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Papers matching “data-driven uncertainty sets” 29

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Stochastic and deterministic algorithms for set-based data-driven computational mechanics
2026 RWTH Publications (RWTH Aachen) dissertation Physics and Astronomy Model Reduction and Neural Networks Open access

E. Prume

0

citations
Data-driven conditional flexibility index
2026 Computers & Chemical Engineering article Engineering Process Optimization and Integration Open access

Moritz Wedemeyer, Eike Cramer, Alexander Mitsos, Manuel Dahmen

1

citations
Data-Driven Conditional Flexibility Index
2026 arXiv (Cornell University) preprint Engineering Electric Power System Optimization Open access

Moritz Wedemeyer, Eike Cramer, Alexander Mitsos, Manuel Dahmen

0

citations
Data-Driven Conditional Flexibility Index
2026 arXiv (Cornell University) preprint Engineering Electric Power System Optimization Open access

Moritz Wedemeyer, Eike Cramer, Alexander Mitsos, Manuel Dahmen

0

citations
Towards autonomous learning and optimisation in textile production: data-driven simulation approach for optimiser validation
2024 Journal of Intelligent Manufacturing article Engineering Digital Transformation in Industry Open access

Ruben Kins, Christian Möbitz, Thomas Gries

4

citations
A Note on Piecewise Affine Decision Rules for Robust, Stochastic, and Data-Driven Optimization
2026 Operations Research article Decision Sciences Risk and Portfolio Optimization Open access

Simon Thomä, Maximilian Schiffer, Wolfram Wiesemann

0

citations
A sparse basis for equilibrium stress fields with application for direct data-driven mechanics
2026 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access

Erik Prume, Chenyi Ji, Stefanie Reese, Michael Ortiz

1

citations
Data compilations for enriched reuse of sea ice data sets
2023 conference-abstract Computer Science Research Data Management Practices Open access

Anna Simson, Anil Yıldiz, Julia Kowalski

0

citations
Bayesian galactic cartography via Gaussian processes: dark matter and interstellar gas : towards a new era of data-driven high-dimensional modelling in astrophysics
2026 RWTH Publications (RWTH Aachen) dissertation Physics and Astronomy Stellar, planetary, and galactic studies Open access

Laurin Söding

0

citations
A Novel Hybrid Machine Learning Algorithm for Limited and Big Data Modeling With Application in Industry 4.0
2020 IEEE Access article Engineering Control Systems and Identification Open access

Hamid Khayyam, Ali Jamali, Alireza Bab‐Hadiashar, Thomas Esch, Seeram Ramakrishna, Mahdi Jalili, +1 more

69

citations
AI in soil moisture remote sensing
2025 International Journal of Applied Earth Observation and Geoinformation article Environmental Science Soil Moisture and Remote Sensing Open access

3

citations
Uncertainty quantification in machine learning: confidence intervals for high-dimensional regression
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Sparse and Compressive Sensing Techniques Open access

Frederik Hoppe

0

citations
Using Gaussian Processes to Design Dynamic Experiments for Black-Box Model Discrimination under Uncertainty
2021 arXiv (Cornell University) preprint Decision Sciences Optimal Experimental Design Methods Open access

Simon Olofsson, Eduardo S. Schultz, Adel Mhamdi, Alexander Mitsos, Marc Peter Deisenroth, Ruth Misener

0

citations
A multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty - Supplementary Materials
2025 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Process Optimization and Integration Open access

0

citations
A multistage stochastic mixed integer optimization model for the design of a renewable fuel supply chain network under demand uncertainty - Supplementary Materials
2025 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Process Optimization and Integration Open access

0

citations
Information systems engineering with Digital Shadows: Concept and use cases in the Internet of Production
2023 Information Systems article Engineering Digital Transformation in Industry Open access cited by 1 patent

Martin Liebenberg, Matthias Jarke

35

citations
Process-based machine learning for multi-physics and chemistry in geothermal applications: parameter estimation and optimization under uncertainties
2024 RWTH Publications (RWTH Aachen) dissertation Physics and Astronomy Model Reduction and Neural Networks Open access

Ryan Santoso

0

citations
Optimal Experimental Design strategies for geoelectrical monitoring of fluid transport processes
2024 conference-abstract Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

Nino Menzel, Sebastian Uhlemann, Florian Wagner

0

citations
Histogram via entropy reduction (HER): an information-theoretic alternative for geostatistics
2020 Hydrology and earth system sciences article Environmental Science Soil Geostatistics and Mapping Open access

Stephanie Thiesen, Diego M. Vieira, Mirko Mälicke, Ralf Loritz, Florian Wellmann, Uwe Ehret

17

citations
Multivariate scenario generation of day-ahead electricity prices using normalizing flows
2024 Applied Energy article Engineering Energy Load and Power Forecasting Open access

Hannes Hilger, Dirk Witthaut, Manuel Dahmen, Leonardo Rydin Gorjão, Julius Trebbien, Eike Cramer

23

citations
Structure-based geophysical inversion using implicit geological models
2025 Geophysical Journal International article Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

Andrea Balza-Morales, Aaron Förderer, Florian Wellmann, Hansruedi Maurer, Florian Wagner

1

citations
Can a regional-scale reduction of atmospheric CO 2 during the COVID-19 pandemic be detected from space? A case study for East China using satellite XCO 2 retrievals
2020 preprint Environmental Science Atmospheric and Environmental Gas Dynamics Open access

Michael Buchwitz, Maximilian Reuter, Stefan Noël, K. Bramstedt, Oliver Schneising, M. Hilker, +10 more

5

citations
World Report: A Snapshot of Orthopaedic Surgery in The Netherlands
2025 Journal of Bone and Joint Surgery article Health Professions Healthcare Systems and Practices Open access

Rudolf Wilhelm Poolman, Sebastiaan A. W. van de Groes, Cornelis L. P. van de Ree, Bart G. C. W. Pijls

0

citations
Disentangled Representation Learning for Astronomical Chemical Tagging
2021 The Astrophysical Journal article Physics and Astronomy Stellar, planetary, and galactic studies Open access

Damien de Mijolla, Melissa Ness, S. Viti, Adam Wheeler

17

citations
Bridging therapy before CAR-T for multiple myeloma: a survey from the CMWP and CTIWP of the EBMT
2026 Bone Marrow Transplantation article Medicine Multiple Myeloma Research and Treatments Open access

Nico Gagelmann, Maximilian Merz, Laurien G.A. Baaij, Linda Köster, Jorinde Desiree Hoogenboom, Joanna Ewa Drozd-Sokolowska, +7 more

1

citations