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Papers matching “model learning” 883

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An improved model combining machine learning and Kalman filtering architecture for state of charge estimation of lithium-ion batteries
2024 Green Energy and Intelligent Transportation article Engineering Advanced Battery Technologies Research Open access

Yan Li, Min Ye, Qiao Wang, Gaoqi Lian, Baozhou Xia

72

citations
Deep learning based model predictive control for compression ignition engines
2022 Control Engineering Practice article Engineering Advanced Control Systems Optimization

Armin Norouzi, Saeid Shahpouri, David C. Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, +3 more

57

citations
Development of a Multi-physical Kinetics Model for Electrodynamic Machine Hammer Peening Using Machine Learning Approaches
2021 Lecture notes in production engineering conference-paper Engineering Surface Treatment and Residual Stress

Robby Mannens, Ingo Felix Weiser, Tim Herrig, Thomas Bergs

1

citations
Implementation of a Machine Learning Supported Model Predicted Control for a 5th Generation District Heating and Cooling Energy Hub
2024 SSRN Electronic Journal preprint Engineering Integrated Energy Systems Optimization Open access

Kai Droste, Aron Schwartz, Thomas Schreiber

1

citations
Part-mass control in injection molding of recycled thermoplastics by learning-enabled model predictive cavity-pressure control
2026 Journal of Process Control article Engineering Injection Molding Process and Properties Open access

Jens Daniel Simon Ahlers, Robert Helmut Walter Göllinger, Moritz Mascher, Christopher Schulte, Philipp Schubert, Christian Hopmann, +2 more

0

citations
Machine learning based model for plasma prediction in high power pulsed magnetron sputtering processes
2023 Thin Solid Films article Engineering Plasma Diagnostics and Applications cited by 1 patent

Kirsten Bobzin, C. Kalscheuer, M. Carlet, Julia Janowitz

11

citations
A region-segmentation combinational loss model based on data-driven machine learning for a boundary layer ingestion fan
2023 Aerospace Science and Technology article Engineering Turbomachinery Performance and Optimization

Tianyu Pan, Hanan Lu, Zhe Yang, Jian Zhang, Qiushi Li

9

citations
Nonlinear Model Reduction Methods for Real-Time Nonlinear Model Predictive Control of Process Systems
2025 RWTH Publications (RWTH Aachen) book Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze

0

citations
Deep Learning Approach for Enhanced Transferability and Learning Capacity in Tool Wear Estimation
2024 Procedia CIRP article Engineering Advanced machining processes and optimization Open access

Zongshuo Li, Markus Meurer, Thomas Bergs

3

citations
Deep Learning Approach for Enhanced Transferability and Learning Capacity in Tool Wear Estimation
2024 arXiv (Cornell University) preprint Engineering Advanced machining processes and optimization Open access

Zongshuo Li, Markus Meurer, Thomas Bergs

0

citations
Sample-efficient reinforcement learning of Koopman eNMPC
2025 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank, Mehmet Velioglu, Alexander Mitsos, Manuel Dahmen

1

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
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
Meta-learning Spiking Neural Networks with Surrogate Gradient Descent
2022 arXiv (Cornell University) preprint Engineering Advanced Memory and Neural Computing Open access

Emre Neftci

2

citations
Hardware-aware Few-shot Learning on a Memristor-based Small-world Architecture
2024 conference-paper Engineering Advanced Memory and Neural Computing Open access

Yiğit Demirağ, Emre Neftci, Melika Payvand

1

citations
Meta-learning Hybrid Spiking networks as physics-based nonlinear solvers for physical simulations
2026 npj Unconventional Computing article Engineering Advanced Memory and Neural Computing Open access

Saurabh Balkrishna Tandale, Marcus Stoffel

1

citations
Advanced deep learning approaches and potentials in the construction sector
2025 RWTH Publications (RWTH Aachen) dissertation Engineering BIM and Construction Integration Open access

Davide Picchi

0

citations
Battery aging-aware vehicle-to-grid control in home charging systems via deep reinforcement learning
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Electric Vehicles and Infrastructure Open access

Jingyu Gong

0

citations
Uncertainty Quantification in the Directed Energy Deposition Process Using Deep Learning-Based Probabilistic Approach
2022 Key engineering materials article Engineering Additive Manufacturing Materials and Processes Open access

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

4

citations
Interacting Federated and Transfer Learning-Aided CSI Prediction for Intelligent Cellular Networks
2023 IEEE Transactions on Vehicular Technology article Engineering Advanced MIMO Systems Optimization cited by 1 patent

Jinlong Sun, Yibin Zhang, Guan Gui, Haitao Zhao, Haris Gacanin, Hikmet Sari

13

citations
Guideline for Deployment of Machine Learning Models for Predictive Quality in Production
2022 Procedia CIRP article Engineering Digital Transformation in Industry Open access

Henrik Heymann, Alexander D. Kies, Maik Frye, Robert Heinrich Schmitt, Andrés Boza

18

citations
A Game-Theoretic Framework for Generic Second-Order Traffic Flow Models Using Mean Field Games and Adversarial Inverse Reinforcement Learning
2024 Transportation Science article Engineering Traffic control and management

Zhaobin Mo, Xu Chen, Xuan Sharon Di, Elisa Iacomini, Chiara Segala, Michaël Herty, +1 more

12

citations
Problem-Based Learning in Automation Engineering: Performing a Remote Laboratory Session Serving Various Educational Attainments
2021 IEEE Global Engineering Education Conference (EDUCON) conference-paper Engineering Experimental Learning in Engineering

Anne von Hoegen, Rik W. De Doncker, Michael Bragard, Svenja von Hoegen

8

citations
Operational greenhouse-gas emissions of deep learning in digital pathology: a modelling study
2023 The Lancet Digital Health article Engineering Green IT and Sustainability Open access

Alireza Vafaei Sadr, Roman David Bülow, Saskia Freifrau von Stillfried, Nikolas E. J. Schmitz, Pourya Pilva, David Laurin Hölscher, +3 more

39

citations
Representation and Experience-Based Learning of Explainable Models for Robot Action Execution
2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) conference-paper Engineering Robot Manipulation and Learning cited by 1 patent

Alex Mitrevski, Paul G. Plöger, Gerhard Lakemeyer

10

citations