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Papers matching “training data generation” 88

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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
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
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
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
Data generation framework for inverse modeling of nonlinear systems in structural dynamics applications
2023 Acta Mechanica article Engineering Control Systems and Identification Open access

Pavle Milicevic, Okyay Altay

5

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
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
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
3D Environment Generation from Sparse Inputs for Automated Driving Function Development
2026 Vehicles article Engineering Autonomous Vehicle Technology and Safety Open access

Till Temmen, Jasper Debougnoux, Li Li, Björn Krautwig, Tobias Brinkmann, Markus Eisenbarth, +1 more

2

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
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
Real-life data-driven model predictive control for building energy systems comparing different machine learning models
2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

71

citations
Principal component density estimation for scenario generation using normalizing flows
2022 Data-Centric Engineering article Engineering Energy Load and Power Forecasting Open access

Eike Cramer, Alexander Mitsos, Raul F. Tempone, Manuel Dahmen

14

citations
A Modular End-to-End Sim2Real Pipeline for Object Detection and 6D-Pose Estimation in Robot-based Industrial Assembly
2026 Procedia CIRP article Engineering Robot Manipulation and Learning Open access

Oliver Petrović, Patrick Dohmen, Petar Tesic, Werner Herfs

0

citations
A tomographic workflow to enable deep learning for X-ray based foreign object detection
2022 Expert Systems with Applications article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Mathé T. Zeegers, Tristan van Leeuwen, Daniël M. Pelt, Sophia Bethany Coban, Robert van Liere, Kees Joost Batenburg

6

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
Classification of Building Types in Germany: A Data-Driven Modeling Approach
2022 Data article Engineering Automated Road and Building Extraction Open access

Abhilash Bandam, Eedris Busari, Chloi Syranidou, Jochen Linßen, Detlef Stolten

38

citations
Predictive Data-Driven Model Based on Generative Adversarial Network for Premixed Turbulence-Combustion Regimes
2022 Combustion Science and Technology article Engineering Combustion and flame dynamics Open access

Temistocle Grenga, Ludovico Nista, Christoph Schumann, Gandolfo Scialabba, Antonio Attili, Heinz G. Pitsch

15

citations
Real-time analysis of inline sensor data during USP-laser machining
2024 Journal of Laser Applications article Engineering Laser Material Processing Techniques Open access

Milena Žurić, Goomaral Sukhbold

4

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
AutoMergeNet: AutoML-Based M-Source Satellite Data Fusion Evaluated With Atmospheric Case Studies
2025 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing article Engineering Remote-Sensing Image Classification Open access

Julia Wąsala, Joannes D. Maasakkers, Berend J. Schuit, Gijs Leguijt, Ilse Aben, Rochelle Schneider, +2 more

0

citations
MODI: From planning towards operation: Data-driven predictive mode-based control algorithms for energy savings in buildings
2025 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Xiaoye Cai, Shiyao Ju, Martin Rätz, Dirk Müller

2

citations
Active learning with neural ordinary differential equations for data-efficient modeling of tuned mass dampers
2026 Engineering Applications of Artificial Intelligence article Engineering Vibration Control and Rheological Fluids Open access

Pavle Milicevic, Sebastian Stemmler, Okyay Altay

0

citations
AI-Native Radio Transceiver Signal Processing for Next-Generation Mobile Communication Systems
2026 IEICE Transactions on Communications article Engineering Advanced Wireless Communication Technologies

Firooz B. Saghezchi, Mohsen Pourghasemian, Beier Ding, Ali Abdi, Bumhee Lee, Alexander Baron, +2 more

0

citations