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Papers matching “machine learning framework” 382

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Integrating Machine Learning and Sustainability in Nonwoven Production: A Case Study Using the FOREST Framework
2025 Applied System Innovation article Materials Science Textile materials and evaluations Open access

Rosario Othen, Steven Macpherson, Christian Möbitz, Thomas Gries

0

citations
ML-SAFT: A machine learning framework for PCP-SAFT parameter prediction
2023 ChemRxiv preprint Engineering Phase Equilibria and Thermodynamics Open access

Kobi Felton, Lukas Rasßpe-Lange, Jan G. Rittig, Kai O. Leonhard, Alexander Mitsos, Julian Meyer‐Kirschner, +2 more

6

citations
ML-SAFT: A machine learning framework for PCP-SAFT parameter prediction
2024 Chemical Engineering Journal article Engineering Fault Detection and Control Systems Open access

Kobi Felton, Lukas Raßpe-Lange, Jan G. Rittig, Kai O. Leonhard, Alexander Mitsos, Julian Meyer‐Kirschner, +2 more

33

citations
Assessment Framework for Deployability of Machine Learning Models in Production
2023 Procedia CIRP article Engineering Digital Transformation in Industry Open access

Henrik Heymann, Hendrik Mende, Maik Frye, Robert Heinrich Schmitt

7

citations
A modular framework for FAIR shallow landslide susceptibility mapping based on machine learning
2024 Natural Hazards article Environmental Science Landslides and related hazards Open access

Ann-Kathrin Edrich, Anil Yıldiz, Ribana Roscher, Alexander Bast, Frank Graf, Julia Kowalski

9

citations
Adaptive data generation framework for machine learning models in nonlinear structural dynamics
2026 RWTH Publications (RWTH Aachen) dissertation Physics and Astronomy Model Reduction and Neural Networks Open access

Pavle Milicevic

0

citations
Modeling downwind, urban heat island and rainfall, using a machine learning–integrated spatiotemporal framework
2026 City and Environment Interactions article Environmental Science Urban Heat Island Mitigation Open access

Noushin Mokhtarzadeh, Hossein Abdeyazdan

0

citations
Detecting CSF-validated Alzheimer’s disease from spontaneous speech in German: an interpretable end-to-end machine-learning framework
2026 Frontiers in Neurology article Neuroscience Neurobiology of Language and Bilingualism Open access

Daniel Wiechmann, Elma Kerz, Milena Albrecht, Yu Qiao, João Pinho, Kathrin Reetz, +1 more

0

citations
Machine Learning Framework for Thrombosis Risk Prediction in Rotary Blood Pumps
2025 Zenodo (CERN European Organization for Nuclear Research) software Open access

0

citations
Machine Learning Framework for Thrombosis Risk Prediction in Rotary Blood Pumps
2025 Zenodo (CERN European Organization for Nuclear Research) software Open access

0

citations
A Machine Learning Framework for Quantifying Chemical Segregation and Microstructural Features in Atom Probe Tomography Data
2023 Microscopy and Microanalysis article Engineering Advanced Materials Characterization Techniques Open access

Alaukik Saxena, Nikita Polin, Navyanth Kusampudi, Shyam Katnagallu, Leopoldo Molina‐Luna, Oliver Gutfleisch, +4 more

20

citations
Constitutive artificial neural networks: a general anisotropic constitutive modeling framework utilizing machine learning
2021 PAMM article Physics and Astronomy Model Reduction and Neural Networks Open access

Markus Hillgärtner, Kevin Linka, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron

3

citations
Modeling downwind, urban heat island and rainfall, using a machine learning–integrated spatiotemporal framework
2026 City and Environment Interactions article Environmental Science Urban Heat Island Mitigation Open access

Noushin Mokhtarzadeh, Hossein Abdeyazdan

0

citations
Optimizing Pavement Maintenance with AI: A Data-Driven Framework Integrating Optimization and Machine Learning
2026 International Journal of Pavement Research and Technology article Engineering Infrastructure Maintenance and Monitoring Open access

Tiago Tamagusko, Sérgio Copetti Callai, Matheus Gomes Correia, A M Ferreira

2

citations
A modular framework for FAIR shallow landslide susceptibility mapping based on machine learning
2024 Research Square preprint Environmental Science Landslides and related hazards Open access

Ann-Kathrin Edrich, Anil Yıldiz, Ribana Roscher, Alexander Bast, Frank Graf, Julia Kowalski

0

citations
A modular framework for FAIR shallow landslide susceptibility mapping based on machine learning
2023 Research Square preprint Environmental Science Landslides and related hazards Open access

Ann-Kathrin Edrich, Anil Yıldiz, Ribana Roscher, Julia Kowalski

0

citations
Summit: Benchmarking Machine Learning Methods for Reaction Optimisation
2021 Chemistry - Methods article Materials Science Machine Learning in Materials Science Open access cited by 1 patent

Kobi Felton, Jan G. Rittig, Alexei A. Lapkin

92

citations
Summit: Benchmarking Machine Learning Methods for Reaction Optimisation
2020 ChemRxiv preprint Materials Science Machine Learning in Materials Science Open access

Kobi Felton, Jan G. Rittig, Alexei A. Lapkin

17

citations
Summit: Benchmarking Machine Learning Methods for Reaction Optimisation
2020 ChemRxiv preprint Materials Science Machine Learning in Materials Science Open access

Kobi Felton, Jan G. Rittig, Alexei A. Lapkin

4

citations
Summit: Benchmarking Machine Learning Methods for Reaction Optimisation
2020 ChemRxiv preprint Materials Science Machine Learning in Materials Science Open access

Kobi Felton, Jan G. Rittig, Alexei A. Lapkin

4

citations
Interfacing Neuromorphic Hardware with Machine Learning Frameworks - A Review
2023 International Conference on Neuromorphic Systems (ICONS) conference-paper Engineering Advanced Memory and Neural Computing Open access

Jamie Lohoff, Zhenming Yu, Jan Finkbeiner, Kenneth Michael Stewart, Hin Wai Lui, Emre Neftci

6

citations
MDE for Machine Learning-Enabled Software Systems: A Case Study and Comparison of MontiAnna & ML-Quadrat
2022 CentAUR (University of Reading) book-chapter Computer Science Software System Performance and Reliability Open access

Jörg Christian Kirchhof, Evgeny Kusmenko, Jonas Ritz, Bernhard Rumpe⋆, Armin Moin, Atta Badii, +2 more

3

citations
Concept for a machine vision framework for production environments based on task-specific synthetic data generation
2026 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Alexander Moriz, Dominik Wolfschläger, Robert Heinrich Schmitt

0

citations
An adaptive-learning framework for chemistry tabulation in turbulent reacting flows
2026 Computers & Fluids article Engineering Innovative Microfluidic and Catalytic Techniques Innovation Open access

Kai Niemietz, Clément Scherding, Walter Gemassmer, Taraneh Sayadi, Heinz G. Pitsch

0

citations
Machine-learning integrated multi-domain co-optimization for electrified heavy duty fleets
2025 eTransportation article Engineering Electric and Hybrid Vehicle Technologies Open access

Christoph Wellmann, Pekka Rahkola, Mikko H. Pihlatie, Abdul Rahman Khaleel, Christopher Marx, Akshay Sharma, +2 more

1

citations