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Papers matching “neural network dynamics” 59

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Newtonian and Lagrangian Neural Networks: A Comparison Towards Efficient Inverse Dynamics Identification
2025 IFAC-PapersOnLine article Engineering Robotic Mechanisms and Dynamics Open access

Minh Trinh, A. René Geist, Josefine Monnet, Stefan Vilceanu, Sebastian Trimpe, Christian Brecher

1

citations
A comparison of two neural network architectures for fast structural response prediction
2021 PAMM article Engineering Structural Health Monitoring Techniques Open access

Denny Thaler, Franz Bamer, Bernd A. Markert

4

citations
A 22-pJ/spike 73-Mspikes/s 130k-compartment neural array transceiver with conductance-based synaptic and membrane dynamics
2023 Frontiers in Neuroscience article Engineering Advanced Memory and Neural Computing Open access

Jongkil Park, Sohmyung Ha, Theodore Yu, Emre Neftci, Gert Cauwenberghs

5

citations
Extrapolation Performance of Convolutional Neural Network-Based Combustion Models for Large-Eddy Simulation: Influence of Reynolds Number, Filter Kernel and Filter Size
2025 Flow Turbulence and Combustion article Engineering Combustion and flame dynamics Open access

Geveen Arumapperuma, Nicola Sorace, Oliver Bladek, Ludovico Nista, Lukas Berger, Heinz G. Pitsch, +2 more

7

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
A Monte Carlo Simulation Approach in Non-linear Structural Dynamics Using Convolutional Neural Networks
2021 Frontiers in Built Environment article Engineering Seismic Performance and Analysis Open access

Franz Bamer, Denny Thaler, Marcus Stoffel, Bernd A. Markert

15

citations
Estimating the real-time temperature of a 48V permanent magnet synchronous motor using a thermal neural network
2025 Energy Conversion and Management X article Engineering Electric Motor Design and Analysis Open access cited by 1 patent

Anna Isabel Ramones, Bufan Shi, Michael F. M. Engels, Markus Eisenbarth, Jakob Andert

6

citations
Extrapolation of cavitation and hydrodynamic pressure in lubricated contacts: a physics-informed neural network approach
2025 Advanced Modeling and Simulation in Engineering Sciences article Engineering Tribology and Lubrication Engineering Open access

Faras Brumand‐Poor, Freddy Kokou Azanledji, Nils Plückhahn, Florian Barlog, Lukas Boden, Katharina Schmitz

9

citations
Application of an Artificial Neural Network for Efficient Computation of Chemical Activities within an EAF Process Model
2024 Metals article Engineering Metallurgical Processes and Thermodynamics Open access

Alexander Reinicke, Til-Niklas Engbrecht, Lilly Amanda Schulte, Thomas Echterhof

8

citations
A 1.1 μJ/Inference Binary Spiking Neural Network Accelerator for DVS Gesture Recognition
2025 IEEE Transactions on Circuits and Systems I Regular Papers article Engineering Advanced Memory and Neural Computing

Congyi Sun, Heng Zhang, Qinyu Chen, Yuxiang Fu, Li Li

1

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
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
Integrating Recurrent Neural Networks into Model Predictive Control for Thermal Torque Derating of Electric Machines
2023 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access cited by 1 patent

Alexander Winkler, Weizhou Wang, Armin Norouzi, David C. Gordon, Charles Robert Koch, Jakob Andert

8

citations
Data generation framework for inverse modeling of nonlinear systems in structural dynamics applications
2023 Acta Mechanica article Engineering Control Systems and Identification Open access

Pavle Milicevic, Okyay Altay

5

citations
Machine learning driven quantification of local bubble dynamics across a pilot scale stirred bioreactor
2026 Chemical Engineering Science article Engineering Fluid Dynamics and Mixing Open access

Emilie Overgaard Willer, Maximilian Siska, Benjamin Petersen, Juliet J. Victoria, Eric von Lieres, John M. Woodley

0

citations
Neural Networks for Phase Shift Optimization of Reconfigurable Intelligent Surfaces Under Imperfect Channel State Information
2025 IEEE Access article Engineering Advanced Wireless Communication Technologies Open access

Pablo Fondo‐Ferreiro, Firooz B. Saghezchi, Felipe Gil‐Castiñeira, Jonathan Rodrı́guez

4

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
Replication of Particle Trajectories in the Plasma Jet with Two Consecutive Residual Neural Networks
2023 Journal of Thermal Spray Technology article Engineering High-Temperature Coating Behaviors Open access

Kirsten Bobzin, H. Heinemann, Seyed Ruhollah Dokhanchi, Michael Rom

5

citations
Backstepping Control with Radial Basis Function Network for a Nonlinear Cardiopulmonary System
2020 IFAC-PapersOnLine article Engineering Adaptive Control of Nonlinear Systems Open access

Anake Pomprapa, Marian Walter, Steffen K. Leonhardt

1

citations
Tailor-made synaptic dynamics based on memristive devices
2023 Frontiers in Electronic Materials article Engineering Advanced Memory and Neural Computing Open access

Christopher Bengel, Kaihua Zhang, Johannes Mohr, Tobias Ziegler, Stefan Wiefels, Rainer M. Waser, +2 more

13

citations
Learning Deformable Linear Object Dynamics From a Single Trajectory
2025 IEEE Robotics and Automation Letters article Engineering Robot Manipulation and Learning Open access

Shamil Mamedov, A. René Geist, Sebastian Trimpe, Jan Swevers

5

citations
Forecasting thermoacoustic instabilities across domains using domain adversarial neural networks
2026 Acta Astronautica article Engineering Combustion and flame dynamics Open access

David Baldsiefen, Jan Martin, Michael Börner, Justin Steven Hardi, Jan C. Deeken, Andreas Gernoth, +1 more

0

citations
Development of a wind turbine gearbox virtual load sensor using multibody simulation and artificial neural networks
2021 Forschung im Ingenieurwesen article Engineering Gear and Bearing Dynamics Analysis Open access

Baher Azzam, Ralf Schelenz, Björn Roscher, Abdul Baseer, Georg Jacobs

23

citations
Method for Real-Time Monitoring of the Lubrication Regimes in Dynamically Loaded Radial Sliding Bearings Using Physics-Informed Neural Networks (PINNs)
2026 Lubricants article Engineering Tribology and Lubrication Engineering Open access

Ahmed Saleh, Georg Jacobs, Wenxi Chen, Mattheüs Lucassen, Benjamin Lehmann

0

citations
Neural networks assisted computational aero-acoustic analysis of an isolated tire
2020 Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering article Engineering Vehicle Noise and Vibration Control

Ghulam Moeen Uddin, Sajawal Gul Niazi, Syed Muhammad Arafat, Muhammad Farooq, Nasir Hayat, Sher Afghan Malik, +3 more

14

citations