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Papers matching “data augmentation” 100

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Improving Machine Learning Diagnostic Systems with Model-Based Data Augmentation - Part A: Data Generation
2021 IEEE PES Innovative Smart Grid Technologies Europe conference-paper Engineering Machine Fault Diagnosis Techniques

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

1

citations
A Study on Data Augmentation Techniques for Visual Defect Detection in Manufacturing
2023 Technologien für die intelligente Automation book-chapter Engineering Industrial Vision Systems and Defect Detection Open access

Lars Leyendecker, Thorben Werner, Maximilian Motz, Robert Heinrich Schmitt

4

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
Fast data augmentation for battery degradation prediction
2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Weihan Li, Harshvardhan Samsukha, Bruis van Vlijmen, Lisen Yan, Samuel Greenbank, Simona Onori, +1 more

8

citations
Data augmentation for design of concentric tube continuum robots by generative adversarial networks
2023 PAMM article Engineering Soft Robotics and Applications Open access

Matthias K. Hoffmann, Rutwik Gulakala, Julian Mühlenhoff, Zhaoheng Ding, Thomas Sattel, Marcus Stoffel, +1 more

3

citations
A Novel Data Augmentation and Composite Multiscale Network for Mechanical Fault Diagnosis
2023 IEEE Transactions on Instrumentation and Measurement article Engineering Machine Fault Diagnosis Techniques

Yuan Wei, Zhijun Xiao, Shulin Liu, Kai‐Uwe Schröder, Hongchong Peng, Ababacar Michel Sarr, +1 more

26

citations
Mix3D: Out-of-Context Data Augmentation for 3D Scenes
2021 International Conference on 3D Vision (3DV) conference-paper Engineering 3D Shape Modeling and Analysis Open access cited by 1 patent

A. N. Nekrasov, Jonas Schult, Or Litany, Bastian Leibe, Francis Engelmann

136

citations
Model-based data augmentation to improve the performance of machine-learning diagnostic systems
2022 IET conference proceedings. conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

1

citations
Improving Machine Learning Diagnostic Systems with Model-Based Data Augmentation ― Part B: Application
2021 IEEE PES Innovative Smart Grid Technologies Europe conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

5

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
Damage Analysis in Dual-Phase Steel Using Deep Learning: Transfer from Uniaxial to Biaxial Straining Conditions by Image Data Augmentation
2020 JOM article Engineering Microstructure and Mechanical Properties of Steels Open access

Setareh Medghalchi, Carl F. Kusche, Ehsan Karimi, U. Kerzel, Sandra Korte‐Kerzel

20

citations
Virtual mix design: Prediction of compressive strength of concrete with industrial wastes using deep data augmentation
2022 Construction and Building Materials article Engineering Concrete and Cement Materials Research Open access

Ning Chen, Shibo Zhao, Zhiwei Gao, Dawei Wang, Pengfei Liu, Markus Oeser, +2 more

70

citations
A bearing fault data augmentation method based on hybrid-diversity loss diffusion model and parameter transfer
2024 Reliability Engineering & System Safety article Engineering Machine Fault Diagnosis Techniques

Yuan Wei, Zhijun Xiao, Xiangyan Chen, Xiaohui Gu, Kai‐Uwe Schröder

44

citations
Data-driven fault detection and isolation in DC microgrids without prior fault data: A transfer learning approach
2023 Applied Energy article Engineering Power Systems Fault Detection

Ting Wang, Chunyan Zhang, Zhiguo Hao, Antonello Monti, Ferdinanda Ponci

60

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

19

citations
Estimation of Gait Mechanics Based on Simulated and Measured IMU Data Using an Artificial Neural Network
2020 Frontiers in Bioengineering and Biotechnology article Engineering Gait Recognition and Analysis Open access cited by 2 patents

Marion Mundt, Arnd Koeppe, Sina David, Tom Witter, Franz Bamer, Wolfgang Potthast, +1 more

172

citations
Data-Centric Green Artificial Intelligence: A Survey
2023 IEEE Transactions on Artificial Intelligence article Engineering Green IT and Sustainability

Shirin Salehi, Anke Schmeink

75

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
Generating Cardiovascular Data to Improve Training of Assistive Heart Devices
2023 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Engineering Mechanical Circulatory Support Devices

Johannes Kummert, Alexander Schulz, Robert Feldhans, Moriz Habigt, Maike Stemmler, Christina Kohler, +3 more

2

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
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
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

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

10

citations
Wind turbine feature detection using deep learning and synthetic data
2026 conference-paper Engineering Wind Energy Research and Development

Arash Shahirpour, Jakob Elias Gebler, Manuel Sanders, Tim Reuscher

0

citations
Increasing the prediction quality of artificial neural network–based optimisation approaches for the sheet moulding compound compression moulding process by means of targeted expansion of training data
2024 The International Journal of Advanced Manufacturing Technology article Engineering Injection Molding Process and Properties Open access

Christian Hopmann, Marie Hadenfeldt, Jonas Neuhaus, Dominik Foerges

2

citations
A pragmatic dataset augmentation approach for transformation temperature prediction in steels
2020 Computational Materials Science article Engineering Microstructure and Mechanical Properties of Steels

Claas Hüter, Stefan Braun

8

citations