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Papers matching “deep learning framework” 49

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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
Systematic framework for deep learning-based predictive injection control with Bayesian hyperparameter optimization for a hydrogen/diesel dual-fuel engine
2025 Control Engineering Practice article Engineering Advanced Control Systems Optimization Open access cited by 1 patent

Hossein Mehnatkesh, Alexander Winkler, Edward Sperling, Javad Kheyrollahi, Mahdi Shahbakhti, David C. Gordon, +1 more

14

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
A spatiotemporal deep learning framework for prediction of crack dynamics in heterogeneous solids: Efficient mapping of concrete microstructures to its fracture properties
2024 Engineering Fracture Mechanics article Engineering Numerical methods in engineering

Rasoul Najafi Koopas, Shahed Rezaei, Natalie Rauter, Richard Ostwald, Rolf Lammering

18

citations
Advancing ML-Based Thermal Hydrodynamic Lubrication: A Data-Free Physics-Informed Deep Learning Framework Solving Temperature-Dependent Lubricated Contact Simulations
2026 Lubricants article Engineering Tribology and Lubrication Engineering Open access

Faras Brumand‐Poor, Georg Michael Puntigam, Marius Hofmeister, Katharina Schmitz

0

citations
Human-in-the-loop control strategy for IoT-based smart thermostats with Deep Reinforcement Learning
2025 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Payam Fatehi Karjou, Fabian Stupperich, Phillip Stoffel, Dirk Müller

7

citations
Deep reinforcement learning enhanced coordination of hybrid battery–supercapacitor storage under renewable variability in DC microgrids
2026 Journal of Energy Storage article Engineering Microgrid Control and Optimization Open access

Ameze Big-Alabo

1

citations
Advancing vanadium redox flow battery analysis: a deep learning approach for high-throughput 3D visualization and bubble quantification
2025 Digital Discovery article Engineering Advanced battery technologies research Open access

André Colliard-Granero, Kangjun Duan, Roswitha Zeis, Michael Hermann Eikerling, Kourosh Malek, Mohammad J. Eslamibidgoli

3

citations
Physics-Guided Deep Learning for Battery Future Capacity and Remaining Useful Life Predictions
2026 IEEE Transactions on Transportation Electrification article Engineering Advanced Battery Technologies Research

Tianjing Wang, Weihan Li, Yan Hui Xu, Zhao Yang Dong

1

citations
CIMFlow: Modelling Dataflow in Cross-Layer Compute-in-Memory Deep Learning Accelerators
2025 ACM Transactions on Embedded Computing Systems article Engineering Advanced Memory and Neural Computing Open access

José Cubero-Cascante, Lenka Schneider, Rebecca Pelke, Arunkumar M. Vaidyanathan, Rainer Leupers, Jan Moritz Joseph

0

citations
Deep Learning Pipeline for Defect Detection
2026 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Alexander Mattern, Maximilian Motz, Dennis Grunert, Robert Heinrich Schmitt

0

citations
Deep Learning for Size‐Agnostic Inverse Design of Random‐Network 3D Printed Mechanical Metamaterials
2023 Advanced Materials article Engineering Cellular and Composite Structures Open access

H. Pahlavani, Kostas Tsifoutis‐Kazolis, Mauricio Cruz Saldívar, Prerak Mody, Jie Zhou, Mohammad Javad Mirzaali, +1 more

97

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
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
Geometry-Based Radiation Prediction of Laser Exposure Area for Laser Powder Bed Fusion Using Deep Learning
2022 Applied Sciences article Engineering Additive Manufacturing Materials and Processes Open access

Song Zhang, Anne Jahn, Lucas Jauer, Johannes Henrich Schleifenbaum

12

citations
UTILE-Pore: Deep Learning-Enabled 3D Analysis of Porous Materials in Polymer Electrolyte Membrane-Based Energy Devices
2025 Journal of The Electrochemical Society article Engineering Fuel Cells and Related Materials Open access

André Colliard-Granero, Salvatore Ranieri, Aimy Bazylak, Tobias Morawietz, K. Andreas Friedrich, Jasna Janković, +2 more

3

citations
Ada-attention mechanism for intelligent parameter optimization in TBM rock fragmentation: A deep learning approach
2025 Intelligent geoengineering. article Engineering Tunneling and Rock Mechanics Open access

Wencan Guan, Suran Wang, Youliang Chen, Siyu Chen

2

citations
Pavement performance spatio-temporal prediction based on multi-stage deep learning approach
2025 Road Materials and Pavement Design article Engineering Infrastructure Maintenance and Monitoring

Junzhe Wang, Jinchao Guan, Hossein Nowamooz, Can Jin, Xu Yang, Pengfei Liu

1

citations
Causation Analysis of Marine Traffic Accidents Using Deep Learning Approaches: A Case Study from China’s Coasts
2025 Systems article Engineering Maritime Navigation and Safety Open access

Zelin Zhao, Xingyu Liu, Lin Feng, Manel Grifoll, Hongxiang Feng

7

citations
Concept for a machine vision framework for production environments based on task-specific synthetic data generation
2026 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Alexander Moriz, Dominik Wolfschläger, Robert Heinrich Schmitt

0

citations
A framework for the robust optimization under uncertainty in additive manufacturing
2023 Journal of Manufacturing Processes article Engineering Additive Manufacturing Materials and Processes

Thinh Quy Duc Pham, Truong‐Vinh Hoang, Seifallah Fetni, Laurent Duchêne, Hoang Son Tran, Anne Marie Habraken

15

citations
Navigating the Trade-Offs: A Quantitative Analysis of Reinforcement Learning Reward Functions for Autonomous Maritime Collision Avoidance
2025 Journal of Marine Science and Engineering article Engineering Maritime Navigation and Safety Open access

Björn Krautwig, Dominik Wans, Li Li, Till Temmen, Lucas Koch, Markus Eisenbarth, +1 more

0

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

35

citations
Enhancing D-Band FMCW Radar Tracking for In-Air Writing Through Weakly Supervised Deep Association
2026 IEEE Transactions on Radar Systems article Engineering Radar Systems and Signal Processing Open access

Salah Abouzaid, Leander Nothelle, Nils Pohl

0

citations
Simulation of Multispectral and Hyperspectral EO Products for Onboard Machine Learning Application
2024 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing article Engineering Remote-Sensing Image Classification Open access

Nicolas Longépé, Isabella Petrelli, Nika Oman Kadunc, Devis Peressutti, Roberto Del Prete, Mauro Casaburi, +5 more

8

citations