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Papers matching “deep neural network training” 51

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Identification of Martensite Bands in Dual‐Phase Steels: A Deep Learning Object Detection Approach Using Faster Region‐Based‐Convolutional Neural Network
2023 steel research international article Engineering Microstructure and Mechanical Properties of Steels Open access

Niklas C. Fehlemann, Ana Lia Suarez Aguilera, Stefan Sandfeld, Maximilian Neite, David Lenz, Markus Könemann, +1 more

9

citations
End-to-End Deep Neural Network Based Nonlinear Model Predictive Control: Experimental Implementation on Diesel Engine Emission Control
2022 Energies article Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Alexander Winkler, Jakub McNally, Eugen Nuss, Dirk Abel, Mahdi Shahbakhti, +2 more

18

citations
Incorporating a Deep Neural Network into Moving Horizon Estimation for Embedded Thermal Torque Derating of an Electric Machine
2025 Energies article Engineering Advanced Control Systems Optimization Open access

Alexander Winkler, Pranav Shah, Katrin Baumgärtner, David C. Gordon, Jakob Andert

4

citations
Non-destructive evaluation of the friction stir welding process, generalizing a deep neural defect detection network to identify internal weld defects across different aluminum alloys
2023 Welding in the World article Engineering Advanced Welding Techniques Analysis Open access

Pascal Rabe, Uwe Reisgen, Alexander Schiebahn

34

citations
Training Spiking Neural Networks Using Lessons From Deep Learning
2023 Proceedings of the IEEE article Engineering Advanced Memory and Neural Computing Open access

Jason K. Eshraghian, Max Ward, Emre Neftci, Xinxin Wang, Gregor Lenz, Girish Dwivedi, +3 more

787

citations
Downlink CSI Feedback Algorithm With Deep Transfer Learning for FDD Massive MIMO Systems
2021 IEEE Transactions on Cognitive Communications and Networking article Engineering Advanced MIMO Systems Optimization cited by 1 patent

Jun Zeng, Jinlong Sun, Guan Gui, Bamidele Adebisi, Tomoaki Otsuki Ohtsuki, Haris Gacanin, +1 more

81

citations
Graph Neural Network Encoder for Layout Planning and Scheduling in Line-less Mobile Assembly Systems
2023 Procedia CIRP article Engineering Scheduling and Optimization Algorithms Open access

Lea Kaven, Amon Göppert, Robert Heinrich Schmitt

0

citations
Deep convolutional neural networks for surface coal mines determination from sentinel-2 images
2021 European Journal of Remote Sensing article Engineering Remote-Sensing Image Classification Open access

Logambal Madhuanand, Pankaj Sadavarte, Antoon J. H. Visschedijk, Hugo Denier van der Gon, Ilse Aben, Frank Osei

32

citations
Multi-Task Neural Network for Position Estimation in Large-Scale Indoor Environments
2022 IEEE Access article Engineering Indoor and Outdoor Localization Technologies Open access cited by 1 patent

Marius Laska, Jörg Blankenbach

33

citations
MobileCrack: Object Classification in Asphalt Pavements Using an Adaptive Lightweight Deep Learning
2020 Journal of Transportation Engineering Part B Pavements article Engineering Infrastructure Maintenance and Monitoring

Yue Hou, Qiuhan Li, Qiang Han, Bo Peng, Linbing Wang, Xingyu Gu, +1 more

59

citations
Automatic detection of fatigue crack paths using digital image correlation and convolutional neural networks
2021 Fatigue & Fracture of Engineering Materials & Structures article Engineering Fatigue and fracture mechanics Open access cited by 6 patents

Tobias Strohmann, Denis Starostin‐Penner, Eric Breitbarth, Guillermo Carlos Requena

67

citations
Deep Regularized Waveform Learning for Beam Prediction With Limited Samples in Non-Cooperative mmWave Systems
2023 IEEE Transactions on Vehicular Technology article Engineering Millimeter-Wave Propagation and Modeling

Hao Huang, Guan Gui, Haris Gacanin, Chau Yuen, Hikmet Sari, Fumiyuki Adachi

30

citations
Augmented Lagrangian Guided Learning for the Optimal Power Flow Problem
2024 IFAC-PapersOnLine article Engineering Optimal Power Flow Distribution Open access

Sarra Bouchkati, Philipp Lutat, Luis Böttcher, Florian Klein-Helmkamp, Andreas Ulbig

2

citations
Data-driven modeling for evaluating deformation of a deep excavation near existing tunnels
2025 Underground Space article Engineering Geotechnical Engineering and Analysis Open access

Fengwen Lai, Songyu Liu, Jim S. Shiau, Mingpeng Liu, Guojun Cai, Ming Yu Huang

36

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
A mesoscale model of non‐crimp fabrics based on a deep learning framework
2023 PAMM article Engineering Mechanical Behavior of Composites Open access

Shuang Zhou, Markus Hillgärtner, Rasul Abdusalamov, Thang X. Duong, Mikhail Itskov

3

citations
Deep learning approaches for force feedback based void defect detection in friction stir welding
2021 Journal of Advanced Joining Processes article Engineering Advanced Welding Techniques Analysis Open access

Pascal Rabe, Alexander Schiebahn, Uwe Reisgen

41

citations
Task-Driven Learned Hyperspectral Data Reduction Using End-to-End Supervised Deep Learning
2020 Journal of Imaging article Engineering Remote-Sensing Image Classification Open access cited by 1 patent

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

11

citations
Deep Learning Based Tool Wear Estimation Considering Cutting Conditions
2024 Procedia CIRP article Engineering Advanced machining processes and optimization Open access

Zongshuo Li, Markus Meurer, Thomas Bergs

11

citations
Auxiliaries’ power and energy demand prediction of battery electric vehicles using system identification and deep learning
2023 IET Intelligent Transport Systems article Engineering Electric and Hybrid Vehicle Technologies Open access

Lukas Schäfers, Kai Franke, René Savelsberg, Stefan Pischinger

8

citations
Monitoring of the powder bed quality in metal additive manufacturing using deep transfer learning
2022 Materials & Design article Engineering Additive Manufacturing Materials and Processes Open access

Felix Gabriel Fischer, Max Gero Zimmermann, Niklas Praetzsch, Christian Knaak

62

citations
Zero-shot temporal resolution domain adaptation for spiking neural networks
2025 Neural Networks article Engineering Advanced Memory and Neural Computing Open access

Sanja Karilanova, Emre Neftci, Ayça Özçelikkale

0

citations
Generalization error bounds for iterative recovery algorithms unfolded as neural networks
2023 Information and Inference A Journal of the IMA article Engineering Sparse and Compressive Sensing Techniques Open access

Ekkehard Schnoor, Arash Behboodi, Holger Rauhut

6

citations
Meta-learning spiking neural networks with surrogate gradient descent
2022 Neuromorphic Computing and Engineering article Engineering Advanced Memory and Neural Computing Open access

Kenneth Michael Stewart, Emre Neftci

38

citations
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