="doi" ValidYN="Y">10.1038/s41598-017-04282-8</ELocationID>
<Abstract>
<AbstractText>The exposure of the Earth's surface to the energetic input of rainfall is one of the key factors controlling water erosion. While water erosion is identified as the most serious cause of soil degradation globally, global patterns of rainfall erosivity remain poorly quantified and estimates have large uncertainties. This hampers the implementation of effective soil degradation mitigation and restoration strategies. Quantifying rainfall erosivity is challenging as it requires high temporal resolution(<30 min) and high fidelity rainfall recordings. We present the results of an extensive global data collection effort whereby we estimated rainfall erosivity for 3,625 stations covering 63 countries. This first ever Global Rainfall Erosivity Database was used to develop a global erosivity map at 30 arc-seconds(~1 km) based on a Gaussian Process Regression(GPR). Globally, the mean rainfall erosivity was estimated to be 2,190 MJ mm ha(-1) h(-1) yr(-1), with the highest values in South America and the Caribbean countries, Central east Africa and South east Asia. The lowest values are mainly found in Canada, the Russian Federation, Northern Europe, Northern Africa and the Middle East. The tropical climate zone has the highest mean rainfall erosivity followed by the temperate whereas the lowest mean was estimated in the cold climate zone.</AbstractText>
</Abstract>
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<Author ValidYN="Y">
<LastName>Panagos</LastName>
<ForeName>Panos</ForeName>
<Initials>P</Initials>
<AffiliationInfo>
<Affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy. panos.panagos@ec.europa.eu.</Affiliation>
</AffiliationInfo>
</Author>
<Author ValidYN="Y">
<LastName>Borrelli</LastName>
<ForeName>Pasquale</ForeName>
<Initials>P</Initials>
<Identifier Source="ORCID">http://orcid.org/0000-0002-4767-5115</Identifier>
<AffiliationInfo>
<Affiliation>Environmental Geosciences, University of Basel, Basel, Switzerland.</Affiliation>
</AffiliationInfo>
</Author>
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<LastName>Meusburger</LastName>
<ForeName>Katrin</ForeName>
<Initials>K</Initials>
<AffiliationInfo>
<Affiliation>Environmental Geosciences, University of Basel, Basel, Switzerland.</Affiliation>
</AffiliationInfo>
</Author>
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<LastName>Yu</LastName>
<ForeName>Bofu</ForeName>
<Initials>B</Initials>
<AffiliationInfo>
<Affiliation>School of Engineering, Griffith University, Nathan, Australia.</Affiliation>
</AffiliationInfo>
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<LastName>Klik</LastName>
<ForeName>Andreas</ForeName>
<Initials>A</Initials>
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<Affiliation>BOKU, University of Natural Resources and Life Sciences, Vienna, Austria.</Affiliation>
</AffiliationInfo>
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<LastName>Jae Lim</LastName>
<ForeName>Kyoung</ForeName>
<Initials>K</Initials>
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<Affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</Affiliation>
</AffiliationInfo>
</Author>
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<LastName>Yang</LastName>
<ForeName>Jae E</ForeName>
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<Affiliation>Kangwon National University, Chuncheon-si, Gangwon-do, South Korea.</Affiliation>
</AffiliationInfo>
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<ForeName>Jinren</ForeName>
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<ForeName>Chiyuan</ForeName>
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<Affiliation>College of Global Change and Earth System Science, Beijing Normal University, Beijing, P.R. China.</Affiliation>
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<ForeName>Nabansu</ForeName>
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<LastName>Sadeghi</LastName>
<ForeName>Seyed Hamidreza</ForeName>
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<Affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</Affiliation>
</AffiliationInfo>
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<LastName>Hazbavi</LastName>
<ForeName>Zeinab</ForeName>
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<Affiliation>Faculty of Natural Resources, Tarbiat Modares University, Jalal, Iran.</Affiliation>
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<ForeName>Mohsen</ForeName>
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<Affiliation>Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.</Affiliation>
</AffiliationInfo>
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<LastName>Krasnov</LastName>
<ForeName>Sergey F</ForeName>
<Initials>SF</Initials>
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</AffiliationInfo>
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<LastName>Gorobets</LastName>
<ForeName>Andrey V</ForeName>
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</AffiliationInfo>
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<LastName>Levi</LastName>
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</AffiliationInfo>
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<LastName>Erpul</LastName>
<ForeName>Gunay</ForeName>
<Initials>G</Initials>
<AffiliationInfo>
<Affiliation>Faculty of Agriculture - Soil Science Departement, Ankara University, Ankara, Turkey.</Affiliation>
</AffiliationInfo>
</Author>
<Author ValidYN="Y">
<LastName>Birkel</LastName>
<ForeName>Christian</ForeName>
<Initials>C</Initials>
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<Affiliation>University of Costa Rica, San Jose, Costa Rica.</Affiliation>
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<LastName>Hoyos</LastName>
<ForeName>Natalia</ForeName>
<Initials>N</Initials>
<AffiliationInfo>
<Affiliation>Universidad del Norte, Barranquilla, Colombia.</Affiliation>
</AffiliationInfo>
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<LastName>Naipal</LastName>
<ForeName>Victoria</ForeName>
<Initials>V</Initials>
<Identifier Source="ORCID">http://orcid.org/0000-0003-1603-1349</Identifier>
<AffiliationInfo>
<Affiliation>Laboratoire des Sciences du Climat et de l'Environnement, IPSL-LSCE, Gif sur Yvette, France.</Affiliation>
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<LastName>Oliveira</LastName>
<ForeName>Paulo Tarso S</ForeName>
<Initials>PTS</Initials>
<Identifier Source="ORCID">http://orcid.org/0000-0003-2806-0083</Identifier>
<AffiliationInfo>
<Affiliation>Federal University of Mato Grosso do Sul, Campo Grande, Brazil.</Affiliation>
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</Author>
<Author ValidYN="Y">
<LastName>Bonilla</LastName>
<ForeName>Carlos A</ForeName>
<Initials>CA</Initials>
<AffiliationInfo>
<Affiliation>Departamento de Ingeniería Hidráulica y Ambiental, Pontificia Universidad Católica de Chile, Región Metropolitana, Chile.</Affiliation>
</AffiliationInfo>
</Author>
<Author ValidYN="Y">
<LastName>Meddi</LastName>
<ForeName>Mohamed</ForeName>
<Initials>M</Initials>
<AffiliationInfo>
<Affiliation>Ecole Nationale Supérieure d'Hydraulique de Blida, Soumaâ, Algeria.</Affiliation>
</AffiliationInfo>
</Author>
<Author ValidYN="Y">
<LastName>Nel</LastName>
<ForeName>Werner</ForeName>
<Initials>W</Initials>
<AffiliationInfo>
<Affiliation>Department of Geography and Environmental Science, University of Fort Hare, Alice, South Africa.</Affiliation>
</AffiliationInfo>
</Author>
<Author ValidYN="Y">
<LastName>Al Dashti</LastName>
<ForeName>Hassan</ForeName>
<Initials>H</Initials>
<AffiliationInfo>
<Affiliation>Department of Meteorology, Kuwait, Kuwait.</Affiliation>
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</Author>
<Author ValidYN="Y">
<LastName>Boni</LastName>
<ForeName>Martino</ForeName>
<Initials>M</Initials>
<AffiliationInfo>
<Affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy.</Affiliation>
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</Author>
<Author ValidYN="Y">
<LastName>Diodato</LastName>
<ForeName>Nazzareno</ForeName>
<Initials>N</Initials>
<AffiliationInfo>
<Affiliation>Met European Research Observatory, Benevento, Italy.</Affiliation>
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</Author>
<Author ValidYN="Y">
<LastName>Van Oost</LastName>
<ForeName>Kristof</ForeName>
<Initials>K</Initials>
<AffiliationInfo>
<Affiliation>Université Catholique de Louvain, Louvain-la-Neuve, Belgium.</Affiliation>
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</Author>
<Author ValidYN="Y">
<LastName>Nearing</LastName>
<ForeName>Mark</ForeName>
<Initials>M</Initials>
<AffiliationInfo>
<Affiliation>USDA-ARS, Southwest Watershed Research Center, Tucson, AZ, USA.</Affiliation>
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<Author ValidYN="Y">
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<ForeName>Cristiano</ForeName>
<Initials>C</Initials>
<AffiliationInfo>
<Affiliation>European Commission, Joint Research Centre, I-21027, Ispra (VA), Italy.</Affiliation>
</AffiliationInfo>
</Author>
</AuthorList>
<Language>eng</Language>
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<PublicationType UI="D016428">Journal Article</PublicationType>
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<ArticleDate DateType="Electronic">
<Year>2017</Year>
<Month>06</Month>
<Day>23</Day>
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<PMID Version="1">25622150</PMID>
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