Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review
Cheng, Sibo, Quilodran-Casas, Cesar, Ouala, Said, Farchi, Alban, Liu, Che, Tandeo, Pierre, Fablet, Ronan, Lucor, Didier, Iooss, Bertrand, Brajard, Julien, Xiao, Dunhui, Janjic, Tijana, Ding, Weiping, Guo, Yike, Carrassi, Alberto, Bocquet, Marc, Arcucci, Rossella
Published in IEEE/CAA journal of automatica sinica (01.06.2023)
Published in IEEE/CAA journal of automatica sinica (01.06.2023)
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Journal Article
Interpreting estimated observation error statistics of weather radar measurements using the ICON-LAM-KENDA system
Zeng, Yuefei, Janjic, Tijana, Feng, Yuxuan, Blahak, Ulrich, de Lozar, Alberto, Bauernschubert, Elisabeth, Stephan, Klaus, Min, Jinzhong
Published in Atmospheric measurement techniques (20.08.2021)
Published in Atmospheric measurement techniques (20.08.2021)
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Journal Article
Initial phase of the Hans-Ertel Centre for Weather Research – A virtual centre at the interface of basic and applied weather and climate research
Bollmeyer, Christoph, Hohenegger, Cathy, Keller, Jan, Ohlwein, Christian, Göber, Martin, Wapler, Kathrin, Janjic, Tijana, Weissmann, Martin, Ulbrich, Thorsten, Deneke, Hartwig, Seifert, Axel, Trömel, Silke
Published in Meteorologische Zeitschrift (Berlin, Germany : 1992) (2014)
Published in Meteorologische Zeitschrift (Berlin, Germany : 1992) (2014)
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Journal Article
A flexible additive inflation scheme for treating model error in ensemble Kalman filters
Sommer, Matthias, Janjić, Tijana
Published in Quarterly journal of the Royal Meteorological Society (01.10.2018)
Published in Quarterly journal of the Royal Meteorological Society (01.10.2018)
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Journal Article
Study of conservation laws with the Local Ensemble Transform Kalman Filter
Zeng, Yuefei, Janjić, Tijana
Published in Quarterly journal of the Royal Meteorological Society (01.07.2016)
Published in Quarterly journal of the Royal Meteorological Society (01.07.2016)
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Journal Article
Survey of data assimilation methods for convective‐scale numerical weather prediction at operational centres
Gustafsson, Nils, Janjić, Tijana, Schraff, Christoph, Leuenberger, Daniel, Weissmann, Martin, Reich, Hendrik, Brousseau, Pierre, Montmerle, Thibaut, Wattrelot, Eric, Bučánek, Antonín, Mile, Máté, Hamdi, Rafiq, Lindskog, Magnus, Barkmeijer, Jan, Dahlbom, Mats, Macpherson, Bruce, Ballard, Sue, Inverarity, Gordon, Carley, Jacob, Alexander, Curtis, Dowell, David, Liu, Shun, Ikuta, Yasutaka, Fujita, Tadashi
Published in Quarterly journal of the Royal Meteorological Society (01.04.2018)
Published in Quarterly journal of the Royal Meteorological Society (01.04.2018)
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Journal Article
Conservation of Mass and Preservation of Positivity with Ensemble-Type Kalman Filter Algorithms
Janjic, Tijana, McLaughlin, Dennis, Cohn, Stephen E, Verlaan, Martin
Published in Monthly weather review (01.02.2014)
Published in Monthly weather review (01.02.2014)
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Journal Article
A data assimilation algorithm for predicting rain
Janjić, Tijana, Ruckstuhl, Yvonne, Toint, Philippe L.
Published in Quarterly journal of the Royal Meteorological Society (01.04.2021)
Published in Quarterly journal of the Royal Meteorological Society (01.04.2021)
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Journal Article
A Unification of Ensemble Square Root Kalman Filters
NERGER, Lars, JANJIC, Tijana, SCHROTER, Jens, HILLER, Wolfgang
Published in Monthly weather review (01.07.2012)
Published in Monthly weather review (01.07.2012)
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Journal Article
Training a convolutional neural network to conserve mass in data assimilation
Ruckstuhl, Yvonne, Janjic, Tijana, Rasp, Stephan
Published in Nonlinear processes in geophysics (09.02.2021)
Published in Nonlinear processes in geophysics (09.02.2021)
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Journal Article
Characterizing noise and spurious convection in convective data assimilation
Lange, Heiner, Craig, George C., Janjić, Tijana
Published in Quarterly journal of the Royal Meteorological Society (01.10.2017)
Published in Quarterly journal of the Royal Meteorological Society (01.10.2017)
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Journal Article
A regulated localization scheme for ensemble-based Kalman filters
Nerger, Lars, Janjić, Tijana, Schröter, Jens, Hiller, Wolfgang
Published in Quarterly journal of the Royal Meteorological Society (01.04.2012)
Published in Quarterly journal of the Royal Meteorological Society (01.04.2012)
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Journal Article
On Domain Localization in Ensemble-Based Kalman Filter Algorithms
JANJIC, Tijana, NERGER, Lars, ALBERTELLA, Alberta, SCHROTER, Jens, SKACHKO, Sergey
Published in Monthly weather review (01.07.2011)
Published in Monthly weather review (01.07.2011)
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