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Papers matching “deep generative models” 57

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Prediction of the microstructure of cold-compacted Astaloy 85Mo with deep generative models
2024 Computational Materials Science article Engineering Powder Metallurgy Techniques and Materials Open access

Oliver Schenk, Marco Becker, Yuanbin Deng, Philipp Niemietz, Thomas Bergs, Christoph Broeckmann

6

citations
Validation Methods for Energy Time Series Scenarios From Deep Generative Models
2022 IEEE Access article Engineering Energy Load and Power Forecasting Open access

Eike Cramer, Leonardo Rydin Gorjão, Alexander Mitsos, Benjamin Schäfer, Dirk Witthaut, Manuel Dahmen

19

citations
A controllable generative model for generating pavement crack images in complex scenes
2024 Computer-Aided Civil and Infrastructure Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Hancheng Zhang, Zhendong Qian, Wei Zhou, Yitong Min, Pengfei Liu

40

citations
Measurability of quality characteristics identified in latent spaces of Generative AI Models
2024 CIRP Annals article Engineering Industrial Vision Systems and Defect Detection Open access

Robert Heinrich Schmitt, Dominik Wolfschläger, Jan-Henrik Woltersmann, Lennart Stohrer

5

citations
DRAGen – A deep learning supported RVE generator framework for complex microstructure models
2023 Heliyon article Engineering Composite Material Mechanics Open access cited by 1 patent

Manuel Henrich, Niklas C. Fehlemann, Maximilian Neite, Linghao Kong, Fuhui Shen, Markus Könemann, +2 more

32

citations
Augmentation of 3D virtual aggregate database using deep convolutional Wasserstein generative adversarial networks
2025 Advanced Engineering Informatics article Engineering Asphalt Pavement Performance Evaluation Open access

Dong Feng, Jinchao Guan, Chaoliang Fu, Yuanyuan Hu, Frédéric Otto, Pengfei Liu

20

citations
Deep Learning for Size‐Agnostic Inverse Design of Random‐Network 3D Printed Mechanical Metamaterials
2023 Advanced Materials article Engineering Cellular and Composite Structures Open access

H. Pahlavani, Kostas Tsifoutis‐Kazolis, Mauricio Cruz Saldívar, Prerak Mody, Jie Zhou, Mohammad Javad Mirzaali, +1 more

97

citations
Enhancement of intelligent GPR detection based on category-aware generative framework of B-scan images
2026 Computer-Aided Civil and Infrastructure Engineering article Engineering Geophysical Methods and Applications Open access

Zuhao Wang, Guangyao Li, Fengzijun Pan, Zepeng Fan, Xiaopei Cai, Dawei Wang

0

citations
Unsupervised deep learning for defect detection on CT parts using simulated data
2023 Research and Review Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Virginia Florian, Christian Kretzer, Stefan Kasperl, Richard Schielein, Benjamin Montavon, Robert Heinrich Schmitt

0

citations
Probabilistic Prediction of the Area Control Error Using Normalizing Flows
2025 ACM SIGEnergy Energy Informatics Review article Engineering Energy Load and Power Forecasting

Eike Cramer

0

citations
Operational greenhouse-gas emissions of deep learning in digital pathology: a modelling study
2023 The Lancet Digital Health article Engineering Green IT and Sustainability Open access

Alireza Vafaei Sadr, Roman David Bülow, Saskia Freifrau von Stillfried, Nikolas E. J. Schmitz, Pourya Pilva, David Laurin Hölscher, +3 more

39

citations
Datasets from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection"
2024 JuSER (Forschungszentrum Jülich) article Engineering Industrial Vision Systems and Defect Detection Open access

Jan-Lucas Uslu, Alexander Hermans, Bernd Beschoten, Bastian Leibe, Lutz Waldecker, Christoph Stampfer

0

citations
A novel hybrid surrogate model for the stability and post-failure analysis of spatially variable slopes using a smoothed sequential limit analysis
2026 Journal of Rock Mechanics and Geotechnical Engineering article Engineering Geotechnical Engineering and Analysis Open access

Huifang Xu, M. Nazem, X. He, R.L. Sousa, J. Kowalski

1

citations
An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks
2021 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow

Yousef Heider, Hyoung Suk Suh, WaiChing Sun

36

citations
The recent stress state of Germany – results of a geomechanical–numerical 3D model
2021 Safety of Nuclear Waste Disposal article Engineering Rock Mechanics and Modeling Open access

Steffen Ahlers, Andreas Henk, Tobias Hergert, Karsten Reiter, Birgit I. R. Müller, Luisa Röckel, +4 more

2

citations
Rediscovering the Mullins effect with deep symbolic regression
2024 International Journal of Plasticity article Engineering Elasticity and Material Modeling Open access

Rasul Abdusalamov, Jendrik Weise, Mikhail Itskov

26

citations
Model based adaptive process control along intercompany process chain for sheet metal forming of steel
2025 Journal of Manufacturing Processes article Engineering Metal Forming Simulation Techniques Open access

Nilesh Thakare, Jannik Gerlach, Nikita Fjodorovs, David Benjamin Bailly, Emad Scharifi

3

citations
Battery Thermal Runaway Fault Prognosis in Electric Vehicles Based on Abnormal Heat Generation and Deep Learning Algorithms
2022 IEEE Transactions on Power Electronics article Engineering Advanced Battery Technologies Research cited by 2 patents

Da Li, Peng Liu, Zhaosheng Zhang, Lei Zhang, Junjun Deng, Zhenpo Wang, +3 more

220

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
Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows
2022 RWTH Publications (RWTH Aachen) article Engineering Energy Load and Power Forecasting Open access

Eike Cramer, Dirk Witthaut, Alexander Mitsos, Manuel Dahmen

5

citations
A Study on Deep Learning for Latency Constraint Applications in Beyond 5G Wireless Systems
2020 IEEE Access article Engineering Advanced Wireless Network Optimization Open access

Suren Sritharan, Harshana Weligampola, Haris Gacanin

22

citations
Successful Pass Schedule Design in Open-Die Forging Using Double Deep Q-Learning
2021 Processes article Engineering Metal Forming Simulation Techniques Open access cited by 1 patent

Niklas Reinisch, Fridtjof Rudolph, David Benjamin Bailly, Gerhard Hirt

17

citations
CIMFlow: Modelling Dataflow in Cross-Layer Compute-in-Memory Deep Learning Accelerators
2025 ACM Transactions on Embedded Computing Systems article Engineering Advanced Memory and Neural Computing Open access

José Cubero-Cascante, Lenka Schneider, Rebecca Pelke, Arunkumar M. Vaidyanathan, Rainer Leupers, Jan Moritz Joseph

0

citations
Integrating deep learning and rule-based systems into a smart devices decision support system for visual inspection in production
2022 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Hendrik Mende, Faruk Ibrahim, Robert Heinrich Schmitt

14

citations
Implementation of a machine learning supported model predictive control for a 5th generation district heating and cooling energy hub
2026 Energy and AI article Engineering Integrated Energy Systems Optimization Open access

Kai Droste, Aron Schwartz, K Derzsi, Rahul Karuvingal, Dirk Müller

3

citations