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Publication database KNMI

The publication database contains the (co-)authored publications in scientific journals, KNMI reports and other publications

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Publications

  1. Temporally compounding energy droughts in European electricity systems with hydropower

    As Europe’s renewable energy capacities expand, electricity systems face increased risks of energ...

    L. van der Most, K. van der Wiel, R. M. J. Benders, P. W. Gerbens-Leenes & R. Bintanja | Nature Energy | 2024
  2. Global Climate

    -

    Dunn, R. J. H., Blannin, J., Gobron, N., Miller, J. B., Willett, K. M, Ades, Melanie, Adler, Robert, Alexe, Miha, Allan, Richard P., Anderson, Joh, Anneville, Orlane, Aono, Yasuyuki, Arguez, Anthony, Armenteras Pascual, Dolores, Arosio, Carlo, Asher, Elizabeth, Augustine, John A., Azorin-Molina, Cesa, Baez-Villanueva, Oscar M., Barichivich, J., Beck, Hylke E., Bellouin, Nicolas, Benedetti, Angela, Blenkinsop, Stephen, Bock, Olivier, Bodin, Xavier, Bonte, Olivier, Bosilovich, Michael G., Boucher, Olivier, Buehler, Stefan A., Byrne, Michael P, Campos, Diego, Cappucci, Fabrizio, Carrea, Laura, Chang, Kai-Lan, Christiansen, Hanne H, Christy, John R., Chung, Eui-Seok, Ciasto, Laura M., Clingan, Scott, Coldewey-Egbers, Melanie, Cooper, Owen R., Cornes, Richard C, Covey, Curt, Crétaux, Jean-Francois, Crimmins, Theresa, Crotwell, Molly, Culpepper, Joshua, Cusicanqui, Diego, Davis, Sean, de Jeu, Richard A. M., Degenstein, Dou, Delaloye, Reynald, DiGangi, Elizabet, Dokulil, Martin T., Donat, Markus G., Dorigo, Wouter A., Duchemin, Diane, Dugan, Hilary, Durre, Imk, Dutton, Geoff, Duveiller, Gregory, Estilow, Thomas W., Estrella, Nicole, Fereday, David, Fioletov, Vitali E., Flemming, Johannes, Foster, Michael J., Frederikse, Thomas, Frith, Stacey M., Froidevaux, Lucien, Füllekrug, Martin, Garforth, Judith, Garg, Jay, Godin-Beekmann, Sophie, Goodman, Steven, Goto, Atsushi, Grimm, Alice, Gruber, Alexander, Gu, Guojun, Guglielmin, Mauro, Hahn, Sebastian, Haimberger, Leopold, Hall, Brad D., Harlan, Merritt E., Harris, I., Hemming, Deborah L., Hirschi, Martin, Ho, Shu-peng (Ben), Holzworth, Robert, Horton, Radley M., Hrbáček, Filip, Hu, Guojie, Hurst, Dale, Inness, Antje, Isaksen, Ketil, John, Viju O., Jones, P. D., Junod, Robert, Kääb, Andreas, Kaiser, Johannes W., Kaufmann, Viktor, Kellerer-Pirklbauer, Andreas, Khaykin, Sergey, Kidd, Richard, King, Tyler V., Kipling, Zak, Koppa, Akash, Kraemer, Benjamin M., La Fuente, R. Sofia, Laas, Alo, Lan, Xin, Lantz, Kathleen O., Lapierre, Jeff, Lavers, David A., Leblanc, Thierry, Leibensperger, Eric, Lennard, Chris, Liley, Ben, Liu, Yakun, Lo, Y. T. Eunice, Loeb, Norman G., Loyola, Diego, Magnin, Florence, Matsuzaki, Shin-Ichiro, Matthews, Tom, Mayer, Michael, McCarthy, Michael, McVicar, Tim R., Mears, Carl A., Menzel, Annette, Merchant, Christopher J., Merio, Leo-Juhani, Meyer, Michael F., Miralles, Diego G., Montzka, Stephan A., Morice, Colin, Morino, Isamu, Mrekaj, Ivan, Mühle, Jens, Nance, D., Nicolas, Julien P., Noetzli, Jeannette, Noll, Ben, O’Keefe, John, Osborn, Tim J., Parrington, Mark, Pellet, Cécile, Pelto, Mauri S., Petersen, Kyle, Phillips, Coda, Pierson, Don, Pinto, Izidine, Po-Chedley, Stephen, Pogliotti, Paolo, Polvani, Lorenzo, Preimesberger, Wolfgang, Price, Colin, Randel, William J., Raymond, Colin, Rémy, Samuel, Ricciardulli, Lucrezia, Richardson, Andrew D., Robinson, David A., Rodell, Matthew, Rodriguez-Fernandez, Nemesio, Rogers, Cassandra D. W., Rohini, P., Rosenlof, Karen, Rozanov, Alexei, Rozkošný, Jozef, Rusanovskaya, Olga O., Rutishauser, This, Sabeerali, C. T., Said, Ryan, Sakai, Tetsu, Sánchez-Lugo, Ahira, Sawaengphokhai, Parnchai, Schenzinger, Verena, Schlegel, Robert W., Schmid, Martin, Seneviratne, Sonia I., Sezaki, Fumi, Shao, Xi, Sharma, Sapna, Shi, Lei, Shimaraeva, Svetlana V., Shinohara, Ryuichiro, Silow, Eugene A., Simmons, Adrian J., Smith, Sharon L., Soden, Brian J., Sofieva, Viktoria, Soldo, Logan, Sreejith, O. P., Stackhouse, Paul W., Stauffer, Ryan, Steinbrecht, Wolfgang, Steiner, Andrea K., Stoy, Paul C., Stradiotti, Pietro, Streletskiy, Dmitry A., Taha, Ghassan, Thackeray, Stephen J., Thibert, Emmanuel, Timofeyev, Maxim A., Tourpali, Kleareti, Tronquo, Emma, Tye, Mari R., van der A, Ronald, van der Schalie, Robin, van der Schrier, Gerard, van Vliet, Arnold J. H., Verburg, Piet, Vernier, Jean-Paul, Vimont, Isaac J., Virts, Katrina, Vivero, Sebastián, Vömel, Holger, Vose, Russell S., Wang, Ray H. J., Warnock, Taran, Weber, Mark, Wiese, David N., Wild, Jeannette D, Williams, Earle, Wong, Takmeng, Woolway, Richard Iestyn, Yin, Xungang, Zeng, Zhenzhong, Zhao, Lin, Zhong, Feng, Ziemke, Jerry R., Ziese, Markus, Zotta, Ruxandra M., Zou, Cheng-Zhi | Bull. Amer. Meteor. Soc. | 2024 | 105
  3. The Use of Impact Chains to Describe Complex Cause-Effect Relationships Within a Systemic Multi-sectoral and Multi-hazard Risk Assessment

    The occurrence of hazards and of their resulting impacts is characterised by complex interactions...

    Silvia Cocuccioni, Federica Romagnoli, Massimiliano Pittore, Iuliana Armas, Dragos Toma Danila, Gabriela Osaci, Cosmina Albulescu, Çağlar Göksu, Seda Kundak, Kerem Yavuz Arslanlı, Duygu Kalkanlı, Ece Özden Pak, Betül Ergün Konukçu, Till Wenzel, Philipp Marr, Elske de Zeeuw-van Dalfsen, Lotte Savelberg, Palindi Kalubowila, Marcel Hürlimann, Marija Bockarjova, Ben Witvliet, Cees van Westen & Funda Atun | Proceedings of the 7th International Conference on Earthquake Engineering and Seismology. ICEES 2023. | 2024 | 401
  4. Application of the Multi-Scale Infrastructure for Chemistry and Aerosols version 0 (MUSICAv0) for air quality research in Africa

    The Multi-Scale Infrastructure for Chemistry and Aerosols Version 0 (MUSICAv0) is a new community...

    Wenfu Tang, Louisa K. Emmons, Helen M. Worden, Rajesh Kumar, Cenlin He, Benjamin Gaubert, Zhonghua Zheng, Simone Tilmes, Rebecca R. Buchholz, Sara-Eva Martinez-Alonso, Claire Granier, Antonin Soulie, Kathryn McKain, Bruce C. Daube, Jeff Peischl, Chelsea Thompson, and Pieternel Levelt | Geosci. Model Dev | 2023 | 16
  5. Ocean Mesoscale and Frontal-Scale Ocean–Atmosphere Interactions and Influence on Large-Scale Climate: A Review

    Two decades of high-resolution satellite observations and climate modeling studies have indicated...

    Hyodae Seo, Larry W. O’Neill, Mark A. Bourassa, Arnaud Czaja, Kyla Drushka, James B. Edson, Baylor Fox-Kemper, Ivy Frenger, Sarah T. Gille , Benjamin P. Kirtman , Shoshiro Minobe , Angeline G. Pendergrass , Lionel Renault , Malcolm J. Roberts , Niklas Schneider , R. Justin Small, Ad Stoffelen, and Qing Wang | Journal of Climate | 2023 | 36
  6. PARMIO: A Reference Quality Model for Ocean Surface Emissivity and Backscatter from the Microwave to the Infrared

    The need for a community reference quality ocean emission and reflection model for use across a b...

    Emmanuel Dinnat, Stephen English, Catherine Prigent, Lise Kilic, Magdalena Anguelova, Stuart Newman, Thomas Meissner, Jacqueline Boutin, Ad Stoffelen, Simon Yueh, Ben Johnson, Fuzhong Weng , and Carlos Jimenez | Bulletin of the American Meteorological Society | 2023
  7. CLAAS-3: the third edition of the CM SAF cloud data record based on SEVIRI observations

    CLAAS-3, the third edition of the Cloud property dAtAset using SEVIRI (Spinning Enhanced Visible ...

    Nikos Benas, Irina Solodovnik, Martin Stengel, Imke Hüser, Karl-Göran Karlsson, Nina Håkansson, Erik Johansson, Salomon Eliasson, Marc Schröder, Rainer Hollmann, and Jan Fokke Meirink | Earth System Science Data | 2023 | 15
  8. CLARA-A3: The third edition of the AVHRR-based CM SAF climate data record on clouds, radiation and surface albedo covering the period 1979 to 2023

    This paper presents the third edition of The Satellite Application Facility on Climate Monitoring...

    Karl-Göran Karlsson, Martin Stengel, Jan Fokke Meirink, Aku Riihelä, Jörg Trentmann, Tom Akkermans, Diana Stein, Abhay Devasthale, Salomon Eliasson, Erik Johansson, Nina Håkansson, Irina Solodovnik, Nikos Benas, Nicolas Clerbaux, Nathalie Selbach, Marc Schröder, and Rainer Hollmann | Earth System Science Data | 2023 | 15
  9. Ten New Insights in Climate Science 2023/2024

    Non-technical summary: We identify a set of essential recent advances in climate change research ...

    Mercedes Bustamante, Joyashree Roy, Daniel Ospina, Ploy Achakulwisut, Anubha Aggarwal, Ana Bastos, Wendy Broadgate, Josep G Canadell, Edward R Carr, Deliang Chen, Helen A Cleugh, Kristie L Ebi, Clea Edwards, Carol Farbotko, Marcos Fernández-Martínez, Thomas L Frölicher, Sabine Fuss, Oliver Geden, Nicolas Gruber, Luke J Harrington, Judith Hauck, Zeke Hausfather, Sophie Hebden, Aniek Hebinck, Saleemul Huq, Matthias Huss, M Laurice P Jamero, Sirkku Juhola, Nilushi Kumarasinghe, Shuaib Lwasa, Bishawjit Mallick, Maria Martin, Steven McGreevy, Paula Mirazo, Aditi Mukherji, Greg Muttitt, Gregory F Nemet, David Obura, Chukwumerije Okereke, Tom Oliver, Ben Orlove, Nadia S Ouedraogo, Prabir K Patra, Mark Pelling, Laura M Pereira, Åsa Persson, Julia Pongratz, Anjal Prakash, Anja Rammig, Colin Raymond, Aaron Redman, Cristobal Reveco, Johan Rockström, Regina Rodrigues, David R Rounce, E Lisa F Schipper, Peter Schlosser, Odirilwe Selomane, Gregor Semieniuk, Yunne-Jai Shin, Tasneem A Siddiqui, Vartika Singh, Giles B Sioen, Youba Sokona, Detlef Stammer, Norman J Steinert, Sunhee Suk, Rowan Sutton, Lisa Thalheimer, Vikki Thompson, Gregory Trencher, Kees van der Geest, Saskia E Werners, Thea Wübbelmann, Nico Wunderling, Jiabo Yin, Kirsten Zickfeld, Jakob Zscheischler | Global Sustainability | 2023
  10. Impact of Atmospheric Rivers on Future Poleward Moisture Transport and Arctic Climate in EC-Earth2

    Alongside mean increases in poleward moisture transport (PMT) to the Arctic, most climate models ...

    M Kolbe, JPJ Sonnemans, R Bintanja, EC van der Linden,  K van der Wiel, K Whan, I Benedict | Journal of Geophysical Research - Atmospheres | 2023 | 128
  11. Regional Climates [in “State of the Climate in 2022“]

    This chapter provides summaries of the 2022 temperature and precipitation conditions across seve...

    Bissolli, Peter, Bochníček, Oliver, Demircan, Mesut, T Kennedy, John, Khan, Valentina, Lakatos, Mónika, Mamen, Jostein, Rodriguez Guisado, Esteban, Rösner, Benjamin, Rösner, Henrieke, Sensoy, Serhat, Spillane, Sandra, van der Schrier, Gerard, | Bull. Amer. Meteor. Soc., | 2023 | 104
  12. A database of ground motion recordings, site profiles, and amplification factors from the Groningen gas field in the Netherlands

    A comprehensive database that has been used to develop ground motion models for induced earthquak...

    Michail Ntinalexis, Pauline P Kruiver, Julian J Bommer, Elmer Ruigrok, Adrian Rodriguez-Marek, Ben Edwards, Rui Pinho, Jesper Spetzler, Edwin Obando Hernandez, Manos Pefkos, Mahdi Bahrampouri, Erik P van Onselen, Bernard Dost, Jan van Elk | Earthquake Spectra | 2022
  13. Extreme Events in the European Renewable Power System: Validation of a Modeling Framework to Estimate Renewable Electricity Production and Demand from Meteorological Data

    With the need to reduce greenhouse gas emissions, the coming decades will see a transition of Eur...

    L van der Most, K van der Wiel, RMJ Benders, PW Gerbens-Leenes, P Kerkmans, R Bintanja | Renewable and Sustainable Energy Reviews | 2022 | 170
  14. CRAAS: A European Cloud Regime dAtAset Based on the CLAAS-2.1 Climate Data Record

    Given the important role of clouds in our planet’s climate system, it is crucial to further impro...

    Tzallas, V.; Hünerbein, A.; Stengel, M.; Meirink, J.F.; Benas, N.; Trentmann, J.; Macke, A. | Remote Sensing | 2022 | 14
  15. FOAM Emissivity Modelling with Foam Properties Tuned by Frequency and Polarization

    We model the sea foam emissivity at frequencies from 1 to 89 GHz. This model is part of the work ...

    Magdalena D Anguelova, Emmanuel Dinnat, Lise Kilic, Michael H Bettenhausen, Stephen English, Catherine Prigent, Thomas Meissner, Jacqueline Boutin, Stuart Newman, Ben Johnson, Simon Yueh, Masahiro Kazumori, Fuzhong Weng, Ad Stoffelen, Christophe Accadia | IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium | 2022
  16. Ground-motion prediction models for induced earthquakes in the Groningen gas field, the Netherlands

    Small-magnitude earthquakes induced by gas production in the Groningen field in the Netherlands h...

    Julian Bommer, Peter Stafford, Elmer Ruigrok, Adrian Rodriguez-Marek, Michael Ntinalexis, Pauline Kruiver, Ben Edwards, Bernard Dost and Jan van Elk | Journal of Seismology | 2022 | 6
  17. Derivation of a near-surface damping model for the Groningen gas field

    Seismic damping of near-surface deposits is an important input to site-response analysis for seis...

    Elmer Ruigrok, Adrian Rodriguez-Marek, Ben Edwards, Pauline Kruiver, Bernard Dost and Julian Bommer | Geophysical Journal International | 2022 | 230
  18. Record high solar irradiance in Western Europe during first COVID-19 lockdown largely due to unusual weather

    Spring 2020 broke sunshine duration records across Western Europe. The Netherlands recorded the h...

    Chiel C. van Heerwaarden, Wouter B. Mol, Menno A. Veerman, Imme B. Benedict, Bert G. Heusinkveld, Wouter H. Knap, Stelios Kazadzis, Natalia Kouremeti, Stephanie Fiedler | Communications Earth and Environment | 2021 | 2(37)
  19. Evaluating Climate Models: The ARM Data-Oriented Metrics and Diagnostics Toolkit

    By exploiting molecular scattering in clear air, Aeolus addresses the increasing demand for ver...

    Ad Stoffelen, Angela Benedetti, Régis Borde, Alain Dabas, Pierre Flamant, Mary Forsythe, R Michael Hardesty, Lars Isaksen, Erland Källén, Heiner Körnich, Tsengdar Lee, Oliver Reitebuch, Michael Rennie, Lars-Peter Riishøjgaard, Harald Schyberg, Anne Grete Straume, Michael Vaughan | Bulletin of the American Meteorological Society | 2021 | 102
  20. The Aeolus Data Innovation and Science Cluster

    The Data Innovation and Science Cluster (DISC) is a core element of ESA's data quality strategy f...

    Isabell Krisch, Oliver Reitebuch, Jonas Von Bismarck, Tommaso Parrinello, Michael Rennie, Fabian Weiler, Dorit Huber, Jos De Kloe, Alain Dabas, Anne Grete Straume-Lindner, Saleh Abdalla, Stefano Aprile, Sebastian Bley, Fabio Bracci, Simone Bucci, Massimo Cardaci, Werner Damman, Dave Donovan, Frithjof Ehlers, Frederic Fabre, Peggy Fischer, Thomas Flament, Giacomo Gostinicchi, Lars Isaksen, Sebastian Jupin-Langlois, Thomas Kanitz, Adrien Lacour, Marta De Laurentis, Christian Lemmerz, Oliver Lux, Uwe Marksteiner, Gert-Jan Marseille, Nafiseh Masoumzadeh, Markus Meringer, Sander Niemeijer, Ines Nikolaus, Gaetan Perron, Bas Pijnacker-Hordijk, Katja Reissig, Matic Savli, Karsten Schmidt, Ad Stoffelen, Dimitri Trapon, Michael Vaughan, Marcella Veneziani, Cristiano De Vincenti, Benjamin Witschas | 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS | 2021
  21. Copernicus Marine Service Ocean State Report, Issue 5

    The first operational phase 2014–2021 of the Copernicus Marine Service has successfully implement...

    Karina von Schuckmann, Pierre-Yves Le Traon, Neville Smith, Ananda Pascual, Samuel Djavidnia, Jean-Pierre Gattuso, Marilaure Grégoire, Signe Aaboe, Victor Alari, Brittany E Alexander, Andrés Alonso-Martirena, Ali Aydogdu, Joel Azzopardi, Marco Bajo, Francesco Barbariol, Mirna Batistić, Arno Behrens, Sana Ben Ismail, Alvise Benetazzo, Isabella Bitetto, Mireno Borghini, Laura Bray, Arthur Capet, Roberto Carlucci, Sourav Chatterjee, Jacopo Chiggiato, Stefania Ciliberti, Giulia Cipriano, Emanuela Clementi, Paul Cochrane, Gianpiero Cossarini, Lorenzo d'Andrea, Silvio Davison, Emily Down, Aldo Drago, Jean-Noël Druon, Georg Engelhard, Ivan Federico, Rade Garić, Adam Gauci, Riccardo Gerin, Gerhard Geyer, Rianne Giesen, Simon Good, Richard Graham, Marilaure Grégoire, Eric Greiner, Kjell Gundersen, Pierre Hélaouët, Stefan Hendricks, Johanna J Heymans, Jason Holt, Marijana Hure, Mélanie Juza, Dimitris Kassis, Paula Kellett, Maaike Knol-Kauffman, Panagiotis Kountouris, Marilii Kõuts, Priidik Lagemaa, Thomas Lavergne, Jean-François Legeais, Pierre-Yves Le Traon, Simone Libralato, Vidar S Lien, Leonardo Lima, Sigrid Lind, Ye Liu, Diego Macías, Ilja Maljutenko, Antoine Mangin, Aarne Männik, Veselka Marinova, Riccardo Martellucci, Francesco Masnadi, Elena Mauri, Michael Mayer, Milena Menna, Catherine Meulders, Jane S Møgster, Maeva Monier, Kjell Arne Mork, Malte Müller, Jan Even Øie Nilsen, Giulio Notarstefano, José L Oviedo, Cyril Palerme, Andreas Palialexis, Diego Panzeri, Silvia Pardo, Elisaveta Peneva, Paolo Pezzutto, Annunziata Pirro, Trevor Platt, Pierre-Marie Poulain, Laura Prieto, Stefano Querin, Lasse Rabenstein, Roshin P Raj, Urmas Raudsepp, Marco Reale, Richard Renshaw, Antonio Ricchi, Robert Ricker, Sander Rikka, Javier Ruiz, Tommaso Russo, Jorge Sanchez, Rosalia Santoleri, Shubha Sathyendranath, Giuseppe Scarcella, Katrin Schroeder, Stefania Sparnocchia, Maria Teresa Spedicato, Emil Stanev, Joanna Staneva, Alexandra Stocker, Ad Stoffelen, Anna Teruzzi, Bryony Townhill, Rivo Uiboupin, Nadejda Valcheva, Luc Vandenbulcke, Håvard Vindenes, Karina von Schuckmann, Nedo Vrgoč, Sarah Wakelin, Walter Zupa | Journal of Operational Oceanography | 2021 | 14
  22. KNMI Klimaatsignaal'21 Hoe het klimaat in Nederland snel verandert

    Het Klimaatsignaal’21 is gebaseerd op de grote hoeveelheid kennis over klimaatverandering die in ...

    KNMI auteurs per hoofdstuk 1: Peter Siegmund, Bernadet Overbeek, Geert Jan van Oldenborgh † en Hylke de Vries. 2: Peter Siegmund, Rein Haarsma, Nadia Bloemendaal en Job Dullaart. 3: Rob van Dorland. 4: Sybren Drijfhout en Dewi Le Bars. 5: Richard Bintanja, Dewi Le Bars, Caitlin Pot en Nomikos Skyllas. 6: Geert Lenderink, Rob Groenland en Alwin Haklander. 7: Karin van der Wiel, Rein Haarsma, Emma Daniels, Gerard van der Schrier en Emma Aalbers. 8: Andreas Sterl, Jules Beersma en Henk van den Brink. 9: Ben Wichers Schreur. Eindredactie Rob van Dorland | --2021 | pp72
  23. Infrasound as a Cue for Seabird Navigation

    Seabirds are amongst the most mobile of all animal species and spend large amounts of their lives...

    SC Patrick, JD Assink, M Basille, S Clusella-Trullas, TA Clay, OFC den Ouden, R Joo, JN Zeyl, S Benhamou, J Christensen-Dalsgaard, LG Evers, AL Fayet, C Köppl, EP Malkemper, LM Martín López, O Padget, RA Phillips, MK Prior, PSM Smets, EE van Loon | Frontiers in Ecology and Evolution | 2021 | 9
  24. Statistical Postprocessing for Weather Forecasts: Review, Challenges, and Avenues in a Big Data World

    Statistical postprocessing techniques are nowadays key components of the forecasting suites in ma...

    Vannitsem, S., Bremnes, J. B., Demaeyer, J., Evans, G. R., Flowerdew, J., Hemri, S., Lerch, S., Roberts, N., Theis, S., Atencia, A., Ben Bouallègue, Z., Bhend, J., Dabernig, M., De Cruz, L., Hieta, L., Mestre, O., Moret, L., Plenković, I. O., Schmeits, M., Taillardat, M., Van den Bergh, J., Van Schaeybroeck, B., Whan, K., and Ylhaisi, J. | Bulletin of the American Meteorological Society | 2021 | 102
  25. Comprehensive evaluation of the Copernicus Atmosphere Monitoring Service (CAMS) reanalysis against independent observations: Reactive gases

    The Copernicus Atmosphere Monitoring Service (CAMS) is operationally providing forecast and reana...

    Wagner, A., Bennouna, Y., Blechschmidt, A.-M., Brasseur, G., Chabrillat, S., Christophe, Y., Errera, Q., Eskes, H., Flemming, J., Hansen, K. M., Inness, A., Kapsomenakis, J., Langerock, B., Richter, A., Sudarchikova, N., Thouret, V., Zerefos, C. | Elementa: Science of the Anthropocene | 2021 | 9