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]
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]
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]
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
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]
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]
Learning Groundwater Contaminant Diffusion-Sorption Processes with a Finite Volume Neural Network. Water Resources Research, (58)122022. [PUMA: 1 EXC2075 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:PraditiaTimothy IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 from:timothypraditia peerreviewed pn5]
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes-Darcy flow problems. Computational Geosciences, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:KroekerIlja IWSAUTHOR:OladyshkinSergey IWSMONTH:07 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia] URL
Reliability sensitivity analysis based on a two-stage Markov chain Monte Carlo simulation. Aerospace Science and Technology, (130):107938, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 exc2075 from:timothypraditia peerreviewed pn5]
Diagnosing Similarities in Probabilistic Multi-Model Ensembles - an Application to Soil-Plant-Growth-Modeling. Modeling Earth Systems and Environment, (8):5143–5175, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 from:timothypraditia]
Gaussian active learning on multi-resolution arbitrary polynomial chaos emulator: concept for bias correction, assessment of surrogate reliability and its application to the carbon dioxide benchmark. Computational Geosciences, (27)3:1-21, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:KroekerIlja IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:04 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia peerreviewed]
The sparse Polynomial Chaos expansion: a fully Bayesian approach with joint priors on the coefficients and global selection of terms. Journal of Computational Physics, 112210, 2023. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:KroekerIlja IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSMONTH:05 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2023 from:timothypraditia]
Exporting sunshine: Planning South America’s electricity transition with green hydrogen. Applied Energy, (325):119569, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:HaasJannik IWSAUTHOR:Moreno-LeivaSimon IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 from:timothypraditia]
Lumped geohydrological modelling for long-term predictions of groundwater storage and depletion. Journal of Hydrology, (606):127347, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:EjazFahad IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2021 from:timothypraditia]
Optimal exposure time in Gamma-Ray Attenuation experiments for monitoring time-dependent densities. Transport in Porous Media, (143):463-496, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:González-NicolásAna IWSAUTHOR:KroekerIlja IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 from:timothypraditia]
Hybrid green-blue-gray decentralized urban drainage systems design, a simulation-optimization framework. Journal of Environmental Management, (249):109364, 2019. [PUMA: IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSYEAR:2021 IWSTYPENR:1 from:timothypraditia IWSTYPEDE:Publikationen IWSABT:ls3 IWSSUBTYPE:article IWSTYPEEN:articles]
Optimization-based clustering of random fields for computationally efficient and goal-oriented uncertainty quantification: concept and demonstration for delineation of wellhead protection areas in transient aquifers. Advances in Water Resources, (162):104146, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2022 from:timothypraditia]
Comprehensive comparison of precipitation datasets over Iran. Journal of Hydrology, (603):127054, 2021. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2021 from:timothypraditia]
Optimal design of experiments to improve the characterization of atrazine degradation pathways in soil. European Journal of Soil Science, (73)1:e13211, 2022. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:González-NicolásAna IWSAUTHOR:NowakWolfgang IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2021 from:timothypraditia]
Flexible copper: exploring capacity-based energy demand flexibility in the industry. Applied Energy, 2021 (submitted). [PUMA: IWSMONTH:12 IWSYEAR:2021 IWSTYPENR:1 from:timothypraditia IWSSUBTYPE:article 1 IWSAUTHOR:NowakWolfgang IWSAUTHOR:HaasJannik IWSTYPEDE:Publikationen IWSABT:ls3 IWSAUTHOR:Moreno-LeivaSimon IWSTYPEEN:articles]