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Papers matching “training data” 444

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Training Dataset for SEST 2026 Submission: Influence of Training Data Selection on Data-Driven Power Quality Disturbance Classification Models
2026 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Power Quality and Harmonics Open access

Markus Stroot

0

citations
Training Dataset for SEST 2026 Submission: Influence of Training Data Selection on Data-Driven Power Quality Disturbance Classification Models
2026 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Power Quality and Harmonics Open access

Markus Stroot

0

citations
Training Data Selection for Machine Learning-Enhanced Monte Carlo Simulations in Structural Dynamics
2022 Applied Sciences article Engineering Structural Health Monitoring Techniques Open access

Denny Thaler, Leonard Elezaj, Franz Bamer, Bernd A. Markert

19

citations
Fault detection and diagnosis in building energy systems: A tool chain for the automated generation of training data
2021 Journal of Physics Conference Series conference-paper Engineering Fault Detection and Control Systems Open access

Christine van Stiphoudt, Florian Stinner, Gerrit Bode, Alexander Kümpel, Dirk Müller

4

citations
Synthetic Image Data from 3D Software Environments and Game Engines for Training Machine Learning Models in Damage Detection
2025 RWTH Publications (RWTH Aachen) conference-paper Engineering Infrastructure Maintenance and Monitoring Open access

Mahmoud Moubarak

0

citations
Data-Driven Occupancy Grid Mapping using Synthetic and Real-World Data
2022 arXiv (Cornell University) preprint Engineering Robotics and Sensor-Based Localization Open access

Raphael van Kempen, Bastian Lampe, Lennart Reiher, Timo Woopen, Till Beemelmanns, Lutz Eckstein

0

citations
Adaptive Indoor Area Localization for Perpetual Crowdsourced Data Collection
2020 Sensors article Engineering Indoor and Outdoor Localization Technologies Open access

Marius Laska, Jörg Blankenbach, Ralf Klamma

14

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
An Approach to Abstract Multi-stage Cyberattack Data Generation for ML-Based IDS in Smart Grids
2023 conference-paper Engineering Smart Grid Security and Resilience Open access

Ömer Sen, Philipp Malskorn, Simon Glomb, Immanuel Hacker, Martin Henze, Andreas Ulbig

2

citations
A Synthetic Data Pipeline for Supporting Manufacturing SMEs in Visual Assembly Control
2025 International Generative AI and Computational Language Modelling Conference (GACLM) conference-paper Engineering Industrial Vision Systems and Defect Detection Open access

Jonas Werheid, Shengjie He, Aymen Gannouni, Anas Abdelrazeq, Robert Heinrich Schmitt

1

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
Simulation-Based Data Sampling for Condition Monitoring of Fluid Power Drives
2021 IOP Conference Series Materials Science and Engineering conference-paper Engineering Machine Fault Diagnosis Techniques Open access

Faried Makansi, Katharina Schmitz

19

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
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
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
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
Synthetic Data Generation for AI-Informed End-of-Line Testing for Lithium-Ion Battery Production
2025 Preprints.org preprint Engineering Advanced Battery Technologies Research Open access

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

3

citations
Dataset for "Computer vision assisted decomposition analysis of atom probe tomography data"
2023 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Advanced Materials Characterization Techniques Open access

Janis A. Sälker, Hadian Raheleh, Jochen M. Schneider, Marcus Hans

1

citations
Dataset for "Computer vision assisted decomposition analysis of atom probe tomography data"
2023 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Advanced Materials Characterization Techniques Open access

Janis A. Sälker, Hadian Raheleh, Jochen M. Schneider, Marcus Hans

0

citations
A data-driven EIS approach for developing PEM fuel cell operation maps: A pathway towards applying neural networks
2025 International Journal of Hydrogen Energy article Engineering Fuel Cells and Related Materials Open access

Oliver Schopen, Leon Bellinghausen, Thomas Esch, Bahman Shabani

6

citations
A Gaussian Process Based Method for Data- Efficient Remaining Useful Life Estimation
2021 IEEE Access article Engineering Machine Fault Diagnosis Techniques Open access

Maximilian Benker, Artem Bliznyuk, Michael F. Zaeh

23

citations
Disaggregation of Heat Pump Load Profiles From Low-Resolution Smart Meter Data
2023 ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys) conference-paper Engineering Smart Grid Energy Management Open access

Tobias Brudermueller, Fabian Breer, Thorsten Staake

11

citations
A gap-filling method for room temperature data based on autoencoder neural networks
2021 Building Simulation Conference proceedings conference-paper Engineering Building Energy and Comfort Optimization Open access

Romana Markovic, Jérôme Frisch, Andreas Wagner, Francesco Causone, Christoph van Treeck

5

citations
Automatic digital twin data model generation of building energy systems from piping and instrumentation diagrams
2021 arXiv (Cornell University) preprint Engineering BIM and Construction Integration Open access

Florian Stinner, Martin Wiecek, Marc Baranski, Alexander Kümpel, Dirk Müller

5

citations