M
Mathew Herrnegger
Researcher at University of Natural Resources and Life Sciences, Vienna
Publications - 60
Citations - 2074
Mathew Herrnegger is an academic researcher from University of Natural Resources and Life Sciences, Vienna. The author has contributed to research in topics: Environmental science & Hydrology (agriculture). The author has an hindex of 14, co-authored 51 publications receiving 1018 citations.
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Journal ArticleDOI
Rainfall-runoff modelling using Long Short-Term Memory (LSTM) networks
TL;DR: In this paper, a novel data-driven approach, using the Long Short-Term Memory (LSTM) network, a special type of recurrent neural network, was proposed for modeling storage effects in e.g. catchments with snow influence.
Journal ArticleDOI
Twenty-three unsolved problems in hydrology (UPH)–a community perspective
Günter Blöschl,Marc F. P. Bierkens,António Chambel,Christophe Cudennec,Georgia Destouni,Aldo Fiori,James W. Kirchner,James W. Kirchner,Jeffrey J. McDonnell,Hubert H. G. Savenije,Murugesu Sivapalan,Christine Stumpp,Elena Toth,Elena Volpi,Gemma Carr,Claire Lupton,Jose Luis Salinas,Borbála Széles,Alberto Viglione,Hafzullah Aksoy,Scott T. Allen,Anam Amin,Vazken Andréassian,Berit Arheimer,Santosh K. Aryal,Victor R. Baker,Earl Bardsley,Marlies Barendrecht,Alena Bartosova,Okke Batelaan,Wouter R. Berghuijs,Keith Beven,Theresa Blume,Thom Bogaard,Pablo Borges de Amorim,Michael E. Böttcher,Gilles Boulet,Korbinian Breinl,Mitja Brilly,Luca Brocca,Wouter Buytaert,Attilio Castellarin,Andrea Castelletti,Xiaohong Chen,Yangbo Chen,Yuanfang Chen,Peter Chifflard,Pierluigi Claps,Martyn P. Clark,Adrian L. Collins,Barry Croke,Annette Dathe,Paula Cunha David,Felipe P. J. de Barros,Gerrit H. de Rooij,Giuliano Di Baldassarre,Jessica M. Driscoll,Doris Duethmann,Ravindra Dwivedi,Ebru Eris,William H. Farmer,James Feiccabrino,Grant Ferguson,Ennio Ferrari,Stefano Ferraris,Benjamin Fersch,David C. Finger,Laura Foglia,Keirnan Fowler,B. I. Gartsman,Simon Gascoin,Eric Gaume,Alexander Gelfan,Alexander Gelfan,Josie Geris,Shervan Gharari,Tom Gleeson,Miriam Glendell,Alena Gonzalez Bevacqua,María P. González-Dugo,Salvatore Grimaldi,Akhilendra Bhushan Gupta,Björn Guse,Dawei Han,David M. Hannah,Adrian A. Harpold,Stefan Haun,Kate Heal,Kay Helfricht,Mathew Herrnegger,Matthew R. Hipsey,Hana Hlaváčiková,Clara Hohmann,Ladislav Holko,Chris Hopkinson,Markus Hrachowitz,Tissa H. Illangasekare,Azhar Inam,Camyla Innocente,Erkan Istanbulluoglu,Ben Jarihani,Zahra Kalantari,Andis Kalvans,Sonu Khanal,Sina Khatami,Jens Kiesel,Mike Kirkby,Wouter J. M. Knoben,Krzysztof Kochanek,Silvia Kohnová,Alla Kolechkina,Stefan Krause,David K. Kreamer,Heidi Kreibich,Harald Kunstmann,Harald Kunstmann,Holger Lange,Margarida L. R. Liberato,Eric Lindquist,Timothy E. Link,Junguo Liu,Daniel P. Loucks,Charles H. Luce,Gil Mahé,Olga Makarieva,Julien Malard,Shamshagul Mashtayeva,Shreedhar Maskey,Josep Mas-Pla,Maria Mavrova-Guirguinova,Maurizio Mazzoleni,Sebastian H. Mernild,Sebastian H. Mernild,Sebastian H. Mernild,Bruce Misstear,Alberto Montanari,Hannes Müller-Thomy,Alireza Nabizadeh,Fernando Nardi,Christopher M. U. Neale,Nataliia Nesterova,Bakhram Nurtaev,V.O. Odongo,Subhabrata Panda,Saket Pande,Zhonghe Pang,Georgia Papacharalampous,Charles Perrin,Laurent Pfister,Rafael Pimentel,María José Polo,David A. Post,Cristina Prieto Sierra,Maria-Helena Ramos,Maik Renner,J. E. Reynolds,Elena Ridolfi,Riccardo Rigon,Monica Riva,David E. Robertson,Renzo Rosso,Tirthankar Roy,João H.M. Sá,Gianfausto Salvadori,Mel Sandells,Bettina Schaefli,Andreas Schumann,Anna Scolobig,Jan Seibert,Jan Seibert,Eric Servat,Mojtaba Shafiei,Ashish Sharma,Moussa Sidibe,Roy C. Sidle,Thomas Skaugen,Hugh Smith,Sabine M. Spiessl,Lina Stein,Ingelin Steinsland,Ulrich Strasser,Bob Su,Ján Szolgay,David G. Tarboton,Flavia Tauro,Guillaume Thirel,Fuqiang Tian,Rui Tong,Kamshat Tussupova,Hristos Tyralis,Remko Uijlenhoet,Rens van Beek,Ruud van der Ent,Ruud van der Ent,Martine van der Ploeg,Anne Van Loon,Ilja van Meerveld,Ronald van Nooijen,Pieter R. van Oel,Jean-Philippe Vidal,Jana von Freyberg,Jana von Freyberg,Sergiy Vorogushyn,Przemysław Wachniew,Andrew J. Wade,Philip J. Ward,Ida Westerberg,Christopher J. White,Eric F. Wood,Ross Woods,Zongxue Xu,Koray K. Yilmaz,Yongqiang Zhang +212 more
TL;DR: In this article, a community initiative to identify major unsolved scientific problems in hydrology motivated by a need for stronger harmonisation of research efforts is described. But despite the diversity of the participants (230 scientists in total), the process revealed much about community priorities and the state of our science: a preference for continuity in research questions rather than radical departures or redirections from past and current work.
Journal ArticleDOI
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning
Frederik Kratzert,Daniel Klotz,Mathew Herrnegger,Alden Keefe Sampson,Sepp Hochreiter,Grey Nearing +5 more
TL;DR: In this paper, an out-of-sample Long Short-Term Memory (LSTM) network was used for predicting in ungauged basins, where the model was trained and tested on the CAMELS basins (approximately 30 years of daily rainfall/runoff data from 531 catchments in the US of sizes ranging from 4 km to 2,000 km).
Journal ArticleDOI
Observed and Potential Impacts of the COVID-19 Pandemic on the Environment.
Sorin Cheval,Cristian Mihai Adamescu,Teodoro Georgiadis,Mathew Herrnegger,Adrian Piticar,David R. Legates +5 more
TL;DR: It is argued that the effects of COVID-19 are determined mainly by anthropogenic factors which are becoming obvious as human activity diminishes across the planet, and the impacts on cities and public health will be continued in the coming years.
Journal ArticleDOI
Flood risk, climate change and settlement development: a micro-scale assessment of Austrian municipalities
Lukas Löschner,Mathew Herrnegger,Benjamin Apperl,Tobias Senoner,Walter Seher,Hans Peter Nachtnebel +5 more
TL;DR: In this article, the influence of climate change and land development on future flood risk for selected Austrian flood-prone municipalities is analyzed. But, the impact of these factors vary strongly across the different cases.