Publications

Sebastian Schwindt, Lisa Meisinger, Beatriz Negreiros, and Tim Schneider, and Wolfgang Nowak. Transfer learning achieves high recall for object classification in fluvial environments with limited data. Geomorphology, (455):109185, April 2024. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:MeisingerLisa IWSAUTHOR:NowakWolfgang IWSAUTHOR:SchwindtSebastian IWSMONTH:04 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Hossein Zare, Michelle Viswanathan, Tobias KD Weber, Joachim Ingwersen, Wolfgang Nowak, Sebastian Gayler, and Thilo Streck. Improving winter wheat yield prediction by accounting for weather and model parameter uncertainty while assimilating LAI and updating weather data within a crop model. European Journal of Agronomy, (156):127149, March 2024. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:03 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Sinan Xiao, and Wolfgang Nowak. Failure probability estimation with failure samples: An extension of the two-stage Markov chain Monte Carlo simulation. Mechanical Systems and Signal Processing, (212):111300, February 2024. [PUMA: IWSYEAR:2024 IWSTYPENR:1 IWSSUBTYPE:article 1 IWSAUTHOR:NowakWolfgang IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles IWSMONTH:02] URL

Teng Xu, Sinan Xiao, Sebastian Reuschen, Nils Wildt, Harrie-Jan Hendricks Franssen, and Wolfgang Nowak. Towards a community-wide effort for benchmarking in subsurface hydrological inversion: benchmarking cases, high-fidelity reference solutions, procedure and a first comparison. Hydrology and Earth System Sciences, 2024 (submitted). [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:ReuschenSebastian IWSAUTHOR:WildtNils IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Ilja Kröker, Tim Brünnette, Nils Wildt, Maria Fernanda Morales Oreamuno, Rebecca Kohlhaas, Sergey Oladyshkin, and Wolfgang Nowak. Bayesian Active Learning for Regularized Multi-Resolution Arbitrary Polynomial Chaos using Information Theory.. International Journal for Uncertainty Quantification, 2024 (submitted). [PUMA: 1 IWSABT:ls3 IWSAUTHOR:BruennetteTim IWSAUTHOR:KohlhaasRebecca IWSAUTHOR:KroekerIlja IWSAUTHOR:MoralesOreamunoMariaFernanda IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:WildtNils IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Hossein Zare, Tobias KD Weber, Joachim Ingwersen, Wolfgang Nowak, Sebastian Gayler, and Thilo Streck. Within-Season crop yield prediction by a multi-model ensemble with integrated data assimilation. Field Crops Research, (308)109293February 2024. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:02 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Wolfgang Nowak, Tim Brünnette, Merel Schalkers, and Matthias Möller. Overdispersion in gate tomography: Experiments and continuous, two-scale random walk model on the Bloch sphere. ACM Transactions on Quantum Computing, 2024 (submitted). [PUMA: 1 IWSABT:ls3 IWSAUTHOR:BruennetteTim IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Kata Kurgyis, Peter Achtziger-Zupančič, Merle Bjorge, Marc S. Boxberg, Matteo Broggi, Jörg Buchwald, Oliver G. Ernst, Judith Flügge, Andrey Ganopolski, Thomas Graf, Philipp Kortenbruck, Julia Kowalski, Phillip Kreye, Peter Kukla, Sibylle Mayr, Shorash Miro, Thomas Nael, Wolfgang Nowak, Sergey Oladyshkin, Alexander Renz, Julia Rienäcker-Burschil, Klaus-Jürgen Röhlig, Oliver Sträter, Jan Thiedau, Florian Wagner, Florian Wellman, Marc Wengler, Jenset Wolf, and Wolfram Rühaak. Uncertainties and robustness with regard to the safety of a repository for high-level radioactive waste: Introduction of a research initiative. Environmental Earth Sciences, (83)2January 2024. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:01 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]

Fahad Ejaz, Nils Wildt, Thomas Wöhling, and Wolfgang Nowak. Estimating total groundwater storage and its associated uncertainty through spatiotemporal Kriging of groundwater-level data. Journal of Hydrology, 2024 (submitted). [PUMA: IWSAUTHOR:WildtNils IWSYEAR:2024 IWSMONTH:12 IWSTYPENR:1 IWSSUBTYPE:article 1 IWSAUTHOR:NowakWolfgang IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles IWSAUTHOR:EjazFahad]

Ishani Banerjee, Anneli Guthke, Cole J.C. Van de Ven, Kevin G. Mumford, and Wolfgang Nowak. Comparison of Four Competing Invasion Percolation Models for Gas Flow in Porous Media. Water Resources Research, 2023 (submitted). [PUMA: 1 IWSABT:ls3 IWSAUTHOR:BanerjeeIshani IWSAUTHOR:GuthkeAnneli IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:sscheurer]

Liwei Zhang, Wolfgang Nowak, Sergey Oladyshkin, Yan Wang, and Jianchao Cai. Opportunities and challenges in CO2 geologic utilization and storage. Advances in Geo-Energy Research, (8)3:141-145, July 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:07 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:sscheurer]

Sergey Oladyshkin, Timothy Praditia, Ilja Kroeker, Farid Mohammadi, Wolfgang Nowak, and Sebastian Otte. The Deep Arbitrary Polynomial Chaos Neural Network or how Deep Artificial Neural Networks could benefit from Data-Driven Homogeneous Chaos Theory. Neural Networks, (166):85-104, Elsevier, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:KroekerIlja IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:PraditiaTimothy IWSMONTH:09 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:sscheurer peerreviewed pn5]

Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Martin V. Butz, Sergey Oladyshkin, Wolfgang Nowak, and Sebastian Otte. Physical Domain Reconstruction with Finite Volume Neural Networks. Applied Artificial Intelligence, (37)1:2204261, https://doi.org/10.1080/08839514.2023.2204261 2023. [PUMA: IWSYEAR:2023 IWSAUTHOR:OladyshkinSergey IWSTYPENR:1 from:timothypraditia EXC2075 IWSSUBTYPE:article peerreviewed 1 IWSAUTHOR:NowakWolfgang from:sscheurer pn5 IWSAUTHOR:PraditiaTimothy IWSTYPEDE:Publikationen IWSABT:ls3 IWSMONTH:04 IWSTYPEEN:articles]

Kilian Mouris, Eduardo Acuna Espinoza, Sebastian Schwindt, Farid Mohammadi, Stefan Haun, Silke Wieprecht, and Sergey Oladyshkin. Stability criteria for Bayesian calibration of reservoir sedimentation models. Modeling Earth Systems and Environment, 2023. [PUMA: 1 EXC2075 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:02 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:sscheurer peerreviewed pn5 sfb1313] URL

Arndt Wagner, Alixa Sonntag, Sebastian Reuschen, Wolfgang Nowak, and Wolfgang Ehlers. Hydraulically induced fracturing in heterogeneous porous media using a TPM-phase-field model and geostatistics. Proceedings in Applied Mathematics and Mechanics, (23):e202200118, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:05 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia]

Ishani Banerjee, Peter Walter, Anneli Guthke, Kevin G. Mumford, and Wolfgang Nowak. The Method of Forced Probabilities: A Computation Trick for Bayesian Model Evidence. Computational Geosciences, (27):45-62, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:BanerjeeIshani IWSAUTHOR:GuthkeAnneli IWSAUTHOR:NowakWolfgang IWSMONTH:02 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 exc2075 from:timothypraditia peerreviewed pn5]

Fahad Ejaz, Thomas Wöhling, Anneli Guthke, and Wolfgang Nowak. Comprehensive uncertainty analysis for surface water and groundwater forecasts under climate change based on a lumped geo-hydrological model. Journal of Hydrology, (626-B):130323, October 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:EjazFahad IWSAUTHOR:NowakWolfgang IWSMONTH:10 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia] URL

Maria Fernanda Morales Oreamuno, Sergey Oladyshkin, and Wolfgang Nowak. Information-Theoretic Scores for Bayesian Model Selection and Similarity Analysis: Concept and Application to a Groundwater Problem. Water Resources Research, (59)7:e2022WR033711, July 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:OreamunoMaria IWSMONTH:07 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:sscheurer from:timothypraditia]

Sebastian Schwindt, Sergio Callau Medrano, Kilian Mouris, Felix Beckers, Stefan Haun, Wolfgang Nowak, Silke Wieprecht, and Sergey Oladyshkin. Bayesian calibration points to misconceptions in three-dimensional hydrodynamic reservoir modelling. Water Resources Research, (59):e2022WR033660, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:02 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia peerreviewed]

Han-Fang Hsueh, Anneli Guthke, Thomas Wöhling, and Wolfgang Nowak. Optimized Predictive Coverage by Averaging Time-Windowed Bayesian Distributions. Water Resources Research, (60):e2022WR033280, May 2024. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:GuthkeAnneli IWSAUTHOR:HsuehHan-Fang IWSAUTHOR:NowakWolfgang IWSMONTH:05 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2024]