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Papers matching “elastic networks” 102

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A Data-Based Model of the Thermo-Elastic TCP Error Using the Encoder Difference and Neural Networks
2023 Lecture notes in production engineering conference-paper Engineering Advanced Measurement and Metrology Techniques Open access

Christian Brecher, Mathias Dehn, Stephan Neus

4

citations
Nonlinear multiscale simulation of elastic beam lattices with anisotropic homogenized constitutive models based on artificial neural networks
2021 Computational Mechanics article Engineering Composite Material Mechanics Open access

Til Gärtner, Mauricio Fernández, Oliver Weeger

27

citations
Pyrene-Based Macrocrosslinkers with Supramolecular Mechanochromism for Elastic Deformation Sensing in Hydrogel Networks
2022 Organic Materials article Materials Science Polymer composites and self-healing Open access

Dustin Rasch, Robert Göstl

8

citations
Pyrene-Based Macrocrosslinkers with Supramolecular Mechanochromism for Elastic Deformation Sensing in Hydrogel Networks
2022 Zenodo (CERN European Organization for Nuclear Research) dataset Biochemistry, Genetics and Molecular Biology Hydrogels: synthesis, properties, applications Open access

Dustin Rasch, Robert Göstl

0

citations
Pyrene-Based Macrocrosslinkers with Supramolecular Mechanochromism for Elastic Deformation Sensing in Hydrogel Networks
2022 Zenodo (CERN European Organization for Nuclear Research) dataset Biochemistry, Genetics and Molecular Biology Hydrogels: synthesis, properties, applications Open access

Dustin Rasch, Robert Göstl

0

citations
Pyrene-Based Macrocrosslinkers with Supramolecular Mechanochromism for Elastic Deformation Sensing in Hydrogel Networks
2022 Zenodo (CERN European Organization for Nuclear Research) dataset Biochemistry, Genetics and Molecular Biology Hydrogels: synthesis, properties, applications Open access

Dustin Rasch, Robert Göstl

0

citations
Performance evaluation of cross-environment learning strategies for beam prediction in millimeter-wave networks
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Millimeter-Wave Propagation and Modeling Open access

Jan Bjarne Schaper

0

citations
Patient Privacy Protecting Physics Informed Neural Network for Cardiovascular Monitoring
2023 IEEE Biomedical Circuits and Systems Conference (BioCAS) conference-paper Physics and Astronomy Model Reduction and Neural Networks

Hin Wai Lui, Eric M. Gallo, Emre Neftci

0

citations
Identification of acoustic emission sources for structural health monitoring applications based on convolutional neural networks and deep transfer learning
2021 Neurocomputing article Engineering Ultrasonics and Acoustic Wave Propagation

Daniel Frank Hesser, Shimaalsadat Mostafavi, Georg Karl Kocur, Bernd A. Markert

82

citations
Data‐driven inverse design and optimisation of silica aerogel model networks
2023 PAMM article Materials Science Machine Learning in Materials Science Open access

Prakul Pandit, Rasul Abdusalamov, Mikhail Itskov, Barbara Milow, Ameya Rege

4

citations
A Finite Operator Learning Technique for Mapping the Elastic Properties of Microstructures to Their Mechanical Deformations
2024 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

Shahed Rezaei, Reza Najian Asl, Shirko Faroughi, Mahdi Asgharzadeh, Ali Harandi, Rasoul Najafi Koopas, +3 more

27

citations
Multi-Frequency Acoustic Steering in Rationally Pruned Disordered Networks
2022 arXiv (Cornell University) preprint Engineering Acoustic Wave Phenomena Research Open access

Anastasiia O. Krushynska, Martin van Hecke

1

citations
Frequency-aware Interface Dynamics with Generative Adversarial Networks
2021 article Computer Science Computer Graphics and Visualization Techniques

Lukas Prantl, Tassilo Kugelstadt, Jan Bender, Nils Thuerey

0

citations
Elastic Multi-view Subspace Clustering with Pairwise and High-order Correlations
2023 IEEE Transactions on Knowledge and Data Engineering article Computer Science Advanced Clustering Algorithms Research

Yalan Qin, Nan Pu, Hanzhou Wu

38

citations
Deep learning for size-agnostic inverse design of random-network 3D printed mechanical metamaterials
2022 arXiv (Cornell University) preprint Engineering Cellular and Composite Structures Open access

H. Pahlavani, Kostas Tsifoutis‐Kazolis, Prerak Mody, Jie Zhou, Mohammad Javad Mirzaali, AMIR ABBAS ZADPOOR

2

citations
Improved combustion and pyrolysis reaction network exploration with reactive molecular dynamics
2025 RWTH Publications (RWTH Aachen) dissertation Chemical Engineering Advanced Combustion Engine Technologies Open access

Felix Schmalz

0

citations
Data-driven prediction of dynamic elastic properties in short fiber-reinforced thermoplastics
2026 Computational Mechanics article Engineering Composite Material Mechanics

Sally Rüschendorf, Kai‐Uwe Schröder, Markus Stommel, Alexander Kriwet, Fabian Urban

0

citations
On the order of derivation in the training of physics-informed neural networks: case studies for non-uniform beam structures
2023 Acta Mechanica article Physics and Astronomy Model Reduction and Neural Networks

Shirko Faroughi, Shahed Rezaei

25

citations
Theory and implementation of inelastic Constitutive Artificial Neural Networks
2024 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access

Hagen Holthusen, Lukas Lamm, Tim Brepols, Stefanie Reese, Ellen Kuhl

84

citations
A mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: comparison with finite element method
2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access

Shahed Rezaei, Ali Harandi, Ahmad Moeineddin, Bai‐Xiang Xu, Stefanie Reese

216

citations
Response evolution of mechanical metamaterials under architectural transformations
2020 New Journal of Physics article Engineering Advanced Materials and Mechanics Open access

Anne S. Meeussen, Erdal C. Oğuz, Martin van Hecke, Yair Shokef

21

citations
Theory and implementation of inelastic Constitutive Artificial Neural Networks
2023 RWTH Publications (RWTH Aachen) preprint Engineering Elasticity and Material Modeling Open access

Hagen Holthusen, Lukas Lamm, Tim Brepols, Stefanie Reese, Ellen Kuhl

9

citations
Estimation of rotor and main bearing loads using artificial neural networks
2022 Journal of Physics Conference Series conference-paper Engineering Machine Fault Diagnosis Techniques Open access

Amin Loriemi, Georg Jacobs, Dennis Bosse

8

citations
A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains
2025 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access

Hagen Holthusen, Kevin Linka, Ellen Kuhl, Tim Brepols

15

citations
Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models
2026 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access

Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen, Christian Johannes Cyron, Kevin Linka

0

citations