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Papers matching “neural network prediction” 143

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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 general physics-informed neural network framework for fatigue life prediction of metallic materials
2025 Engineering Fracture Mechanics article Engineering Fatigue and fracture mechanics Open access

Shuwei Zhou, Manuel Henrich, Zhichao Wei, Feng Feng, Bing Yang, Sebastian Münstermann

38

citations
Probabilistic fatigue life prediction in additive manufacturing materials with a physics-informed neural network framework
2025 Expert Systems with Applications article Engineering Fatigue and fracture mechanics

Tao Zhu, Bing Yang, Zhe Zhang, Shuwei Zhou, Shoune Xiao

37

citations
Day-ahead prediction of plug-in loads using a long short-term memory neural network
2020 Energy and Buildings article Engineering Building Energy and Comfort Optimization cited by 2 patents

Romana Markovic, Elie Azar, Masab Khalid Annaqeeb, Jérôme Frisch, Christoph van Treeck

27

citations
A Bayesian regularization-backpropagation neural network model for peeling computations
2021 The Journal of Adhesion article Engineering Adhesion, Friction, and Surface Interactions Open access

Saipraneeth Gouravaraju, Jyotindra Narayan, Roger A. Sauer, Sachin Singh Gautam

89

citations
A Comparison of Three Neural Network Approaches for Estimating Joint Angles and Moments from Inertial Measurement Units
2021 Sensors article Engineering Gait Recognition and Analysis Open access cited by 1 patent

Marion Mundt, Wolfgang Potthast, Bernd A. Markert, Ajmal Saeed Mian, Jacqueline A. Alderson

102

citations
Application of neural network in steelmaking and continuous casting: A review
2024 Ironmaking & Steelmaking Processes Products and Applications article Engineering Metallurgical Processes and Thermodynamics

Chaojie Zhang

12

citations
A novel approach based on artificial neural network for calibration of multi-hole pressure probes
2020 Flow Measurement and Instrumentation article Engineering Flow Measurement and Analysis Open access cited by 2 patents

Homam Nikpey Somehsaraei, Magnus Hölle, Herwart Hönen, Mohsen Assadi

18

citations
Modelling of the cold rolling process for mild steel using physics-constrained neural network
2026 Journal of Intelligent Manufacturing article Engineering Metallurgy and Material Forming Open access

Nilesh Thakare, Emad Scharifi

1

citations
An Artificial Neural Network-Based Strategy for Predicting Multiaxial Fatigue Damage to Welded Steel Structures
2026 Applied Mechanics article Engineering Fatigue and fracture mechanics Open access

Bhagyashri Bachhav, Dawei Zhang, Hanghang Gao, Hauke Gerjet Schmidt, Chen Gang, Songyun Ma, +2 more

1

citations
SO(3)-invariance of informed-graph-based deep neural network for anisotropic elastoplastic materials
2020 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access

Yousef Heider, WaiChing Sun

129

citations
A physics-informed neural network approach for predicting fatigue life of SLM 316L stainless steel based on defect features
2024 International Journal of Fatigue article Engineering Fatigue and fracture mechanics

Tao Zhu, Bing Yang, Shuwei Zhou, Shoune Xiao

62

citations
An Artificial Neural Network-Based Strategy for Predicting Multiaxial Fatigue Damage to Welded Steel Structures
2026 Applied Mechanics article Engineering Fatigue and fracture mechanics Open access

Bhagyashri Bachhav, Dawei Zhang, Hanghang Gao, Hauke Gerjet Schmidt, Chen Gang, Songyun Ma, +2 more

0

citations
Improved Wall Temperature Prediction for the LUMEN Rocket Combustion Chamber with Neural Networks
2023 Aerospace article Engineering Heat transfer and supercritical fluids Open access

Kai Dresia, Eldin Kurudzija, Jan C. Deeken, Günther Waxenegger-Wilfing

8

citations
Real-Time Prediction of Pressure and Film Height Distribution in Plain Bearings Using Physics-Informed Neural Networks (PINNs)
2025 Lubricants article Engineering Tribology and Lubrication Engineering Open access

Ahmed Saleh, Georg Jacobs, Dhawal Katre, Benjamin Lehmann, Mattheüs Lucassen

8

citations
Deep learning-based prediction of particle size distributions in construction and demolition waste recycling using convolutional neural networks on 3D laser triangulation data
2025 Construction and Building Materials article Engineering Recycled Aggregate Concrete Performance Open access

Nils Kroell, Eric Thor, Lieve Josephina Leonie Göbbels, Xiaozheng Chen

16

citations
Robust Channel Modeling of 2.4 GHz and 5 GHz Indoor Measurements: Empirical, Ray Tracing, and Artificial Neural Network Models
2021 IEEE Transactions on Antennas and Propagation article Engineering Millimeter-Wave Propagation and Modeling

Kiraseya Preusser, Anke Schmeink

19

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
Gibbs–Duhem-informed neural networks for binary activity coefficient prediction
2023 Digital Discovery article Engineering Phase Equilibria and Thermodynamics Open access

Jan G. Rittig, Kobi Felton, Alexei A. Lapkin, Alexander Mitsos

60

citations
Process Parameter Prediction for Fused Deposition Modeling Using Invertible Neural Networks
2023 Polymers article Engineering Additive Manufacturing and 3D Printing Technologies Open access cited by 2 patents

Lukas Pelzer, Andrés Felipe Posada-Moreno, Kai Müller, Christoph Greb, Christian Hopmann

8

citations
Estimation of Gait Mechanics Based on Simulated and Measured IMU Data Using an Artificial Neural Network
2020 Frontiers in Bioengineering and Biotechnology article Engineering Gait Recognition and Analysis Open access cited by 2 patents

Marion Mundt, Arnd Koeppe, Sina David, Tom Witter, Franz Bamer, Wolfgang Potthast, +1 more

172

citations
Steel Scrap Yield Prediction in Basic Oxygen Steelmaking Based on Random Forest and Neural Networks
2024 steel research international article Engineering Iron and Steelmaking Processes Open access

Chaojie Zhang, Liqiang Zhang, Jinjun Cheng

10

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
Accelerating the prediction of strain-rate effect for carbon/epoxy composites using constitutive Artificial Neural Networks (CANNs)
2026 Composite Structures article Engineering Mechanical Behavior of Composites Open access

Sanghyun Yoo, Ijaz Aslamsha, Dipankul Bhattacharya, Julia Kowalski, Nathalie Toso, Heinz F. Voggenreiter

0

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

7

citations