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Papers matching “synthetic training data” 103

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Bridging the sim2real gap: Training deep neural networks for heliostat detection with purely synthetic data
2025 Solar Energy article Computer Science Advanced Neural Network Applications Open access

Rafal Broda, Alexander Schnerring, Dominik Schnaus, M. Nieslony, Julian J. Krauth, Marc Röger, +3 more

5

citations
Synthetic rainfall data generator development through decentralised model training
2022 Journal of Hydrology article Environmental Science Hydrological Forecasting Using AI Open access

Sascha Welten, Adrian Holt, Julian Hofmann, Lennart Schelter, Elena‐Maria Klopries, Thomas Wintgens, +1 more

7

citations
Investigating the generation of synthetic data for surface defect detection: A comparative analysis
2024 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Josefine Monnet, Oliver Petrović, Werner Herfs

3

citations
Synthetic Data Generation for AI-Informed End-of-Line Testing for Lithium-Ion Battery Production
2025 World Electric Vehicle Journal article Engineering Advanced Battery Technologies Research Open access

Tessa Krause, Daniel Nusko, Johannes Rittmann, Luciana Pitta Bauermann, Moritz Kroll, Carlo Holly

7

citations
Copula-based synthetic data augmentation for machine-learning emulators
2021 Geoscientific model development article Earth and Planetary Sciences Meteorological Phenomena and Simulations Open access cited by 2 patents

Thomas Nagler

36

citations
Sheet metal localization using deep learning and synthetic data
2025 Journal of Intelligent Manufacturing article Engineering Industrial Vision Systems and Defect Detection Open access

Hannes Behnen, Guillem Boada-Gardenyes, Robert Heinrich Schmitt, Marc Teschner, Willi Pönitz

3

citations
Synthetic Data in DC Microgrids: Label Creation for Ensemble Learning for Fault Isolation
2021 IEEE Transactions on Power Delivery article Engineering Power Systems Fault Detection

Ting Wang, Yingshui Tan, Yibo Wang, Baihong Jin, Antonello Monti, Alberto Luigi Sangiovanni-Vincentelli

12

citations
Deep Neural Networks for Analysis of Microscopy Images—Synthetic Data Generation and Adaptive Sampling
2021 Crystals article Materials Science Machine Learning in Materials Science Open access cited by 3 patents

Patrick Trampert, Dmitri Rubinstein, Faysal Boughorbel, Christian Schlinkmann, Maria Luschkova, Philipp Slusallek, +2 more

40

citations
Deep Neural Networks for Analysis of Microscopy Images—Synthetic Data Generation and Adaptive Sampling
2021 article Materials Science Machine Learning in Materials Science Open access

Patrick Trampert, Dmitri Rubinstein, Faysal Boughorbel, Christian Schlinkmann, Maria Luschkova, Philipp Slusallek, +2 more

0

citations
Using synthetic data and machine learning to predict heart rate and enable lifestyle recommendations
2024 Journal of Medical Artificial Intelligence article Health Professions Artificial Intelligence in Healthcare Open access

Helana Lutfi, Thomas Spittler, Hassan Majid Ibrahim

1

citations
Micro-XCT Imaging and Synthetic Data Generation for Deep Learning-Based Computer Vision of Microstructural Defects
2025 e-Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Ravshan Yormatov, Angelos Theofilatos, Alexandre Viardin

1

citations
A GAN-Based Multi-Sensor Data Augmentation Technique for CNC Machine Tool Wear Prediction
2023 IEEE Access article Engineering Advanced machining processes and optimization Open access

Yuechi Jiang, Benny Drescher, Guoguang Yuan

23

citations
Reducing Experimental Data Requirements in CNN-based damage detection through Transfer Learning
2026 e-Journal of Nondestructive Testing article Engineering Structural Health Monitoring Techniques Open access

Finja Rentzsch holm, T. Schalm, Jorge Luis Jiménez Aparicio, Kai‐Uwe Schröder

0

citations
Concentrating solar power (CSP) plant data-driven digital twin: A novel method for flux density prediction
2025 Results in Engineering article Energy Solar Thermal and Photovoltaic Systems Open access

Díaz Alonso Sergio, Christian Raeder, Hoffschmidt Bernhard

6

citations
CT-based data generation for foreign object detection on a single X-ray projection
2023 Scientific Reports article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Vladyslav Andriiashen, Robert van Liere, Tristan van Leeuwen, Kees Joost Batenburg

10

citations
Augmenting energy time-series for data-efficient imputation of missing values
2023 Applied Energy article Engineering Building Energy and Comfort Optimization

Antonio Liguori, Romana Markovic, Martina Ferrando, Jérôme Frisch, Francesco Causone, Christoph van Treeck

36

citations
Quantifying the effect of X-ray scattering for data generation in real-time defect detection
2024 Journal of X-Ray Science and Technology article Engineering Non-Destructive Testing Techniques Open access

Vladyslav Andriiashen, Robert van Liere, Tristan van Leeuwen, Kees Joost Batenburg

3

citations
Toward Structured Training and Validation of AI-Based Systems With Digital Twin Scenarios
2026 IEEE Open Journal of Intelligent Transportation Systems article Engineering Safety Systems Engineering in Autonomy Open access

Osama Maqbool, Mathias Tesch, André Kupetz, Jürgen Roßmann

0

citations
On the evaluation of synthetic longitudinal electronic health records
2024 BMC Medical Research Methodology article Computer Science Privacy-Preserving Technologies in Data Open access

Jim L. Achterberg, M. Haas, Marco René Spruit

9

citations
Improving Machine-Learning Diagnostics with Model-Based Data Augmentation Showcased for a Transformer Fault
2021 Energies article Engineering Power Transformer Diagnostics and Insulation Open access

Jannis Nikolas Kahlen, Albert Moser

9

citations
Data variability in neural network Bayesian inference
2025 Physical Review Research article Computer Science Gaussian Processes and Bayesian Inference Open access

0

citations
Generative adversarial network based data augmentation for CNN based detection of Covid-19
2022 Scientific Reports article Medicine COVID-19 diagnosis using AI Open access

Rutwik Gulakala, Bernd A. Markert, Marcus Stoffel

54

citations
UTILE-Gen: Automated Image Analysis in Nanoscience Using Synthetic Dataset Generator and Deep Learning
2023 ACS Nanoscience Au article Biochemistry, Genetics and Molecular Biology Cell Image Analysis Techniques Open access

André Colliard-Granero, Jenia Jitsev, Michael Hermann Eikerling, Kourosh Malek, Mohammad J. Eslamibidgoli

12

citations
Data-driven modeling and optimization of anode-side structural, transport and electrochemical properties in PEM water electrolyzers
2026 Applied Energy article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Linus Hammacher, Violeta Karyofylli, Hans Kungl, André Karl, Eva Jodat, +1 more

0

citations
Rare Diseases in Hospital Information Systems—An Interoperable Methodology for Distributed Data Quality Assessments
2023 Methods of Information in Medicine article Health Professions Electronic Health Records Systems Open access

Kais Tahar, Yongli Mou, Raphael Verbuecheln, Holm Graeßner, Dagmar Krefting

13

citations