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1. Ecosystem Resilience Monitoring and Early Warning Using Earth Observation Data: Challenges and Outlook

Author: Bathiany, Sebastian, Bastiaansen, Robbin, Bastos, Ana, Blaschke, Lana, Lever, Jelle, Loriani, Sina, De Keersmaecker, Wanda, Dorigo, Wouter, Milenković, Milutin, Senf, Cornelius, Smith, Taylor, Verbesselt, Jan, and Boers, Niklas
Published: 2024
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2. Continuous increase in evaporative demand shortened the growing season of European ecosystems in the last decade

Author: Rahmati, Mehdi, Graf, Alexander, Poppe Terán, Christian, Amelung, Wulf, Dorigo, Wouter, Franssen, Harrie-Jan Hendricks, Montzka, Carsten, Or, Dani, Sprenger, Matthias, Vanderborght, Jan, Verhoest, Niko EC, and Vereecken, Harry
Subjects: Clean Water and Sanitation
Abstract: Despite previous reports on European growing seasons lengthening due to global warming, evidence shows that this trend has been reversing in the past decade due to increased transpiration needs. To asses this, we used an innovative method along with space-based observations to determine the timing of greening and dormancy and then to determine existing trends of them and causes. Early greening still occurs, albeit at slower rates than before. However, a recent (2011–2020) shift in the timing of dormancy has caused the season length to decrease back to 1980s levels. This shortening of season length is attributed primarily to higher atmospheric water demand in summer that suppresses transpiration even for soil moisture levels as of previous years. Transpiration suppression implies that vegetation is unable to meet the high transpiration needs. Our results have implications for future management of European ecosystems (e.g., net carbon balance and water and energy exchange with atmosphere) in a warmer world.
Published: 2023

3. Estimating the uncertainties of satellite derived soil moisture at global scale

Author: Gibon, François, Mialon, Arnaud, Richaume, Philippe, Rodríguez-Fernández, Nemesio, Aberer, Daniel, Boresch, Alexander, Crapolicchio, Raffaele, Dorigo, Wouter, Gruber, Alexander, Himmelbauer, Irene, Preimesberger, Wolfgang, Sabia, Roberto, Stradiotti, Pietro, Tercjak, Monika, and Kerr, Yann H.
Published: 2024
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4. Joint assimilation of satellite-based surface soil moisture and vegetation conditions into the Noah-MP land surface model

Author: Heyvaert, Zdenko, Scherrer, Samuel, Dorigo, Wouter, Bechtold, Michel, and De Lannoy, Gabriëlle
Published: 2024
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5. Irrigation in the Earth system

Author: McDermid, Sonali, Nocco, Mallika, Lawston-Parker, Patricia, Keune, Jessica, Pokhrel, Yadu, Jain, Meha, Jägermeyr, Jonas, Brocca, Luca, Massari, Christian, Jones, Andrew D., Vahmani, Pouya, Thiery, Wim, Yao, Yi, Bell, Andrew, Chen, Liang, Dorigo, Wouter, Hanasaki, Naota, Jasechko, Scott, Lo, Min-Hui, Mahmood, Rezaul, Mishra, Vimal, Mueller, Nathaniel D., Niyogi, Dev, Rabin, Sam S., Sloat, Lindsey, Wada, Yoshihide, Zappa, Luca, Chen, Fei, Cook, Benjamin I., Kim, Hyungjun, Lombardozzi, Danica, Polcher, Jan, Ryu, Dongryeol, Santanello, Joe, Satoh, Yusuke, Seneviratne, Sonia, Singh, Deepti, and Yokohata, Tokuta
Published: 2023
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6. Benefits and pitfalls of irrigation timing and water amounts derived from satellite soil moisture

Author: Zappa, Luca, Dari, Jacopo, Modanesi, Sara, Quast, Raphael, Brocca, Luca, De Lannoy, Gabrielle, Massari, Christian, Quintana-Seguí, Pere, Barella-Ortiz, Anais, and Dorigo, Wouter
Published: 2024
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7. The pantropical response of soil moisture to El Niño

Author: Solander, Kurt C, Newman, Brent D, de Araujo, Alessandro Carioca, Barnard, Holly R, Berry, Z Carter, Bonal, Damien, Bretfeld, Mario, Burban, Benoit, Candido, Luiz Antonio, Célleri, Rolando, Chambers, Jeffery Q, Christoffersen, Bradley O, Detto, Matteo, Dorigo, Wouter A, Ewers, Brent E, Ferreira, Savio José Filgueiras, Knohl, Alexander, Leung, L Ruby, McDowell, Nate G, Miller, Gretchen R, Monteiro, Maria Terezinha Ferreira, Moore, Georgianne W, Negron-Juarez, Robinson, Saleska, Scott R, Stiegler, Christian, Tomasella, Javier, and Xu, Chonggang
Subjects: Earth Sciences, Oceanography, Climate Action, Physical Geography and Environmental Geoscience, Civil Engineering, Environmental Engineering, Hydrology, Physical geography and environmental geoscience, Geomatic engineering
Abstract: The 2015-2016 El Niño event ranks as one of the most severe on record in terms of the magnitude and extent of sea surface temperature (SST) anomalies generated in the tropical Pacific Ocean. Corresponding global impacts on the climate were expected to rival, or even surpass, those of the 1997-1998 severe El Niño event, which had SST anomalies that were similar in size. However, the 2015-2016 event failed to meet expectations for hydrologic change in many areas, including those expected to receive well above normal precipitation. To better understand how climate anomalies during an El Niño event impact soil moisture, we investigate changes in soil moisture in the humid tropics (between ±25ĝˆ ) during the three most recent super El Niño events of 1982-1983, 1997-1998 and 2015-2016, using data from the Global Land Data Assimilation System (GLDAS). First, we use in situ soil moisture observations obtained from 16 sites across five continents to validate and bias-correct estimates from GLDAS (r2Combining double low line0.54). Next, we apply a k-means cluster analysis to the soil moisture estimates during the El Niño mature phase, resulting in four groups of clustered data. The strongest and most consistent decreases in soil moisture occur in the Amazon basin and maritime southeastern Asia, while the most consistent increases occur over eastern Africa. In addition, we compare changes in soil moisture to both precipitation and evapotranspiration, which showed a lack of agreement in the direction of change between these variables and soil moisture most prominently in the southern Amazon basin, the Sahel and mainland southeastern Asia. Our results can be used to improve estimates of spatiotemporal differences in El Niño impacts on soil moisture in tropical hydrology and ecosystem models at multiple scales..
Published: 2020

8. Closing the Water Cycle from Observations across Scales : Where Do We Stand?

Author: Dorigo, Wouter, Dietrich, Stephan, Aires, Filipe, Brocca, Luca, Carter, Sarah, Cretaux, Jean-François, Dunkerley, David, Enomoto, Hiroyuki, Forsberg, René, Güntner, Andreas, Hegglin, Michaela I., Hollmann, Rainer, Hurst, Dale F., Johannessen, Johnny A., Kummerow, Christian, Lee, Tong, Luojus, Kari, Looser, Ulrich, Miralles, Diego G., Pellet, Victor, Recknagel, Thomas, Vargas, Claudia Ruz, Schneider, Udo, Schoeneich, Philippe, Schröder, Marc, Tapper, Nigel, Vuglinsky, Valery, Wagner, Wolfgang, Yu, Lisan, Zappa, Luca, Zemp, Michael, and Aich, Valentin
Published: 2021

9. Author Correction: Irrigation in the Earth system

Author: McDermid, Sonali, Nocco, Mallika, Lawston-Parker, Patricia, Keune, Jessica, Pokhrel, Yadu, Jain, Meha, Jägermeyr, Jonas, Brocca, Luca, Massari, Christian, Jones, Andrew D., Vahmani, Pouya, Thiery, Wim, Yao, Yi, Bell, Andrew, Chen, Liang, Dorigo, Wouter, Hanasaki, Naota, Jasechko, Scott, Lo, Min-Hui, Mahmood, Rezaul, Mishra, Vimal, Mueller, Nathaniel D., Niyogi, Dev, Rabin, Sam S., Sloat, Lindsey, Wada, Yoshihide, Zappa, Luca, Chen, Fei, Cook, Benjamin I., Kim, Hyungjun, Lombardozzi, Danica, Polcher, Jan, Ryu, Dongryeol, Santanello, Joe, Satoh, Yusuke, Seneviratne, Sonia, Singh, Deepti, and Yokohata, Tokuta
Published: 2023
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10. How accurately can we retrieve irrigation timing and water amounts from (satellite) soil moisture?

Author: Zappa, Luca, Schlaffer, Stefan, Brocca, Luca, Vreugdenhil, Mariette, Nendel, Claas, and Dorigo, Wouter
Published: 2022
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11. More than Just a Word : Defining “Consistency” in Earth System Monitoring

Author: Popp, Thomas, Hegglin, Michaela I., Hollmann, Rainer, Ardhuin, Fabrice, Bartsch, Annett, Bastos, Ana, Bennett, Victoria, Boutin, Jacqueline, Brockmann, Carsten, Buchwitz, Michael, Chuvieco, Emilio, Ciais, Philippe, Dorigo, Wouter, Ghent, Darren, Jones, Richard, Lavergne, Thomas, Merchant, Christopher J., Meyssignac, Benoit, Paul, Frank, Quegan, Shaun, Sathyendranath, Shubha, Scanlon, Tracy, Schröder, Marc, Simis, Stefan G. H., and Willén, Ulrika
Published: 2021

12. Exploring the relative scale of uncertainty in high-resolution soil moisture remote sensing products towards model integration

Author: Stradiotti, Pietro, primary, Dorigo, Wouter, additional, and Samaniego, Luis, additional
Published: 2024
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13. GLEAM4: Improving global terrestrial evaporation estimates with hybrid modelling

Author: Bonte, Olivier, primary, Miralles, Diego G., additional, Koppa, Akash, additional, Baez-Villanueva, Oscar M., additional, Tronquo, Emma, additional, Zhong, Feng, additional, Hulsman, Petra, additional, Beck, Hylke, additional, Dorigo, Wouter, additional, and Verhoest, Niko E.C., additional
Published: 2024
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14. Consistency of Satellite Climate Data Records for Earth System Monitoring

Author: Popp, Thomas, Hegglin, Michaela I., Hollmann, Rainer, Ardhuin, Fabrice, Bartsch, Annett, Bastos, Ana, Bennett, Victoria, Boutin, Jacqueline, Brockmann, Carsten, Buchwitz, Michael, Chuvieco, Emilio, Ciais, Philippe, Dorigo, Wouter, Ghent, Darren, Jones, Richard, Lavergne, Thomas, Merchant, Christopher J., Meyssignac, Benoit, Paul, Frank, Quegan, Shaun, Sathyendranath, Shubha, Scanlon, Tracy, Schröder, Marc, Simis, Stefan G. H., and Willén, Ulrika
Published: 2020

15. A roadmap for high-resolution satellite soil moisture applications – confronting product characteristics with user requirements

Author: Peng, Jian, Albergel, Clement, Balenzano, Anna, Brocca, Luca, Cartus, Oliver, Cosh, Michael H., Crow, Wade T., Dabrowska-Zielinska, Katarzyna, Dadson, Simon, Davidson, Malcolm W.J., de Rosnay, Patricia, Dorigo, Wouter, Gruber, Alexander, Hagemann, Stefan, Hirschi, Martin, Kerr, Yann H., Lovergine, Francesco, Mahecha, Miguel D., Marzahn, Philip, Mattia, Francesco, Musial, Jan Pawel, Preuschmann, Swantje, Reichle, Rolf H., Satalino, Giuseppe, Silgram, Martyn, van Bodegom, Peter M., Verhoest, Niko E.C., Wagner, Wolfgang, Walker, Jeffrey P., Wegmüller, Urs, and Loew, Alexander
Published: 2021
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16. Does ASCAT observe the spring reactivation in temperate deciduous broadleaf forests?

Author: Pfeil, Isabella, Wagner, Wolfgang, Forkel, Matthias, Dorigo, Wouter, and Vreugdenhil, Mariette
Published: 2020
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17. Sun-induced fluorescence closely linked to ecosystem transpiration as evidenced by satellite data and radiative transfer models

Author: Maes, Wouter H., Pagán, Brianna R., Martens, Brecht, Gentine, Pierre, Guanter, Luis, Steppe, Kathy, Verhoest, Niko E.C., Dorigo, Wouter, Li, Xing, Xiao, Jingfeng, and Miralles, Diego G.
Published: 2020
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18. VODCA v2: Multi-sensor, multi-frequency vegetation optical depth data for long-term canopy dynamics and biomass monitoring

Author: Zotta, Ruxandra-Maria, primary, Moesinger, Leander, additional, van der Schalie, Robin, additional, Vreugdenhil, Mariette, additional, Preimesberger, Wolfgang, additional, Frederikse, Thomas, additional, de Jeu, Richard, additional, and Dorigo, Wouter, additional
Published: 2024
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19. A carbon sink-driven approach to estimate gross primary production from microwave satellite observations

Author: Teubner, Irene E., Forkel, Matthias, Camps-Valls, Gustau, Jung, Martin, Miralles, Diego G., Tramontana, Gianluca, van der Schalie, Robin, Vreugdenhil, Mariette, Mösinger, Leander, and Dorigo, Wouter A.
Published: 2019
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20. How much water is used for irrigation? A new approach exploiting coarse resolution satellite soil moisture products

Author: Brocca, Luca, Tarpanelli, Angelica, Filippucci, Paolo, Dorigo, Wouter, Zaussinger, Felix, Gruber, Alexander, and Fernández-Prieto, Diego
Published: 2018
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21. Introduction

Author: Boyer, Tim, primary, Bartow-Gillies, Ellen, additional, Abida, A., additional, Ades, Melanie, additional, Adler, Robert, additional, Adusumilli, Susheel, additional, Agyakwah, W., additional, Ahmasuk, Brandon, additional, Aldeco, Laura S., additional, Alexe, Mihai, additional, Alfaro, Eric J., additional, Allan, Richard P., additional, Allgood, Adam, additional, Alves, Lincoln. M., additional, Amador, Jorge A., additional, Anderson, John, additional, Andrade, B., additional, Anneville, Orlane, additional, Aono, Yasuyuki, additional, Arguez, Anthony, additional, Arosio, Carlo, additional, Atkinson, C., additional, Augustine, John A., additional, Avalos, Grinia, additional, Azorin-Molina, Cesar, additional, Backensto, Stacia A., additional, Bader, Stephan, additional, Baez, Julian, additional, Baiman, Rebecca, additional, Ballinger, Thomas J., additional, Banwell, Alison F., additional, Bardin, M. Yu, additional, Barichivich, Jonathan, additional, Barnes, John E., additional, Barreira, Sandra, additional, Beadling, Rebecca L., additional, Beck, Hylke E., additional, Becker, Emily J., additional, Bekele, E., additional, Bellido, Guillem Martín, additional, Bellouin, Nicolas, additional, Benedetti, Angela, additional, Benestad, Rasmus, additional, Berne, Christine, additional, Berner, Logan. T., additional, Bernhard, Germar H., additional, Bhatt, Uma S., additional, Bhuiyan, A. E., additional, Bigalke, Siiri, additional, Biló, Tiago, additional, Bissolli, Peter, additional, Bjerke Jarle, W., additional, Blagrave, Kevin, additional, Blake, Eric S., additional, Blenkinsop, Stephen, additional, Blunden, Jessica, additional, Bochníček, Oliver, additional, Bock, Olivier, additional, Bodenstein, Barbara, additional, Bodin, Xavier, additional, Bosilovich, Michael, additional, Boucher, Olivier, additional, Bozkurt, Deniz, additional, Brettschneider, Brian, additional, Bringas, Francis G., additional, Bringas, Francis, additional, Buechler, Dennis, additional, Buehler, Stefan A., additional, Bukunt, Brandon, additional, Calderón, Blanca, additional, Camargo, Suzana J., additional, Campbell, Jayaka, additional, Campos, Diego, additional, Carrea, Laura, additional, Carter, Brendan R., additional, Cetinić, Ivona, additional, Chambers, Don P., additional, Chan, Duo, additional, Chandler, Elise, additional, Chang, Kai-Lan, additional, Chen, Hua, additional, Chen, Lin, additional, Cheng, Lijing, additional, Cheng, Vincent Y. S., additional, Chomiak, Leah, additional, Christiansen, Hanne H., additional, Christy, John R., additional, Chung, Eui-Seok, additional, Ciasto, Laura M., additional, Clarke, Leonardo, additional, Clem, Kyle R., additional, Clingan, Scott, additional, Coelho, Caio A.S., additional, Cohen, Judah L., additional, Coldewey-Egbers, Melanie, additional, Colwell, Steve, additional, Cooper, Owen R., additional, Cornes, Richard C., additional, Correa, Kris, additional, Costa, Felipe, additional, Covey, Curt, additional, Coy, Lawrence, additional, Créatux, Jean-François, additional, Crhova, Lenka, additional, Crimmins, Theresa, additional, Cronin, Meghan F., additional, Cropper, Thomas, additional, Crotwell, Molly, additional, Culpepper, Joshua, additional, Cunha, Ana P., additional, Cusicanqui, Diego, additional, Datta, Rajashree T., additional, Davis, Sean M., additional, De Bock, Veerle, additional, de Jeu, Richard A. M., additional, De Laat, Jos, additional, Decharme, Bertrand, additional, Degenstein, Doug, additional, Delaloye, Reynald, additional, Demircan, Mesut, additional, Derksen, Chris, additional, Deus, Ricardo, additional, Dhurmea, K. R., additional, Diamond, Howard J., additional, Dirkse, S., additional, Divine, Dmitry, additional, Dokulil, Martin T., additional, Donat, Markus G., additional, Dong, Shenfu, additional, Dorigo, Wouter A., additional, Drost Jensen, Caroline, additional, Druckenmiller, Matthew L., additional, Drumond, Paula, additional, du Plessis, Marcel, additional, Dugan, Hilary A., additional, Dulamsuren, Dashkhuu, additional, Dunmire, Devon, additional, Dunn, Robert J. H., additional, Durre, Imke, additional, Dusek, Robert, additional, Dutton, Geoff, additional, Duveiller, Gregory, additional, Ekici, Mithat, additional, Elias Chereque, Alesksandra, additional, ElKharrim, M., additional, Epstein, Howard E., additional, Espinoza, Jhan-Carlo, additional, Estilow, Thomas W., additional, Estrella, Nicole, additional, Fauchereau, Nicolas, additional, Fausto, Robert S., additional, Feely, Richard A., additional, Fenimore, Chris, additional, Fereday, David, additional, Fettweis, Xavier, additional, Fioletov, vitali E., additional, Flemming, Johannes, additional, Fogarty, Chris, additional, Fogt, Ryan L., additional, Forbes, Bruce C., additional, Foster, Michael J., additional, Franz, Bryan A., additional, Freeman, Natalie M., additional, Fricker, Helen A., additional, Frith, Stacey M., additional, Froidevaux, Lucien, additional, Frost, Gerald V. (JJ), additional, Fuhrman, Steven, additional, Füllekrug, Martin, additional, Ganter, Catherine, additional, Gao, Meng, additional, Gardner, Alex S., additional, Garforth, Judith, additional, Garg, Jay, additional, Gerland, Sebastian, additional, Gibbes, Badin, additional, Gille, Sarah T., additional, Gilson, John, additional, Gleason, Karin, additional, Gobron, Nadine, additional, Goetz, Scott J., additional, Goldenberg, Stanley B., additional, Goni, Gustavo, additional, Goodman, Steven, additional, Goto, Atsushi, additional, Grooß, Jens-Uwe, additional, Gruber, Alexander, additional, Gu, Guojun, additional, Guard, Charles “Chip” P., additional, Hagos, S., additional, Hahn, Sebastian, additional, Haimberger, Leopold, additional, Hall, Bradley D., additional, Hamlington, Benjamin D., additional, Hanna, Edward, additional, Hanssen-Bauer, Inger, additional, Harnos, Daniel S., additional, Harris, Ian, additional, He, Qiong, additional, Heim, Richard R., additional, Hellström, Sverker, additional, Hemming, Deborah L., additional, Hendricks, Stefan, additional, Hicks, J., additional, Hidalgo, Hugo G., additional, Hirschi, Martin, additional, Ho, Shu-peng (Ben), additional, Hobbs, W., additional, Holmes, Robert M., additional, Holzworth, Robert, additional, Hrbáček, Filip, additional, Hu, Guojie, additional, Hu, Zeng-Zhen, additional, Huang, Boyin, additional, Huang, Hongjie, additional, Hurst, Dale F., additional, Ialongo, Iolanda, additional, Inness, Antje, additional, Isaksen, Ketil, additional, Ishii, Masayoshi, additional, Jadra, Gerardo, additional, Jevrejeva, Svetlana, additional, John, Viju O., additional, Johns, W., additional, Johnsen, Bjørn, additional, Johnson, Bryan, additional, Johnson, Gregory C., additional, Jones, Philip D., additional, Jones, Timothy, additional, Josey, Simon A., additional, Jumaux, G., additional, Junod, Robert, additional, Kääb, Andreas, additional, Kabidi, K., additional, Kaiser, Johannes W., additional, Kaler, Robb S.A., additional, Kaleschke, Lars, additional, Kaufmann, Viktor, additional, Kazemi, Amin Fazl, additional, Keller, Linda M., additional, Kellerer-Pirklbauer, Andreas, additional, Kendon, Mike, additional, Kennedy, John, additional, Kent, Elizabeth C., additional, Kerr, Kenneth, additional, Khan, Valentina, additional, Khiem, Mai Van, additional, Kidd, Richard, additional, Kim, Mi Ju, additional, Kim, Seong-Joong, additional, Kipling, Zak, additional, Klotzbach, Philip J., additional, Knaff, John A., additional, Koppa, Akash, additional, Korshunova, Natalia N., additional, Kraemer, Benjamin M., additional, Kramarova, Natalya A., additional, Kruger, A. C., additional, Kruger, Andries, additional, Kumar, Arun, additional, L’Heureux, Michelle, additional, La Fuente, Sofia, additional, Laas, Alo, additional, Labe, Zachary M., additional, Lader, Rick, additional, Lakatos, Mónika, additional, Lakkala, Kaisa, additional, Lam, Hoang Phuc, additional, Lan, Xin, additional, Landschützer, Peter, additional, Landsea, Chris W., additional, Lang, Timothy, additional, Lankhorst, Matthias, additional, Lantz, Kathleen O., additional, Lara, Mark J., additional, Lavado-Casimiro, Waldo, additional, Lavers, David A., additional, Lazzara, Matthew A., additional, Leblanc, Thierry, additional, Lee, Tsz-Cheung, additional, Leibensperger, Eric M., additional, Lennard, Chris, additional, Leuliette, Eric, additional, Leung, Kinson H. Y., additional, Lieser, Jan L., additional, Likso, Tanja, additional, Lin, I-I., additional, Lindsey, Jackie, additional, Liu, Yakun, additional, Locarnini, Ricardo, additional, Loeb, Norman G., additional, Loomis, Bryant D., additional, Lorrey, Andrew M., additional, Loyola, Diego, additional, Lu, Rui, additional, Lumpkin, Rick, additional, Luo, Jing-Jia, additional, Luojus, Kari, additional, Lyman, John M., additional, Maberly, Stephen C., additional, Macander, Matthew J., additional, MacFerrin, Michael, additional, MacGilchrist, Graeme A., additional, MacLennan, Michelle L., additional, Madelon, Remi, additional, Magee, Andrew D., additional, Magnin, Florence, additional, Mamen, Jostein, additional, Mankoff, Ken D., additional, Manney, Gloria L., additional, Marcinonienė, Izolda, additional, Marengo, Jose A., additional, Marjan, Mohammadi, additional, Martínez, Ana E., additional, Massom, Robert A., additional, Matsuzaki, Shin-Ichiro, additional, May, Linda, additional, Mayer, Michael, additional, Mazloff, Matthew R., additional, McAfee, Stephanie A., additional, McBride, C., additional, McCabe, Matthew F., additional, McClelland, James W., additional, McPhaden, Michael J., additional, Mcvicar, Tim R., additional, Mears, Carl A., additional, Meier, Walter N., additional, Mekonnen, A., additional, Menzel, Annette, additional, Merchant, Christopher J., additional, Merrifield, Mark A., additional, Meyer, Michael F., additional, Meyers, Tristan, additional, Mikolajczyk, David E., additional, Miller, John B., additional, Miralles, Diego G., additional, Misevicius, Noelia, additional, Mishonov, Alexey, additional, Mitchum, Gary T., additional, Moat, Ben I., additional, Moesinger, Leander, additional, Moise, Aurel, additional, Molina-Carpio, Jorge, additional, Monet, Ghislaine, additional, Montzka, Stephan A., additional, Moon, Twila A., additional, Moore, G. W. K., additional, Mora, Natali, additional, Morán, Johnny, additional, Morehen, Claire, additional, Morice, Colin, additional, Mostafa, A. E., additional, Mote, Thomas L., additional, Mrekaj, Ivan, additional, Mudryk, Lawrence, additional, Mühle, Jens, additional, Müller, Rolf, additional, Nance, David, additional, Nash, Eric R., additional, Nerem, R. Steven, additional, Newman, Paul A., additional, Nicolas, Julien P., additional, Nieto, Juan J., additional, Noetzli, Jeannette, additional, Noll, Ben, additional, Norton, Taylor, additional, Nyland, Kelsey E., additional, O’Keefe, John, additional, Ochwat, Naomi, additional, Oikawa, Yoshinori, additional, Okunaka, Yuka, additional, Osborn, Timothy J., additional, Overland, James E., additional, Park, Taejin, additional, Parrington, Mark, additional, Parrish, Julia K., additional, Pasch, Richard J., additional, Pascual Ramírez, Reynaldo, additional, Pellet, Cécile, additional, Pelto, Mauri S., additional, Perčec Tadić, Melita, additional, Perovich, Donald K., additional, Petersen, Guðrún Nína, additional, Petersen, Kyle, additional, Petropavlovskikh, Irina, additional, Petty, Alek, additional, Pezza, Alexandre B., additional, Pezzi, Luciano P., additional, Phillips, Coda, additional, Phoenix, Gareth K., additional, Pierson, Don, additional, Pinto, Izidine, additional, Pires, Vanda, additional, Pitts, Michael, additional, Po-Chedley, Stephen, additional, Pogliotti, Paolo, additional, Poinar, Kristin, additional, Polvani, Lorenzo, additional, Preimesberger, Wolfgang, additional, Price, Colin, additional, Pulkkanen, Merja, additional, Purkey, Sarah G., additional, Qiu, Bo, additional, Quisbert, Kenny, additional, Quispe, Willy R., additional, Rajeevan, M., additional, Ramos, Andrea M., additional, Randel, William J., additional, Rantanen, Mika, additional, Raphael, Marilyn N., additional, Reagan, James, additional, Recalde, Cristina, additional, Reid, Phillip, additional, Rémy, Samuel, additional, Reyes Kohler, Alejandra J., additional, Ricciardulli, Lucrezia, additional, Richardson, Andrew D., additional, Ricker, Robert, additional, Robinson, David A., additional, Robjhon, M., additional, Rocha, Willy, additional, Rodell, Matthew, additional, Rodriguez Guisado, Esteban, additional, Rodriguez-Fernandez, Nemesio, additional, Romanovsky, Vladimir E., additional, Ronchail, Josyane, additional, Rosencrans, Matthew, additional, Rosenlof, Karen H., additional, Rösner, Benjamin, additional, Rösner, Henrieke, additional, Rozanov, Alexei, additional, Rozkošný, Jozef, additional, Rubek, Frans, additional, Rusanovskaya, Olga O., additional, Rutishauser, This, additional, Sabeerali, C. T., additional, Salinas, Roberto, additional, Sánchez-Lugo, Ahira, additional, Santee, Michelle L., additional, Santini, Marcelo, additional, Sato, Katsunari, additional, Sawaengphokhai, Parnchai, additional, Sayouri, A., additional, Scambos, Theodore, additional, Schenzinger, Verena, additional, Schimanke, Semjon, additional, Schlegel, Robert W., additional, Schmid, Claudia, additional, Schmid, Martin, additional, Schneider, Udo, additional, Schreck, Carl J., additional, Schultz, Cristina, additional, _, _, additional, Segele, Z. T., additional, Sensoy, Serhat, additional, Serbin, Shawn P., additional, Serreze, Mark C., additional, Setiawan, Amsari Mudzakir, additional, Sezaki, Fumi, additional, Sharma, Sapna, additional, Sharp, Jonathan D., additional, Sheffield, Gay, additional, Shi, Jia-Rui, additional, Shi, Lei, additional, Shiklomanov, Alexander I., additional, Shiklomanov, Nikolay I., additional, Shimaraeva, Svetlana V., additional, Shukla, R., additional, Siegel, David A., additional, Silow, Eugene A., additional, Sima, F., additional, Simmons, Adrian J., additional, Smeed, David A., additional, Smith, Adam, additional, Smith, Matthew M., additional, Smith, Sharon L., additional, Soden, Brian J., additional, Sofieva, Viktoria, additional, Souza, Everaldo, additional, Sparks, Tim H., additional, Spence-Hemmings, Jacqueline, additional, Spencer, Robert G. M., additional, Spillane, Sandra, additional, Sreejith, O. P., additional, Srivastava, A. K., additional, Stackhouse, Paul W., additional, Stammerjohn, Sharon, additional, Stauffer, Ryan, additional, Steinbrecht, Wolfgang, additional, Steiner, Andrea K., additional, Stella, Jose L., additional, Stephenson, Tannecia S., additional, Stradiotti, Pietro, additional, Strahan, Susan E., additional, Streletskiy, Dmitry A., additional, Surendran, Divya E., additional, Suslova, Anya, additional, Svendby, Tove, additional, Sweet, William, additional, Takahashi, Kiyotoshi, additional, Takemura, Kazuto, additional, Tank, Suzanne E., additional, Taylor, Michael A., additional, Tedesco, Marco, additional, Thackeray, Stephen J., additional, Thiaw, W. M., additional, Thibert, Emmanuel, additional, Thoman, Richard L., additional, Thompson, Andrew F., additional, Thompson, Philip R., additional, Tian-Kunze, Xiangshan, additional, Timmermans, Mary-Louise, additional, Timofeyev, Maxim A., additional, Tobin, Skie, additional, Tømmervik, Hans, additional, Tourpali, Kleareti, additional, Trescilo, Lidia, additional, Tretiakov, Mikhail, additional, Trewin, Blair C., additional, Triñanes, Joaquin A., additional, Trotman, Adrian, additional, Truchelut, Ryan E., additional, Trusel, Luke D., additional, Tye, Mari R., additional, van der A, Ronald, additional, van der Schalie, Robin, additional, van der Schrier, Gerard, additional, Van Hemert, Caroline, additional, Van Meerbeeck, Cedric J., additional, van vliet, Arnold J.H., additional, Vazife, Ahad, additional, Verburg, Piet, additional, Vernier, Jean-Paul, additional, Vimont, Isaac J., additional, Virts, Katrina, additional, Vivero, Sebastián, additional, Volkov, Denis L., additional, Vömel, Holger, additional, Vose, Russell S., additional, Walker, Donald (Skip) A., additional, Walsh, John E., additional, Wang, Bin, additional, Wang, Hui, additional, Wang, Muyin, additional, Wang, Ray H. J., additional, Wang, Xinyue, additional, Wanninkhof, Rik, additional, Warnock, Taran, additional, Weber, Mark, additional, Webster, Melinda, additional, Wehrlé, Adrian, additional, Wen, Caihong, additional, Westberry, Toby K., additional, Widlansky, Matthew J., additional, Wiese, David N., additional, Wild, Jeannette D., additional, Wille, Jonathan D., additional, Willems, An, additional, Willett, Kate M., additional, Williams, Earle, additional, Willis, J., additional, Wong, Takmeng, additional, Wood, Kimberly M., additional, Woolway, Richard Iestyn, additional, Xie, Ping-Ping, additional, Yang, Daqing, additional, Yin, Xungang, additional, Yin, Ziqi, additional, Zeng, Zhenzhong, additional, Zhang, Huai-min, additional, Zhang, Li, additional, Zhang, Peiqun, additional, Zhao, Lin, additional, Zhou, Xinjia, additional, Zhu, Zhiwei, additional, Ziemke, Jerry R., additional, Ziese, Markus, additional, Zolkos, Scott, additional, Zotta, Ruxandra M., additional, Zou, Cheng-Zhi, additional, Allen, Jessicca, additional, Camper, Amy V., additional, Haley, Bridgette O., additional, Hammer, Gregory, additional, Love-Brotak, S. Elizabeth, additional, Ohlmann, Laura, additional, Noguchi, Lukas, additional, Riddle, Deborah B., additional, and Veasey, Sara W., additional
Published: 2023
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22. Global Climate

Author: Dunn, Robert J. H., primary, Miller, John B., additional, Willett, Kate M., additional, Gobron, Nadine, additional, Ades, Melanie, additional, Adler, Robert, additional, Alexe, Mihai, additional, Allan, Richard P., additional, Anderson, John, additional, Anneville, Orlane, additional, Aono, Yasuyuki, additional, Arguez, Anthony, additional, Arosio, Carlo, additional, Augustine, John A., additional, Azorin-Molina, Cesar, additional, Barichivich, Jonathan, additional, Barnes, John E., additional, Beck, Hylke E., additional, Bellouin, Nicolas, additional, Benedetti, Angela, additional, Blagrave, Kevin, additional, Blenkinsop, Stephen, additional, Bock, Olivier, additional, Bodin, Xavier, additional, Bosilovich, Michael, additional, Boucher, Olivier, additional, Buechler, Dennis, additional, Buehler, Stefan A., additional, Campos, Diego, additional, Carrea, Laura, additional, Chang, Kai-Lan, additional, Christiansen, Hanne H., additional, Christy, John R., additional, Chung, Eui-Seok, additional, Ciasto, Laura M., additional, Clingan, Scott, additional, Coldewey-Egbers, Melanie, additional, Cooper, Owen R., additional, Cornes, Richard C., additional, Covey, Curt, additional, Créatux, Jean-François, additional, Crimmins, Theresa, additional, Cropper, Thomas, additional, Crotwell, Molly, additional, Culpepper, Joshua, additional, Cusicanqui, Diego, additional, Davis, Sean M., additional, de Jeu, Richard A. M., additional, Degenstein, Doug, additional, Delaloye, Reynald, additional, Dokulil, Martin T., additional, Donat, Markus G., additional, Dorigo, Wouter A., additional, Dugan, Hilary A., additional, Durre, Imke, additional, Dutton, Geoff, additional, Duveiller, Gregory, additional, Estilow, Thomas W., additional, Estrella, Nicole, additional, Fereday, David, additional, Fioletov, Vitali E., additional, Flemming, Johannes, additional, Foster, Michael J., additional, Franz, Bryan, additional, Frith, Stacey M., additional, Froidevaux, Lucien, additional, Füllekrug, Martin, additional, Garforth, Judith, additional, Garg, Jay, additional, Gibbes, Badin, additional, Goodman, Steven, additional, Goto, Atsushi, additional, Gruber, Alexander, additional, Gu, Guojun, additional, Hahn, Sebastian, additional, Haimberger, Leopold, additional, Hall, Bradley D., additional, Harris, Ian, additional, Hemming, Deborah L., additional, Hirschi, Martin, additional, Ho, Shu-peng, additional, Holzworth, Robert, additional, Hrbáček, Filip, additional, Hu, Guojie, additional, Hurst, Dale F., additional, Inness, Antje, additional, Isaksen, Ketil, additional, John, Viju O., additional, Jones, Philip D., additional, Junod, Robert, additional, Kääb, Andreas, additional, Kaiser, Johannes W., additional, Kaufmann, Viktor, additional, Kellerer-Pirklbauer, Andreas, additional, Kent, Elizabeth C., additional, Kidd, Richard, additional, Kipling, Zak, additional, Koppa, Akash, additional, Kraemer, Benjamin M., additional, Kramarova, Natalya, additional, Kruger, Andries, additional, La Fuente, Sofia, additional, Laas, Alo, additional, Lan, Xin, additional, Lang, Timothy, additional, Lantz, Kathleen O., additional, Lavers, David A., additional, Leblanc, Thierry, additional, Leibensperger, Eric M., additional, Lennard, Chris, additional, Liu, Yakun, additional, Loeb, Norman G., additional, Loyola, Diego, additional, Maberly, Stephen C., additional, Madelon, Remi, additional, Magnin, Florence, additional, Matsuzaki, Shin-Ichiro, additional, May, Linda, additional, Mayer, Michael, additional, McCabe, Matthew F., additional, McVicar, Tim R., additional, Mears, Carl A., additional, Menzel, Annette, additional, Merchant, Christopher J., additional, Meyer, Michael F., additional, Miralles, Diego G., additional, Moesinger, Leander, additional, Monet, Ghislaine, additional, Montzka, Stephan A., additional, Morice, Colin, additional, Mrekaj, Ivan, additional, Mühle, Jens, additional, Nance, David, additional, Nicolas, Julien P., additional, Noetzli, Jeannette, additional, Noll, Ben, additional, O’Keefe, John, additional, Osborn, Timothy J., additional, Park, Taejin, additional, Parrington, Mark, additional, Pellet, Cécile, additional, Pelto, Mauri S., additional, Petersen, Kyle, additional, Phillips, Coda, additional, Pierson, Don, additional, Pinto, Izidine, additional, Po-Chedley, Stephen, additional, Pogliotti, Paolo, additional, Polvani, Lorenzo, additional, Preimesberger, Wolfgang, additional, Price, Colin, additional, Pulkkanen, Merja, additional, Randel, William J., additional, Rémy, Samuel, additional, Ricciardulli, Lucrezia, additional, Richardson, Andrew D., additional, Robinson, David A., additional, Rocha, Willy, additional, Rodell, Matthew, additional, Rodriguez-Fernandez, Nemesio, additional, Rosenlof, Karen H., additional, Rozanov, Alexei, additional, Rozkošný, Jozef, additional, Rusanovskaya, Olga O., additional, Rutishauser, This, additional, Sabeerali, C. T., additional, Sánchez-Lugo, Ahira, additional, Sawaengphokhai, Parnchai, additional, Schenzinger, Verena, additional, Schlegel, Robert W., additional, Schmid, Martin, additional, Schneider, Udo, additional, Sezaki, Fumi, additional, Sharma, Sapna, additional, Shi, Lei, additional, Shimaraeva, Svetlana V., additional, Silow, Eugene A., additional, Simmons, Adrian J., additional, Smith, Sharon L., additional, Soden, Brian J., additional, Sofieva, Viktoria, additional, Sparks, Tim H., additional, Sreejith, O.P., additional, Stackhouse, Paul W., additional, Stauffer, Ryan, additional, Steinbrecht, Wolfgang, additional, Steiner, Andrea K., additional, Stradiotti, Pietro, additional, Streletskiy, Dmitry A., additional, Surendran, Divya E., additional, Thackeray, Stephen J., additional, Thibert, Emmanuel, additional, Timofeyev, Maxim A., additional, Tourpali, Kleareti, additional, Tye, Mari R., additional, van der A, Ronald, additional, van der Schalie, Robin, additional, van der Schrier, Gerard, additional, van Vliet, Arnold J.H., additional, Verburg, Piet, additional, Vernier, Jean-Paul, additional, Vimont, Isaac J., additional, Virts, Katrina, additional, Vivero, Sebastián, additional, Vömel, Holger, additional, Vose, Russell S., additional, Wang, Ray H. J., additional, Wang, Xinyue, additional, Warnock, Taran, additional, Weber, Mark, additional, Wiese, David N., additional, Wild, Jeannette D., additional, Williams, Earle, additional, Wong, Takmeng, additional, Woolway, Richard Iestyn, additional, Yin, Xungang, additional, Zeng, Zhenzhong, additional, Zhao, Lin, additional, Zhou, Xinjia, additional, Ziemke, Jerry R., additional, Ziese, Markus, additional, Zotta, Ruxandra M., additional, Zou, Cheng-Zhi, additional, Allen, Jessicca, additional, Camper, Amy V., additional, Haley, Bridgette O., additional, Hammer, Gregory, additional, Love-Brotak, S. Elizabeth, additional, Ohlmann, Laura, additional, Noguchi, Lukas, additional, Riddle, Deborah B., additional, and Veasey, Sara W., additional
Published: 2023
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23. Assessing the relationship between microwave vegetation optical depth and gross primary production

Author: Teubner, Irene E., Forkel, Matthias, Jung, Martin, Liu, Yi Y., Miralles, Diego G., Parinussa, Robert, van der Schalie, Robin, Vreugdenhil, Mariette, Schwalm, Christopher R., Tramontana, Gianluca, Camps-Valls, Gustau, and Dorigo, Wouter A.
Published: 2018
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24. Earth Observation for agricultural drought monitoring in the Pannonian Basin (southeastern Europe): current state and future directions

Author: Crocetti, Laura, Forkel, Matthias, Fischer, Milan, Jurečka, František, Grlj, Aleš, Salentinig, Andreas, Trnka, Miroslav, Anderson, Martha, Ng, Wai-Tim, Kokalj, Žiga, Bucur, Andreea, and Dorigo, Wouter
Published: 2020
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25. ESA CCI Soil Moisture for improved Earth system understanding: State-of-the art and future directions

Author: Dorigo, Wouter, Wagner, Wolfgang, Albergel, Clement, Albrecht, Franziska, Balsamo, Gianpaolo, Brocca, Luca, Chung, Daniel, Ertl, Martin, Forkel, Matthias, Gruber, Alexander, Haas, Eva, Hamer, Paul D., Hirschi, Martin, Ikonen, Jaakko, de Jeu, Richard, Kidd, Richard, Lahoz, William, Liu, Yi Y., Miralles, Diego, Mistelbauer, Thomas, Nicolai-Shaw, Nadine, Parinussa, Robert, Pratola, Chiara, Reimer, Christoph, van der Schalie, Robin, Seneviratne, Sonia I., Smolander, Tuomo, and Lecomte, Pascal
Published: 2017
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26. Constraining modelled global vegetation dynamics and carbon turnover using multiple satellite observations

Author: Forkel, Matthias, Drüke, Markus, Thurner, Martin, Dorigo, Wouter, Schaphoff, Sibyll, Thonicke, Kirsten, von Bloh, Werner, and Carvalhais, Nuno
Published: 2019
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27. VODCA v2: Multi-sensor, multi-frequency vegetation optical depth data for long-term canopy dynamics and biomass monitoring.

Author: Zotta, Ruxandra-Maria, Moesinger, Leander, van der Schalie, Robin, Vreugdenhil, Mariette, Preimesberger, Wolfgang, Frederikse, Thomas, de Jeu, Richard, and Dorigo, Wouter
Subjects: BIOMASS, BROADLEAF forests, ECOLOGICAL resilience, CLOUDINESS, GLOBAL Positioning System, MICROWAVE heating
Abstract: Vegetation optical depth (VOD) is a model-based indicator of the total water content stored in the vegetation canopy derived from microwave Earth observations. As such, it is related to vegetation density, abundance, and above-ground biomass (AGB). Moesinger et al. (2020) introduced the global microwave VOD Climate Archive (VODCA v1), which harmonises VOD retrievals from several individual sensors into three long-term, multi-sensor VOD products in the C-, X- and Ku frequency bands, respectively. VODCA v1 was the first VOD dataset spanning over 30 years of observations, thus allowing the monitoring of long-term changes in vegetation. Several studies have used VODCA in applications such as phenology analysis, drought monitoring, gross primary productivity monitoring, and the modelling of land evapotranspiration, live fuel moisture, and ecosystem resilience. This paper presents VODCA v2, which incorporates several methodological improvements compared to the first version and adds two new VOD datasets to the VODCA product suite. The VODCA v2 products are computed with a novel weighted merging scheme based on first-order autocorrelation of the input datasets. The first new dataset merges observations from multiple sensors in the C-, X- and Ku frequencies into a multi-frequency VODCA CXKu product indicative of upper canopy dynamics. VODCA CXKu provides daily observations in a 0.25° resolution for the period 1987 - 2021. The second addition is an L-band product (VODCA L), based on the SMOS and SMAP missions, which in theory is more sensitive to the entire canopy, including branches and trunks. VODCA L covers the period 2010 - 2021, has a temporal resolution of 10 days and a spatial resolution of 0.25°. The sensitivity of VODCA CXKu to the upper vegetation layer and that of VODCA L to aboveground biomass (AGB) are analysed using independent vegetation datasets. VODCA CXKu exhibits lower random error levels and improved temporal sampling compared to VODCA v1 singlefrequency products. It provides similar spatiotemporal information to optical vegetation indicators, such as the Fraction of Absorbed Photosynthetically Active Radiation from MODIS, showing good agreement in short vegetation (Spearman's R: 0.57) and broadleaf forests (Spearman's R: 0.49). VODCA CXKu also agrees well with the slope of the backscatter incidence angle relation of Metop ASCAT in grassland (Spearman's R: 0.48) and cropland (Spearman's R: 0.46). Additionally, VODCA CXKu shows temporal patterns similar to the Normalised Microwave Reflection Index (NMRI) from in situ L-band GNSS measurements of the Plate Boundary Observatory (PBO) and sapflow measurements from SAPFLUXNET. VODCA L shows strong spatial agreement (Spearman's R: 0.86) and plausible temporal patterns with respect to yearly AGB maps from the Xu et al. (2021) dataset. VODCA v2 enables monitoring of plant water dynamics, stress and biomass change and can provide insights even in areas that are scarcely covered by optical data (i.e., due to cloud cover). VODCA v2 is open access and available at: https://doi.org/10.48436/t74ty-tcx62 (Zotta et al., 2024). [ABSTRACT FROM AUTHOR]
Published: 2024
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28. G3P: A global data set of groundwater storage variations based on satellite gravimetry

Author: Sharifi, Ehsan, Güntner, Andreas, Haas, Julian, Dorigo, Wouter, Jäggi, Adrian, and Ruz Vargas, Claudia
Abstract: The Global Gravity-based Groundwater Product (G3P) developed a satellite-based groundwater storage anomaly (GWSA) data set as a prototype for a future product within the EU Copernicus Climate Change Service. In Copernicus, there is no service available yet to deliver data on this fundamental resource, nor is there any other data source worldwide that operationally provides information on changing groundwater resources in a consistent way, observation-based, and with global coverage. Therefore, G3P developed the global data set of groundwater storage variations as a cross-cutting extension of the existing Copernicus portfolio. G3P capitalizes from the unique capability of GRACE and GRACE-FO satellite gravimetry, and from other satellite-based water storage compartments (WSCs) to provide a data set of groundwater storage change for large areas with global coverage. G3P is obtained by using a mass balance approach, i.e., by subtracting satellite-based WSCs from GRACE/GRACE-FO monthly terrestrial water storage anomalies (TWSA). For a consistent subtraction of all individual WSCs from GRACE-TWSA, the individual WSCs are filtered in a similar way as GRACE-TWSA. G3P groundwater variations are provided for almost two decades (from 2002 to 2020), with a monthly resolution, and at 0.5-degree spatial resolution globally. The GWSA is evaluated against in-situ groundwater observations, using 13 large aquifers worldwide with available in-situ groundwater observations. Results show a high correlation between the variations of in-situ groundwater data and G3P-based GWSA for most of the aquifers, such as the Ogallala aquifer, Floridan aquifer, Paris Basin, South of Outer Himalayas aquifer., The 28th IUGG General Assembly (IUGG2023) (Berlin 2023)
Published: 2023

29. Effect of Socioeconomic Variables in Predicting Global Fire Ignition Occurrence

Author: Mukunga, Tichaona, primary, Forkel, Matthias, additional, Forrest, Matthew, additional, Zotta, Ruxandra-Maria, additional, Pande, Nirlipta, additional, Schlaffer, Stefan, additional, and Dorigo, Wouter, additional
Published: 2023
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30. Ensuring ISMN’s permanent service for delivering long-term, in situ soil moisture data

Author: Zink, Matthias, primary, Boehmer, Fay, additional, Olarinoye, Tunde, additional, Korres, Wolgang, additional, Kramer, Kasjen, additional, Himmelbauer, Irene, additional, Aberer, Daniel, additional, Sabia, Roberto, additional, Crapolicchio, Raffaele, additional, Goryl, Philippe, additional, Scipal, Klaus, additional, Dorigo, Wouter, additional, and Dietrich, Stephan, additional
Published: 2023
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31. Impact of design factors for ESA CCI satellite soil moisture data assimilation over Europe

Author: Heyvaert, Zdenko, primary, Scherrer, Samuel, additional, Bechtold, Michel, additional, Gruber, Alexander, additional, Dorigo, Wouter, additional, Kumar, Sujay, additional, and De Lannoy, Gabriëlle, additional
Published: 2023
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32. Soil moisture estimates at 1 km resolution making a synergistic use of Sentinel data

Author: Madelon, Remi, primary, Rodríguez-Fernández, Nemesio J., additional, Bazzi, Hassan, additional, Baghdadi, Nicolas, additional, Albergel, Clement, additional, Dorigo, Wouter, additional, and Zribi, Mehrez, additional
Published: 2023
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33. Uncertainty estimation for a new exponential filter-based long-term root-zone soil moisture dataset from C3S surface observations

Author: Pasik, Adam, primary, Gruber, Alexander, additional, Preimesberger, Wolfgang, additional, De Santis, Domenico, additional, and Dorigo, Wouter, additional
Published: 2023
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34. Introduction STATE OF THE CLIMATE IN 2022

Author: Boyer, Tim, Bartow-Gillies, Ellen, Abida, A, Ades, Melanie, Adler, Robert, Adusumilli, Susheel, Agyakwah, W, Ahmasuk, Brandon, Aldeco, Laura S, Alexe, Mihai, Alfaro, Eric J, Allan, Richard P, Allgood, Adam, Alves, Lincoln M, Amador, Jorge A, Anderson, John, Andrade, B, Anneville, Orlane, Aono, Yasuyuki, Arguez, Anthony, Arosio, Carlo, Atkinson, C, Augustine, John A, Avalos, Grinia, Azorin-Molina, Cesar, Backensto, Stacia A, Bader, Stephan, Baez, Julian, Baiman, Rebecca, Ballinger, Thomas J, Banwell, Alison F, Bardin, M Yu, Barichivich, Jonathan, Barnes, John E, Barreira, Sandra, Beadling, Rebecca L, Beck, Hylke E, Becker, Emily J, Bekele, E, Bellido, Guillem Martín, Bellouin, Nicolas, Benedetti, Angela, Benestad, Rasmus, Berne, Christine, Berner, Logan T, Bernhard, Germar H, Bhatt, Uma S, Bhuiyan, AE, Bigalke, Siiri, Biló, Tiago, Bissolli, Peter, Bjerke Jarle, W, Blagrave, Kevin, Blake, Eric S, Blenkinsop, Stephen, Blunden, Jessica, Bochníček, Oliver, Bock, Olivier, Bodin, Xavier, Bosilovich, Michael, Boucher, Olivier, Bozkurt, Deniz, Brettschneider, Brian, Bringas, Francis G, Bringas, Francis, Buechler, Dennis, Buehler, Stefan A, Bukunt, Brandon, Calderón, Blanca, Camargo, Suzana J, Campbell, Jayaka, Campos, Diego, Carrea, Laura, Carter, Brendan R, Cetinić, Ivona, Chambers, Don P, Chan, Duo, Chandler, Elise, Chang, Kai-Lan, Chen, Hua, Chen, Lin, Cheng, Lijing, Cheng, Vincent YS, Chomiak, Leah, Christiansen, Hanne H, Christy, John R, Chung, Eui-Seok, Ciasto, Laura M, Clarke, Leonardo, Clem, Kyle R, Clingan, Scott, Coelho, Caio AS, Cohen, Judah L, Coldewey-Egbers, Melanie, Colwell, Steve, Cooper, Owen R, Cornes, Richard C, Correa, Kris, Costa, Felipe, Covey, Curt, Coy, Lawrence, Créatux, Jean-François, Crhova, Lenka, Crimmins, Theresa, Cronin, Meghan F, Cropper, Thomas, Crotwell, Molly, Culpepper, Joshua, Cunha, Ana P, Cusicanqui, Diego, Datta, Rajashree T, Davis, Sean M, De Bock, Veerle, de Jeu, Richard AM, De Laat, Jos, Decharme, Bertrand, Degenstein, Doug, Delaloye, Reynald, Demircan, Mesut, Derksen, Chris, Deus, Ricardo, Dhurmea, KR, Diamond, Howard J, Dirkse, S, Divine, Dmitry, Dokulil, Martin T, Donat, Markus G, Dong, Shenfu, Dorigo, Wouter A, Drost Jensen, Caroline, Druckenmiller, Matthew L, Drumond, Paula, du Plessis, Marcel, Dugan, Hilary A, Dulamsuren, Dashkhuu, Dunmire, Devon, Dunn, Robert JH, Durre, Imke, Dutton, Geoff, Duveiller, Gregory, Ekici, Mithat, Elias Chereque, Alesksandra, ElKharrim, M, Epstein, Howard E, Espinoza, Jhan-Carlo, Estilow, Thomas W, Estrella, Nicole, Fauchereau, Nicolas, Fausto, Robert S, Feely, Richard A, Fenimore, Chris, Fereday, David, Fettweis, Xavier, Fioletov, vitali E, Flemming, Johannes, Fogarty, Chris, Fogt, Ryan L, Forbes, Bruce C, Foster, Michael J, Franz, Bryan A, Freeman, Natalie M, Fricker, Helen A, Frith, Stacey M, Froidevaux, Lucien, Frost, Gerald V, Fuhrman, Steven, Füllekrug, Martin, Ganter, Catherine, Gao, Meng, Gardner, Alex S, Garforth, Judith, Garg, Jay, Gerland, Sebastian, Gibbes, Badin, Gille, Sarah T, Gilson, John, Gleason, Karin, Gobron, Nadine, Goetz, Scott J, Goldenberg, Stanley B, Goni, Gustavo, Goodman, Steven, Goto, Atsushi, Grooß, Jens-Uwe, Gruber, Alexander, Gu, Guojun, Guard, Charles Chip P, Hagos, S, Hahn, Sebastian, Haimberger, Leopold, Hall, Bradley D, Hamlington, Benjamin D, Hanna, Edward, Hanssen-Bauer, Inger, Harnos, Daniel S, Harris, Ian, He, Qiong, Heim, Richard R, Hellström, Sverker, Hemming, Deborah L, Hendricks, Stefan, Hicks, J, Hidalgo, Hugo G, Hirschi, Martin, Ho, Shu-peng, Hobbs, W, Holmes, Robert M, Holzworth, Robert, Hrbáček, Filip, Hu, Guojie, Hu, Zeng-Zhen, Huang, Boyin, Huang, Hongjie, Hurst, Dale F, Ialongo, Iolanda, Inness, Antje, Isaksen, Ketil, Ishii, Masayoshi, Jadra, Gerardo, Jevrejeva, Svetlana, John, Viju O, Johns, W, Johnsen, Bjørn, Johnson, Bryan, Johnson, Gregory C, Jones, Philip D, Jones, Timothy, Josey, Simon A, Jumaux, G, Junod, Robert, Kääb, Andreas, Kabidi, K, Kaiser, Johannes W, Kaler, Robb SA, Kaleschke, Lars, Kaufmann, Viktor, Kazemi, Amin Fazl, Keller, Linda M, Kellerer-Pirklbauer, Andreas, Kendon, Mike, Kennedy, John, Kent, Elizabeth C, Kerr, Kenneth, Khan, Valentina, Khiem, Mai Van, Kidd, Richard, Kim, Mi Ju, Kim, Seong-Joong, Kipling, Zak, Klotzbach, Philip J, Knaff, John A, Koppa, Akash, Korshunova, Natalia N, Kraemer, Benjamin M, Kramarova, Natalya A, Kruger, AC, Kruger, Andries, Kumar, Arun, L’Heureux, Michelle, La Fuente, Sofia, Laas, Alo, Labe, Zachary M, Lader, Rick, Lakatos, Mónika, Lakkala, Kaisa, Lam, Hoang Phuc, Lan, Xin, Landschützer, Peter, Landsea, Chris W, Lang, Timothy, Lankhorst, Matthias, Lantz, Kathleen O, Lara, Mark J, Lavado-Casimiro, Waldo, Lavers, David A, Lazzara, Matthew A, Leblanc, Thierry, Lee, Tsz-Cheung, Leibensperger, Eric M, Lennard, Chris, Leuliette, Eric, Leung, Kinson HY, Lieser, Jan L, Likso, Tanja, Lin, I-I, Lindsey, Jackie, Liu, Yakun, Locarnini, Ricardo, Loeb, Norman G, Loomis, Bryant D, Lorrey, Andrew M, Loyola, Diego, Lu, Rui, Lumpkin, Rick, Luo, Jing-Jia, Luojus, Kari, Lyman, John M, Maberly, Stephen C, Macander, Matthew J, MacFerrin, Michael, MacGilchrist, Graeme A, MacLennan, Michelle L, Madelon, Remi, Magee, Andrew D, Magnin, Florence, Mamen, Jostein, Mankoff, Ken D, Manney, Gloria L, Marcinonienė, Izolda, Marengo, Jose A, Marjan, Mohammadi, Martínez, Ana E, Massom, Robert A, Matsuzaki, Shin-Ichiro, May, Linda, Mayer, Michael, Mazloff, Matthew R, McAfee, Stephanie A, McBride, C, McCabe, Matthew F, McClelland, James W, McPhaden, Michael J, Mcvicar, Tim R, Mears, Carl A, Meier, Walter N, Mekonnen, A, Menzel, Annette, Merchant, Christopher J, Merrifield, Mark A, Meyer, Michael F, Meyers, Tristan, Mikolajczyk, David E, Miller, John B, Miralles, Diego G, Misevicius, Noelia, Mishonov, Alexey, Mitchum, Gary T, Moat, Ben I, Moesinger, Leander, Moise, Aurel, Molina-Carpio, Jorge, Monet, Ghislaine, Montzka, Stephan A, Moon, Twila A, Moore, GWK, Mora, Natali, Morán, Johnny, Morehen, Claire, Morice, Colin, Mostafa, AE, Mote, Thomas L, Mrekaj, Ivan, Mudryk, Lawrence, Mühle, Jens, Müller, Rolf, Nance, David, Nash, Eric R, Nerem, R Steven, Newman, Paul A, Nicolas, Julien P, Nieto, Juan J, Noetzli, Jeannette, Noll, Ben, Norton, Taylor, Nyland, Kelsey E, O’Keefe, John, Ochwat, Naomi, Oikawa, Yoshinori, Okunaka, Yuka, Osborn, Timothy J, Overland, James E, Park, Taejin, Parrington, Mark, Parrish, Julia K, Pasch, Richard J, Pascual Ramírez, Reynaldo, Pellet, Cécile, Pelto, Mauri S, Perčec Tadić, Melita, Perovich, Donald K, Petersen, Guðrún Nína, Petersen, Kyle, Petropavlovskikh, Irina, Petty, Alek, Pezza, Alexandre B, Pezzi, Luciano P, Phillips, Coda, Phoenix, Gareth K, Pierson, Don, Pinto, Izidine, Pires, Vanda, Pitts, Michael, Po-Chedley, Stephen, Pogliotti, Paolo, Poinar, Kristin, Polvani, Lorenzo, Preimesberger, Wolfgang, Price, Colin, Pulkkanen, Merja, Purkey, Sarah G, Qiu, Bo, Quisbert, Kenny, Quispe, Willy R, Rajeevan, M, Ramos, Andrea M, Randel, William J, Rantanen, Mika, Raphael, Marilyn N, Reagan, James, Recalde, Cristina, Reid, Phillip, Rémy, Samuel, Reyes Kohler, Alejandra J, Ricciardulli, Lucrezia, Richardson, Andrew D, Ricker, Robert, Robinson, David A, Robjhon, M, Rocha, Willy, Rodell, Matthew, Rodriguez Guisado, Esteban, Rodriguez-Fernandez, Nemesio, Romanovsky, Vladimir E, Ronchail, Josyane, Rosencrans, Matthew, Rosenlof, Karen H, Rösner, Benjamin, Rösner, Henrieke, Rozanov, Alexei, Rozkošný, Jozef, Rubek, Frans, Rusanovskaya, Olga O, Rutishauser, This, Sabeerali, CT, Salinas, Roberto, Sánchez-Lugo, Ahira, Santee, Michelle L, Santini, Marcelo, Sato, Katsunari, Sawaengphokhai, Parnchai, Sayouri, A, Scambos, Theodore, Schenzinger, Verena, Schimanke, Semjon, Schlegel, Robert W, Schmid, Claudia, Schmid, Martin, Schneider, Udo, Schreck, Carl J, Schultz, Cristina, _, _, Segele, ZT, Sensoy, Serhat, Serbin, Shawn P, Serreze, Mark C, Setiawan, Amsari Mudzakir, Sezaki, Fumi, Sharma, Sapna, Sharp, Jonathan D, Sheffield, Gay, Shi, Jia-Rui, Shi, Lei, 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Cunha, Ana P, Cusicanqui, Diego, Datta, Rajashree T, Davis, Sean M, De Bock, Veerle, de Jeu, Richard AM, De Laat, Jos, Decharme, Bertrand, Degenstein, Doug, Delaloye, Reynald, Demircan, Mesut, Derksen, Chris, Deus, Ricardo, Dhurmea, KR, Diamond, Howard J, Dirkse, S, Divine, Dmitry, Dokulil, Martin T, Donat, Markus G, Dong, Shenfu, Dorigo, Wouter A, Drost Jensen, Caroline, Druckenmiller, Matthew L, Drumond, Paula, du Plessis, Marcel, Dugan, Hilary A, Dulamsuren, Dashkhuu, Dunmire, Devon, Dunn, Robert JH, Durre, Imke, Dutton, Geoff, Duveiller, Gregory, Ekici, Mithat, Elias Chereque, Alesksandra, ElKharrim, M, Epstein, Howard E, Espinoza, Jhan-Carlo, Estilow, Thomas W, Estrella, Nicole, Fauchereau, Nicolas, Fausto, Robert S, Feely, Richard A, Fenimore, Chris, Fereday, David, Fettweis, Xavier, Fioletov, vitali E, Flemming, Johannes, Fogarty, Chris, Fogt, Ryan L, Forbes, Bruce C, Foster, Michael J, Franz, Bryan A, Freeman, Natalie M, Fricker, Helen A, Frith, Stacey M, Froidevaux, Lucien, Frost, Gerald V, Fuhrman, Steven, Füllekrug, Martin, Ganter, Catherine, Gao, Meng, Gardner, Alex S, Garforth, Judith, Garg, Jay, Gerland, Sebastian, Gibbes, Badin, Gille, Sarah T, Gilson, John, Gleason, Karin, Gobron, Nadine, Goetz, Scott J, Goldenberg, Stanley B, Goni, Gustavo, Goodman, Steven, Goto, Atsushi, Grooß, Jens-Uwe, Gruber, Alexander, Gu, Guojun, Guard, Charles Chip P, Hagos, S, Hahn, Sebastian, Haimberger, Leopold, Hall, Bradley D, Hamlington, Benjamin D, Hanna, Edward, Hanssen-Bauer, Inger, Harnos, Daniel S, Harris, Ian, He, Qiong, Heim, Richard R, Hellström, Sverker, Hemming, Deborah L, Hendricks, Stefan, Hicks, J, Hidalgo, Hugo G, Hirschi, Martin, Ho, Shu-peng, Hobbs, W, Holmes, Robert M, Holzworth, Robert, Hrbáček, Filip, Hu, Guojie, Hu, Zeng-Zhen, Huang, Boyin, Huang, Hongjie, Hurst, Dale F, Ialongo, Iolanda, Inness, Antje, Isaksen, Ketil, Ishii, Masayoshi, Jadra, Gerardo, Jevrejeva, Svetlana, John, Viju O, Johns, W, Johnsen, Bjørn, Johnson, Bryan, Johnson, Gregory C, Jones, Philip D, Jones, Timothy, Josey, Simon A, Jumaux, G, Junod, Robert, Kääb, Andreas, Kabidi, K, Kaiser, Johannes W, Kaler, Robb SA, Kaleschke, Lars, Kaufmann, Viktor, Kazemi, Amin Fazl, Keller, Linda M, Kellerer-Pirklbauer, Andreas, Kendon, Mike, Kennedy, John, Kent, Elizabeth C, Kerr, Kenneth, Khan, Valentina, Khiem, Mai Van, Kidd, Richard, Kim, Mi Ju, Kim, Seong-Joong, Kipling, Zak, Klotzbach, Philip J, Knaff, John A, Koppa, Akash, Korshunova, Natalia N, Kraemer, Benjamin M, Kramarova, Natalya A, Kruger, AC, Kruger, Andries, Kumar, Arun, L’Heureux, Michelle, La Fuente, Sofia, Laas, Alo, Labe, Zachary M, Lader, Rick, Lakatos, Mónika, Lakkala, Kaisa, Lam, Hoang Phuc, Lan, Xin, Landschützer, Peter, Landsea, Chris W, Lang, Timothy, Lankhorst, Matthias, Lantz, Kathleen O, Lara, Mark J, Lavado-Casimiro, Waldo, Lavers, David A, Lazzara, Matthew A, Leblanc, Thierry, Lee, Tsz-Cheung, Leibensperger, Eric M, Lennard, Chris, Leuliette, Eric, Leung, Kinson HY, Lieser, Jan L, Likso, Tanja, Lin, I-I, Lindsey, Jackie, Liu, Yakun, Locarnini, Ricardo, Loeb, Norman G, Loomis, Bryant D, Lorrey, Andrew M, Loyola, Diego, Lu, Rui, Lumpkin, Rick, Luo, Jing-Jia, Luojus, Kari, Lyman, John M, Maberly, Stephen C, Macander, Matthew J, MacFerrin, Michael, MacGilchrist, Graeme A, MacLennan, Michelle L, Madelon, Remi, Magee, Andrew D, Magnin, Florence, Mamen, Jostein, Mankoff, Ken D, Manney, Gloria L, Marcinonienė, Izolda, Marengo, Jose A, Marjan, Mohammadi, Martínez, Ana E, Massom, Robert A, Matsuzaki, Shin-Ichiro, May, Linda, Mayer, Michael, Mazloff, Matthew R, McAfee, Stephanie A, McBride, C, McCabe, Matthew F, McClelland, James W, McPhaden, Michael J, Mcvicar, Tim R, Mears, Carl A, Meier, Walter N, Mekonnen, A, Menzel, Annette, Merchant, Christopher J, Merrifield, Mark A, Meyer, Michael F, Meyers, Tristan, Mikolajczyk, David E, Miller, John B, Miralles, Diego G, Misevicius, Noelia, Mishonov, Alexey, Mitchum, Gary T, Moat, Ben I, Moesinger, Leander, Moise, Aurel, Molina-Carpio, Jorge, Monet, Ghislaine, Montzka, Stephan A, Moon, Twila A, Moore, GWK, Mora, Natali, Morán, Johnny, Morehen, Claire, Morice, Colin, Mostafa, AE, Mote, Thomas L, Mrekaj, Ivan, Mudryk, Lawrence, Mühle, Jens, Müller, Rolf, Nance, David, Nash, Eric R, Nerem, R Steven, Newman, Paul A, Nicolas, Julien P, Nieto, Juan J, Noetzli, Jeannette, Noll, Ben, Norton, Taylor, Nyland, Kelsey E, O’Keefe, John, Ochwat, Naomi, Oikawa, Yoshinori, Okunaka, Yuka, Osborn, Timothy J, Overland, James E, Park, Taejin, Parrington, Mark, Parrish, Julia K, Pasch, Richard J, Pascual Ramírez, Reynaldo, Pellet, Cécile, Pelto, Mauri S, Perčec Tadić, Melita, Perovich, Donald K, Petersen, Guðrún Nína, Petersen, Kyle, Petropavlovskikh, Irina, Petty, Alek, Pezza, Alexandre B, Pezzi, Luciano P, Phillips, Coda, Phoenix, Gareth K, Pierson, Don, Pinto, Izidine, Pires, Vanda, Pitts, Michael, Po-Chedley, Stephen, Pogliotti, Paolo, Poinar, Kristin, Polvani, Lorenzo, Preimesberger, Wolfgang, Price, Colin, Pulkkanen, Merja, Purkey, Sarah G, Qiu, Bo, Quisbert, Kenny, Quispe, Willy R, Rajeevan, M, Ramos, Andrea M, Randel, William J, Rantanen, Mika, Raphael, Marilyn N, Reagan, James, Recalde, Cristina, Reid, Phillip, Rémy, Samuel, Reyes Kohler, Alejandra J, Ricciardulli, Lucrezia, Richardson, Andrew D, Ricker, Robert, Robinson, David A, Robjhon, M, Rocha, Willy, Rodell, Matthew, Rodriguez Guisado, Esteban, Rodriguez-Fernandez, Nemesio, Romanovsky, Vladimir E, Ronchail, Josyane, Rosencrans, Matthew, Rosenlof, Karen H, Rösner, Benjamin, Rösner, Henrieke, Rozanov, Alexei, Rozkošný, Jozef, Rubek, Frans, Rusanovskaya, Olga O, Rutishauser, This, Sabeerali, CT, Salinas, Roberto, Sánchez-Lugo, Ahira, Santee, Michelle L, Santini, Marcelo, Sato, Katsunari, Sawaengphokhai, Parnchai, Sayouri, A, Scambos, Theodore, Schenzinger, Verena, Schimanke, Semjon, Schlegel, Robert W, Schmid, Claudia, Schmid, Martin, Schneider, Udo, Schreck, Carl J, Schultz, Cristina, _, _, Segele, ZT, Sensoy, Serhat, Serbin, Shawn P, Serreze, Mark C, Setiawan, Amsari Mudzakir, Sezaki, Fumi, Sharma, Sapna, Sharp, Jonathan D, Sheffield, Gay, Shi, Jia-Rui, Shi, Lei, Shiklomanov, Alexander I, Shiklomanov, Nikolay I, Shimaraeva, Svetlana V, Shukla, R, Siegel, David A, Silow, Eugene A, Sima, F, Simmons, Adrian J, Smeed, David A, Smith, Adam, Smith, Sharon L, Soden, Brian J, Sofieva, Viktoria, Souza, Everaldo, Sparks, Tim H, Spence-Hemmings, Jacqueline, Spencer, Robert GM, Spillane, Sandra, Sreejith, OP, Srivastava, AK, Stackhouse, Paul W, Stammerjohn, Sharon, Stauffer, Ryan, Steinbrecht, Wolfgang, Steiner, Andrea K, Stella, Jose L, Stephenson, Tannecia S, Stradiotti, Pietro, Strahan, Susan E, Streletskiy, Dmitry A, Surendran, Divya E, Suslova, Anya, Svendby, Tove, Sweet, William, Takahashi, Kiyotoshi, Takemura, Kazuto, Tank, Suzanne E, Taylor, Michael A, Tedesco, Marco, Thackeray, Stephen J, Thiaw, WM, Thibert, Emmanuel, Thoman, Richard L, Thompson, Andrew F, Thompson, Philip R, Tian-Kunze, Xiangshan, Timmermans, Mary-Louise, Timofeyev, Maxim A, Tobin, Skie, Tømmervik, Hans, Tourpali, Kleareti, Trescilo, Lidia, Tretiakov, Mikhail, Trewin, Blair C, Triñanes, Joaquin A, Trotman, Adrian, Truchelut, Ryan E, Trusel, Luke D, Tye, Mari R, van der A, Ronald, van der Schalie, Robin, van der Schrier, Gerard, Van Meerbeeck, Cedric J, van vliet, Arnold JH, Vazife, Ahad, Verburg, Piet, Vernier, Jean-Paul, Vimont, Isaac J, Virts, Katrina, Vivero, Sebastián, Volkov, Denis L, Vömel, Holger, Vose, Russell S, Walker, Donald A, Walsh, John E, Wang, Bin, Wang, Hui, Wang, Muyin, Wang, Ray HJ, Wang, Xinyue, Wanninkhof, Rik, Warnock, Taran, Weber, Mark, Webster, Melinda, Wehrlé, Adrian, Wen, Caihong, Westberry, Toby K, Widlansky, Matthew J, Wiese, David N, Wild, Jeannette D, Wille, Jonathan D, Willems, An, Willett, Kate M, Williams, Earle, Willis, J, Wong, Takmeng, Wood, Kimberly M, Woolway, Richard Iestyn, Xie, Ping-Ping, Yang, Dedi, Yin, Xungang, Yin, Ziqi, Zeng, Zhenzhong, Zhang, Huai-min, Zhang, Li, Zhang, Peiqun, Zhao, Lin, Zhou, Xinjia, Zhu, Zhiwei, Ziemke, Jerry R, Ziese, Markus, Zolkos, Scott, Zotta, Ruxandra M, Zou, Cheng-Zhi, Allen, Jessicca, Camper, Amy V, Haley, Bridgette O, Hammer, Gregory, Love-Brotak, S Elizabeth, Ohlmann, Laura, Noguchi, Lukas, Riddle, Deborah B, and Veasey, Sara W
Abstract: Abstract —J. BLUNDEN, T. BOYER, AND E. BARTOW-GILLIES Earth’s global climate system is vast, complex, and intricately interrelated. Many areas are influenced by global-scale phenomena, including the “triple dip” La Niña conditions that prevailed in the eastern Pacific Ocean nearly continuously from mid-2020 through all of 2022; by regional phenomena such as the positive winter and summer North Atlantic Oscillation that impacted weather in parts the Northern Hemisphere and the negative Indian Ocean dipole that impacted weather in parts of the Southern Hemisphere; and by more localized systems such as high-pressure heat domes that caused extreme heat in different areas of the world. Underlying all these natural short-term variabilities are long-term climate trends due to continuous increases since the beginning of the Industrial Revolution in the atmospheric concentrations of Earth’s major greenhouse gases. In 2022, the annual global average carbon dioxide concentration in the atmosphere rose to 417.1±0.1 ppm, which is 50% greater than the pre-industrial level. Global mean tropospheric methane abundance was 165% higher than its pre-industrial level, and nitrous oxide was 24% higher. All three gases set new record-high atmospheric concentration levels in 2022. Sea-surface temperature patterns in the tropical Pacific characteristic of La Niña and attendant atmospheric patterns tend to mitigate atmospheric heat gain at the global scale, but the annual global surface temperature across land and oceans was still among the six highest in records dating as far back as the mid-1800s. It was the warmest La Niña year on record. Many areas observed record or near-record heat. Europe as a whole observed its second-warmest year on record, with sixteen individual countries observing record warmth at the national scale. Records were shattered across the continent during the summer months as heatwaves
Published: 2023

35. Author Correction: Irrigation in the Earth system (Nature Reviews Earth & Environment, (2023), 4, 7, (435-453), 10.1038/s43017-023-00438-5)

Author: McDermid, Sonali, Nocco, Mallika, Lawston-Parker, Patricia, Keune, Jessica, Pokhrel, Yadu, Jain, Meha, Jägermeyr, Jonas, Brocca, Luca, Massari, Christian, Jones, Andrew D., Vahmani, Pouya, Thiery, Wim, Yao, Yi, Bell, Andrew, Chen, Liang, Dorigo, Wouter, Hanasaki, Naota, Jasechko, Scott, Lo, Min-Hui, Mahmood, Rezaul, Mishra, Vimal, Mueller, Nathaniel D., Niyogi, Dev, Rabin, Sam S., Sloat, Lindsey, Wada, Yoshihide, Zappa, Luca, Chen, Fei, Cook, Benjamin I., Kim, Hyungjun, Lombardozzi, Danica, Polcher, Jan, Ryu, Dongryeol, Santanello, Joe, Satoh, Yusuke, Seneviratne, Sonia, Singh, Deepti, Yokohata, Tokuta, McDermid, Sonali, Nocco, Mallika, Lawston-Parker, Patricia, Keune, Jessica, Pokhrel, Yadu, Jain, Meha, Jägermeyr, Jonas, Brocca, Luca, Massari, Christian, Jones, Andrew D., Vahmani, Pouya, Thiery, Wim, Yao, Yi, Bell, Andrew, Chen, Liang, Dorigo, Wouter, Hanasaki, Naota, Jasechko, Scott, Lo, Min-Hui, Mahmood, Rezaul, Mishra, Vimal, Mueller, Nathaniel D., Niyogi, Dev, Rabin, Sam S., Sloat, Lindsey, Wada, Yoshihide, Zappa, Luca, Chen, Fei, Cook, Benjamin I., Kim, Hyungjun, Lombardozzi, Danica, Polcher, Jan, Ryu, Dongryeol, Santanello, Joe, Satoh, Yusuke, Seneviratne, Sonia, Singh, Deepti, and Yokohata, Tokuta
Abstract: Correction to: Nature Reviews Earth & Environment, 20 June 2023. In the version of the article initially published, the legend for Fig. 1 cited reference 24 instead of reference 42: Meier, J., Zabel, F. & Mauser, W. A global approach to estimate irrigated areas — a comparison between different data and statistics. Hydrol. Earth Syst. Sci. 22, 1119–1133 (2018). The error has been corrected in the HTML and PDF versions of the article. © 2023, Springer Nature Limited.
Published: 2023

36. The Impact of Quadratic Nonlinear Relations between Soil Moisture Products on Uncertainty Estimates from Triple Collocation Analysis and Two Quadratic Extensions

Author: Zwieback, Simon, Su, Chun-Hsu, Gruber, Alexander, Dorigo, Wouter A., and Wagner, Wolfgang
Published: 2016

37. Confronting Weather and Climate Models with Observational Data from Soil Moisture Networks over the United States

Author: Dirmeyer, Paul A., Wu, Jiexia, Norton, Holly E., Dorigo, Wouter A., Quiring, Steven M., Ford, Trenton W., Santanello, Joseph A., Bosilovich, Michael G., Ek, Michael B., Koster, Randal D., Balsamo, Gianpaolo, and Lawrence, David M.
Published: 2016

38. The potential of 2D Kalman filtering for soil moisture data assimilation

Author: Gruber, Alexander, Crow, Wade, Dorigo, Wouter, and Wagner, Wolfgang
Published: 2015
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39. Bias-blind and bias-aware assimilation of leaf area index into the Noah-MP land surface model over Europe.

Author: Scherrer, Samuel, De Lannoy, Gabriëlle, Heyvaert, Zdenko, Bechtold, Michel, Albergel, Clement, El-Madany, Tarek S., and Dorigo, Wouter
Subjects: LEAF area index, CLIMATOLOGY observations, ROOT-mean-squares, GOVERNMENT policy on climate change, SURFACE forces
Abstract: Data assimilation (DA) of remotely sensed leaf area index (LAI) can help to improve land surface model estimates of energy, water, and carbon variables. So far, most studies have used bias-blind LAI DA approaches, i.e. without correcting for biases between model forecasts and observations. This might hamper the performance of the DA algorithms in the case of large biases in observations or simulations or both. We perform bias-blind and bias-aware DA of Copernicus Global Land Service LAI into the Noah-MP land surface model forced by the ERA5 reanalysis over Europe in the 2002–2019 period, and we evaluate how the choice of bias correction affects estimates of gross primary productivity (GPP), evapotranspiration (ET), runoff, and soil moisture. In areas with a large LAI bias, the bias-blind LAI DA leads to a reduced bias between observed and modelled LAI, an improved agreement of GPP, ET, and runoff estimates with independent products, but a worse agreement of soil moisture estimates with the European Space Agency Climate Change Initiative (ESA CCI) soil moisture product. While comparisons to in situ soil moisture in areas with weak bias indicate an improvement of the representation of soil moisture climatology, bias-blind LAI DA can lead to unrealistic shifts in soil moisture climatology in areas with strong bias. For example, when the assimilated LAI data in irrigated areas are much higher than those simulated without any irrigation activated, LAI will be increased and soil moisture will be depleted. Furthermore, the bias-blind LAI DA produces a pronounced sawtooth pattern due to model drift between DA updates, because each update pushes the Noah-MP leaf model to an unstable state. This model drift also propagates to short-term estimates of GPP and ET and to internal DA diagnostics that indicate a suboptimal DA system performance. The bias-aware approaches based on a priori rescaling of LAI observations to the model climatology avoid the negative effects of the bias-blind assimilation. They retain the improvements in GPP anomalies from the bias-blind DA but forego improvements in the root mean square deviations (RMSDs) of GPP, ET, and runoff. As an alternative to rescaling, we discuss the implications of our results for model calibration or joint parameter and state update DA, which has the potential to combine bias reduction with optimal DA system performance. [ABSTRACT FROM AUTHOR]
Published: 2023
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40. Characterising recent drought events in the context of dry-season trends using state-of-the-art reanalysis and remote-sensing soil moisture products.

Author: Hirschi, Martin, Crezee, Bas, Stradiotti, Pietro, Dorigo, Wouter, and Seneviratne, Sonia I.
Subjects: SOIL moisture, DROUGHTS, SCIENTIFIC literature, ATMOSPHERIC temperature, SURFACE temperature, AIR shows
Abstract: Drought events have multiple adverse impacts on environment, society, and economy. It is thus crucial to monitor and characterise such events. Here, we compare the ability of selected state-of-the-art long-term reanalysis and remote-sensing products to represent major seasonal and multi-year drought events in the 2000–2020 period globally. We focus on soil moisture (or agroecological) drought and place the results in the context of trends in dry-season soil moisture. We consider surface and root-zone soil moisture from ERA5, the related ERA5-Land, and MERRA-2 reanalysis products, the ESA CCI remote-sensing surface soil moisture products (encompassing an ACTIVE, a PASSIVE and a COMBINED product), as well as its near real-time counterpart produced within C3S. In addition, we use a new root-zone soil moisture dataset derived from the ESA CCI COMBINED product. Except for ESA CCI surface and root-zone soil moisture, the considered products offer opportunities for drought monitoring since they are available in near real-time. We analyse 18 documented drought events within predefined spatial and temporal bounds derived from scientific literature. Based on standardised daily anomalies of surface and root-zone soil moisture, the drought events are characterised by their severity (the time accumulated standardised anomalies), magnitude (the minimum of the standardised anomalies over time), duration, and spatial extent. Product deviations in drought severity and magnitude are then placed in the context of trends in dry-season soil moisture, and potential reasons for diverging global soil moisture trends in the products are further investigated. All investigated products capture the considered drought events. Overall, responses of surface soil moisture tend to be weakest for the ACTIVE remote-sensing products in all metrics, but most pronounced in the drought magnitudes. Also, MERRA‑2 shows lower magnitudes than the other products. Except for the COMBINED products, the remote-sensing products tend to underestimate the spatial extents of larger droughts. Product differences in drought severity and magnitude for single events are consistent with the differences in dry-season soil moisture trends. These trends are globally diverse and partly contradictory between products. ERA5, ERA5-Land and the COMBINED products show larger fractions of drying trends, MERRA-2 and the C3S ACTIVE and PASSIVE products more widespread wetting trends. MERRA-2 surface air temperature shows regionally negative biases in trends compared to a ground observational product, which suggests that this reanalysis product underestimates drought trends. Also, the comparison with trends in selected land-surface characteristics and bioclimatic indicators shows that dry-season soil moisture trends may be affected by retrieval or modelling artifacts in some cases. In the root zone (based on the reanalysis products and the ESA CCI root-zone soil moisture dataset), the droughts are dampened in magnitude and smaller in spatial extent but show a tendency to prolonged durations. Based on the overall observational evidence and the consideration of the respective limitations of the included products, the present analyses suggest a consistent tendency towards drying during the last two decades in some regions, namely in parts of central Europe, in a region north of the Black Sea/Caspian Sea, in southern Africa, and in parts of Australia, Siberia and South America. [ABSTRACT FROM AUTHOR]
Published: 2023
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41. Inundation–Desiccation State Prediction for Salt Pans in the Western Pannonian Basin Using Remote Sensing, Groundwater, and Meteorological Data.

Author: Schauer, Henri, Schlaffer, Stefan, Bueechi, Emanuel, and Dorigo, Wouter
Subjects: REMOTE sensing, GROUNDWATER, WATER table, SALT, RANDOM forest algorithms
Abstract: Salt pans are unique wetland ecosystems. In the Austrian Seewinkel region, salt pans are in an increasingly vulnerable state due to groundwater drainage and heightened climatic pressures. It is crucial to model how seasonal and long-term hydrological and climatological variations affect the salt pan dynamics in Seewinkel, yet a comprehensive understanding of the driving processes is lacking. The goal of this study is to develop random forest machine learning models driven by hydrological and meteorological data that allow us to predict in early spring (March) of each year the inundation state in the subsequent summer and fall. We utilize Earth observation data from Landsat 5 (L5), 8 (L8), and 9 (L9) to derive the time series of the inundation state for 34 salt pans for the period 1984–2022. Furthermore, we demonstrate that the groundwater level observed in March is the strongest predictor of the salt pan inundation state in summer and fall. Utilizing local groundwater data yields a Matthews correlation coefficient of 0.59. Models using globally available meteorological data, either instead of or in addition to groundwater data, provide comparable results. This allows the global transfer of the approach to comparable ecosystems where no in situ data are available. [ABSTRACT FROM AUTHOR]
Published: 2023
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42. Uncertainty estimation for a new exponential-filter-based long-term root-zone soil moisture dataset from Copernicus Climate Change Service (C3S) surface observations.

Author: Pasik, Adam, Gruber, Alexander, Preimesberger, Wolfgang, De Santis, Domenico, and Dorigo, Wouter
Subjects: SOIL moisture, CLIMATE change, PEARSON correlation (Statistics), PLANT-water relationships, SOIL depth
Abstract: Soil moisture is a key variable in monitoring climate and an important component of the hydrological, carbon, and energy cycles. Satellite products ameliorate the sparsity of field measurements but are inherently limited to observing the near-surface layer, while water available in the unobserved root-zone controls critical processes like plant water uptake and evapotranspiration. A variety of approaches exist for modelling root-zone soil moisture (RZSM), including approximating it from surface layer observations. While the number of available RZSM datasets is growing, they usually do not contain estimates of their uncertainty. In this paper we derive a long-term RZSM dataset (2002–2020) from the Copernicus Climate Change Service (C3S) surface soil moisture (SSM) COMBINED product via the exponential filter (EF) method. We identify the optimal value of the method's model parameter T , which controls the level of smoothing and delaying applied to the surface observations, by maximizing the correlation of RZSM estimates with field measurements from the International Soil Moisture Network (ISMN). Optimized T -parameter values were calculated for four soil depth layers (0–10, 10–40, 40–100, and 100–200 cm) and used to calculate a global RZSM dataset. The quality of this dataset is then globally evaluated against RZSM estimates of the ERA5-Land reanalysis. Results of the product comparison show satisfactory skill in all four layers, with the median Pearson correlation ranging from 0.54 in the topmost to 0.28 in the deepest soil layer. Temporally dynamic product uncertainties for each of the RZSM product layers are estimated by applying standard uncertainty propagation to SSM input data and by estimating structural uncertainties in the EF method from ISMN ground reference measurements taken at the surface and at varying depths. Uncertainty estimates were found to exhibit both realistic absolute magnitudes and temporal variations. The product described here is, to the best of our knowledge, the first global, long-term, uncertainty-characterized, and purely observation-based product for RZSM estimates up to 2 m depth. [ABSTRACT FROM AUTHOR]
Published: 2023
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43. Joint assimilation of SMAP soil moisture and AMSR2 vegetation optical depth retrievals into the Noah-MP land surface model

Author: Heyvaert, Zdenko, primary, Scherrer, Samuel, additional, Dorigo, Wouter, additional, Bechtold, Michel, additional, and De Lannoy, Gabriëlle, additional
Published: 2023
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44. Using satellite, airborne laser scanning and socio-economic data in a machine learning framework for improved fire danger modelling in the Alps

Author: Zotta, Ruxandra, primary, Schlaffer, Stefan, additional, Hollaus, Markus, additional, Dostalova, Alena, additional, Vacik, Harald, additional, Müller, Mortimer, additional, Atzberger, Clement, additional, Immitzer, Markus, additional, Dioszegi, Gergö, additional, and Dorigo, Wouter, additional
Published: 2023
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45. Accounting for Seasonal Soil Moisture Retrieval Errors in the Generation of Climate Data Records

Author: Stradiotti, Pietro, primary, Gruber, Alexander, additional, Preimesberger, Wolfgang, additional, Madelon, Rémi, additional, van der Schalie, Robin, additional, Rodriguez-Fernandez, Nemesio, additional, Hirschi, Martin, additional, Dorigo, Wouter, additional, Kidd, Richard, additional, and Albergel, Clément, additional
Published: 2023
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46. ESA CCI and C3S Soil Moisture - New developments and recent applications

Author: Preimesberger, Wolfgang, primary, Stradiotti, Pietro, additional, Madelon, Remi, additional, van der Schalie, Robin, additional, Rodriguez-Fernandez, Nemesio, additional, Hirschi, Martin, additional, Pasik, Adam, additional, Gruber, Alexander, additional, Dorigo, Wouter, additional, de Jeu, Richard, additional, Kidd, Richard, additional, and Albergel, Clement, additional
Published: 2023
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47. Improved uncertainty estimates for the exponential filter method in a long-term error characterised root-zone soil moisture dataset.

Author: Pasik, Adam, primary, Gruber, Alexander, additional, Preimesberger, Wolfgang, additional, De Santis, Domenico, additional, and Dorigo, Wouter, additional
Published: 2023
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48. Effect of socioeconomic variables in predicting global wildfire ignition occurrence

Author: Mukunga, Tichaona, primary, Forkel, Matthias, additional, Forrest, Matthew, additional, Zotta, Ruxandra-Maria, additional, Schlaffer, Stefan, additional, and Dorigo, Wouter, additional
Published: 2023
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49. VODCA v2: An updated long-term vegetation optical depth dataset for ecosystem monitoring

Author: Dorigo, Wouter, primary, Zotta, Ruxandra, additional, van der Schalie, Robin, additional, Moesinger, Leander, additional, and de Jeu, Richard, additional
Published: 2023
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50. Analyzing the reliability of in situ soil moisture measurements for satellite product validation: What makes fiducial reference measurements fiducial?

Author: Himmelbauer, Irene, primary, Gruber, Alexander, additional, Aberer, Daniel, additional, Preimesberger, Wolfgang, additional, Stradiotti, Pietro, additional, Dorigo, Wouter A., additional, Boresch, Alexander, additional, Tercjak, Monika, additional, Gibon, Francois, additional, Mialon, Arnaud, additional, Richaume, Philippe, additional, Kerr, Yann, additional, Diez Garcia, Raul, additional, Crapolicchio, Raffaele, additional, Sabia, Roberto, additional, Scipal, Klaus, additional, and Goryl, Philippe, additional
Published: 2023
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