Franz Bamer Copyright: © IAM

Person

Dr. techn.

Franz Bamer

Chair and Institute of General Mechanics

Address

Building: 1220

Room: 408

Eilfschornsteinstraße 18

52062 Aachen

Contact

WorkPhone
Phone: +49 241 80 94593
 

Publications

Title Author(s)
Efficient Subset Simulation using Hamiltonian Neural Network enhanced Markov Chain Monte Carlo Methods
Contribution to a conference proceedings (2023)
Thaler, Denny
Dhulipala, Somayajulu L. N.
Markert, Bernd
Shields, Michael D.
Bamer, Franz
Interaction of defects in disordered materials - Insights from a nonlinear decomposition of the nonaffine displacement field
Journal Article (2023)
Focks, Tobias
Bamer, Franz
Wu, Zhao
Markert, Bernd
Stamm, Benjamin
Model order reduction in subset simulations using the proper orthogonal decomposition
Journal Article (2023)
Thaler, Denny (Corresponding author)
Shields, Michael D.
Markert, Bernd
Bamer, Franz
Molecular Dynamics Study on the Effect of Interfacial Cellullose Polymers in Strengthening the Stress Transfer Between Alumina Nanoparticles and Epoxy
Contribution to a conference proceedings, Journal Article (2023)
Al-Maharma, Ahmad Y. (Corresponding author)
Bamer, Franz
Markert, Bernd
Enhanced Hamiltonian Monte Carlo simulations using Hamiltonian neural networks
Contribution to a conference proceedings, Journal Article (2023)
Thaler, Denny (Corresponding author)
Dhulipala, Somayajulu L. N.
Bamer, Franz
Markert, Bernd
Shields, Michael D.
Molecular Mechanics of Disordered Solids
Journal Article (2023)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
Stamm, Benjamin
Physics-Based Self-Learning Recurrent Neural Network enhanced time integration scheme for computing viscoplastic structural finite element response
Journal Article (2022)
Tandale, Saurabh Balkrishna
Bamer, Franz
Markert, Bernd
Stoffel, Marcus (Corresponding author)
Life Science 4.0: Sensor Technology and Machine Learning in Motion Analysis
Contribution to a book (2022)
Mundt, Marion
Koeppe, Arnd
Bamer, Franz
Markert, Bernd (Corresponding author)
Mechanics 4.0: Artificial Intelligence for the Analysis of Mechanical Systems
Contribution to a book (2022)
Koeppe, Arnd (Corresponding author)
Hesser, Daniel Frank
Mundt, Marion
Bamer, Franz
Selzer, Michael
Markert, Bernd
Displacement field splitting of defective hexagonal lattices
Journal Article (2022)
Focks, Tobias
Bamer, Franz (Corresponding author)
Markert, Bernd
Wu, Zhao
Stamm, Benjamin
Non-incremental response evaluation in geometrically nonlinear structural dynamics using a space-time stiffness operator
Journal Article (2022)
Arjoune, Tahar
Markert, Bernd
Bamer, Franz (Corresponding author)
Self-organized criticality in fracture models at different scales
Journal Article (2022)
Heider, Yousef (Corresponding author)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
Closed form solutions for the dynamics of a pressurized elastoplastic thin-walled tube
Journal Article (2022)
Cao, X.
Oueslati, A. (Corresponding author)
Shirafkan, Nima
Bamer, Franz
Markert, Bernd
de Saxcé, G.
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models
Journal Article (2022)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Selzer, Michael
Nestler, Britta
Markert, Bernd
Training Data Selection for Machine Learning-Enhanced Monte Carlo Simulations in Structural Dynamics
Contribution to a book, Journal Article (2022)
Thaler, Denny (Corresponding author)
Elezaj, Leonard
Bamer, Franz (Corresponding author)
Markert, Bernd
Molecular dynamics simulation of interface atomic diffusion in ultrasonic metal welding : Effect of crystal orientation and sliding velocity
Journal Article (2021)
Mostafavi, Shimaalsadat (Corresponding author)
Bamer, Franz
Markert, Bernd
Explainable artificial intelligence for mechanics: physics-informing neural networks for constitutive models
Preprint (2021)
Koeppe, Arnd
Bamer, Franz
Selzer, Michael
Nestler, Britta
Markert, Bernd
A comparison of two neural network architectures for fast structural response prediction
Contribution to a conference proceedings, Journal Article (2021)
Thaler, Denny (Corresponding author)
Bamer, Franz
Markert, Bernd
Numerical investigation of the Poisson's ratio of an amorphous bilayer 2D network material
Contribution to a conference proceedings, Journal Article (2021)
Stratmann, Jan Caspar (Corresponding author)
Bamer, Franz
Kataria, Satender
Lemme, Max C.
Markert, Bernd
Workflow concepts to model nonlinear mechanics with computational intelligence
Contribution to a conference proceedings, Journal Article (2021)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Selzer, Michael
Nestler, Britta
Markert, Bernd
A non-incremental solution procedure for elastoplastic problems in structural mechanics
Contribution to a conference proceedings, Journal Article (2021)
Bamer, Franz (Corresponding author)
Shirafkan, Nima
Cao, Xiaodan
Oueslati, Abdelbacet
Stoffel, Marcus
de Saxcé, Géry
Markert, Bernd
Constructing the Hamiltonian from the Behaviour of a Dynamical System by Proper Symplectic Decomposition
Contribution to a book, Contribution to a conference proceedings (2021)
Shirafkan, Nima
Gosselet, Pierre
Bamer, Franz
Oueslati, Abdelbacet
Markert, Bernd
de Saxcé, Géry
Molecular Dynamics Investigation on the Effect of MWCNTs on Thermo-Mechanical Properties of Amorphous Cellulose Reinforced with Silicon Carbide Nanotubes
Contribution to a book, Contribution to a conference proceedings (2021)
Al-Maharma, Ahmad Y. (Corresponding author)
Bamer, Franz
Markert, Bernd
Data-driven classification of elementary rearrangement events in silica glass
Journal Article (2021)
Bamer, Franz (Corresponding author)
Alshabab, Somar Shekh
Paul, Arghadwip
Ebrahem, Firaz
Markert, Bernd
Stamm, Benjamin
A non-incremental numerical method for dynamic elastoplastic problems by the symplectic Brezis-Ekeland-Nayroles principle
Journal Article (2021)
Cao, Xiaodan
Oueslati, Abdelbacet (Corresponding author)
Shirafkan, Nima
Bamer, Franz
Markert, Bernd
de Saxcé, Géry
A Monte Carlo Simulation Approach in Non-linear Structural Dynamics Using Convolutional Neural Networks
Journal Article (2021)
Bamer, Franz (Corresponding author)
Thaler, Denny (Corresponding author)
Stoffel, Marcus
Markert, Bernd
A Newmark space-time formulation in structural dynamics
Journal Article (2021)
Bamer, Franz (Corresponding author)
Shirafkan, Nima
Cao, Xiaodan
Oueslati, Abdelbacet
Stoffel, Marcus
de Saxcé, Géry
Markert, Bernd
Machine‐learning‐enhanced tail end prediction of structural response statistics in earthquake engineering
Journal Article (2021)
Thaler, Denny
Stoffel, Marcus
Markert, Bernd
Bamer, Franz (Corresponding author)
A machine learning enhanced structural response prediction strategy due to seismic excitation
Contribution to a conference proceedings, Journal Article (2021)
Thaler, Denny (Corresponding author)
Bamer, Franz
Markert, Bernd
An artificial intelligence approach to model nonlinear continua by intelligent meta‐elements
Contribution to a conference proceedings, Journal Article (2021)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Markert, Bernd
On the Poisson's ratio of an amorphous 2D network material
Contribution to a conference proceedings, Journal Article (2021)
Stratmann, Jan Caspar (Corresponding author)
Ebrahem, Firaz
Bamer, Franz
Markert, Bernd
A Newmark space‐time approach in structural mechanics
Contribution to a conference proceedings, Journal Article (2021)
Bamer, Franz (Corresponding author)
Shirafkan, Nima
Cao, Xiaodan
Oueslati, Abdelbacet
Stoffel, Marcus
de Saxcé, Géry
Markert, Bernd
Mechanik 4.0. Künstliche Intelligenz zur Analyse mechanischer Systeme
Contribution to a book (2019)
Koeppe, Arnd
Hesser, Daniel Frank
Mundt, Marion
Bamer, Franz
Markert, Bernd (Corresponding author)
Lebenswissenschaften 4.0 : Sensorik und maschinelles Lernen in der Bewegungsanalyse
Contribution to a book (2020)
Mundt, Marion
Koeppe, Arnd
Bamer, Franz
Markert, Bernd (Corresponding author)
Feature Selection for the Application of Artificial Neural Networks in Motion Analysis
Contribution to a conference proceedings, Journal Article (2020)
Mundt, Marion
Koeppe, Arnd
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
On space-time formulations in structural mechanics using the proper generalized decomposition
Conference Presentation (2020)
Bamer, Franz (Corresponding author)
Bamer, Franz
Shirafkan, Nima
Oueslati, Abdelbacet
Stoffel, Marcus
De Saxcé, Géry
Markert, Bernd
Prediction of ground reaction force and joint moments based on optical motion capture data during gait
Journal Article (2020)
Mundt, Marion (Corresponding author)
Koeppe, Arnd
David, Sina
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
Origin of reversible and irreversible atomic-scale rearrangements in a model two-dimensional network glass
Journal Article (2020)
Ebrahem, Firaz (Corresponding author)
Bamer, Franz
Markert, Bernd
Artificial Neural Networks in Motion Analysis : Applications of Unsupervised and Heuristic Feature Selection Techniques
Contribution to a book, Journal Article (2020)
Mundt, Marion
Koeppe, Arnd
Bamer, Franz (Corresponding author)
David, Sina
Markert, Bernd
Deep convolutional neural networks in structural dynamics under consideration of viscoplastic material behaviour
Journal Article (2020)
Stoffel, Marcus (Corresponding author)
Bamer, Franz
Markert, Bernd
An intelligent nonlinear meta element for elastoplastic continua: deep learning using a new Time-distributed Residual U-Net architecture
Journal Article (2020)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Markert, Bernd
Continuous Zachariasen carbon monolayers under tensile deformation: Insights from molecular dynamics simulations
Journal Article (2020)
Ebrahem, Firaz
Stratmann, Jan Caspar
Stoffel, Marcus
Markert, Bernd
Bamer, Franz (Corresponding author)
Artificial neural networks in structural dynamics : A new modular radial basis function approach vs. convolutional and feedforward topologies
Journal Article (2020)
Stoffel, Marcus (Corresponding author)
Gulakala, Rutwik
Bamer, Franz
Markert, Bernd
Vitreous 2D silica under tension: From brittle to ductile behaviour
Journal Article (2020)
Ebrahem, Firaz
Bamer, Franz (Corresponding author)
Markert, Bernd
Quasistatic analysis of elastoplastic structures by the proper generalized decomposition in a space-time approach
Journal Article (2020)
Shirafkan, Nima
Bamer, Franz (Corresponding author)
Stoffel, Marcus
Markert, Bernd
Estimation of Gait Mechanics Based on Simulated and Measured IMU Data Using an Artificial Neural Network
Journal Article (2020)
Mundt, Marion (Corresponding author)
Koeppe, Arnd
David, Sina
Witter, Tom
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
Elementary plastic events in a Zachariasen glass under shear and pressure
Journal Article (2019)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
The influence of filter parameters on the prediction accuracy of the ground reaction force and joint moments
Contribution to a conference proceedings, Journal Article (2019)
David, Sina
Mundt, Marion
Koeppe, Arnd
Bamer, Franz
Markert, Bernd
Potthast, Wolfgang
Joint angle estimation during fast cutting manoeuvres using artificial neural networks
Contribution to a conference proceedings (2019)
Mundt, Marion
David, Sina
Koeppe, Arnd
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
A damage detection study of a bridge using bypassing vehicles and computational intelligence
Contribution to a conference proceedings, Journal Article (2019)
Hesser, Daniel Frank (Corresponding author)
Bamer, Franz
Markert, Bernd
On the fracture behavior of vitreous two-dimensional silica
Contribution to a conference proceedings, Journal Article (2019)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Stratmann, Jan Caspar
Markert, Bernd
Modelling silica bilayers based on experimental data
Contribution to a conference proceedings, Journal Article (2019)
Stratmann, Jan Caspar (Corresponding author)
Ebrahem, Firaz
Bamer, Franz
Markert, Bernd
Stress response of 2D silica under quasi-static tension
Contribution to a conference proceedings, Journal Article (2019)
Ebrahem, Firaz (Corresponding author)
Bamer, Franz
Markert, Bernd
Prediction of lower limb joint angles and moments during gait using artificial neural networks
Journal Article (2019)
Mundt, Marion (Corresponding author)
Thomsen, Wolf
Witter, Tom
Koeppe, Arnd
David, Sina
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
Stone-Wales defect interaction in quasistatically deformed 2D silica
Journal Article (2019)
Ebrahem, Firaz (Corresponding author)
Bamer, Franz
Markert, Bernd
A substructure formulation for the earthquake-induced nonlinear structural pounding problem
Journal Article (2019)
Shi, Jianye (Corresponding author)
Bamer, Franz (Corresponding author)
Markert, Bernd (Corresponding author)
A visco-elastoplastic pounding damage formulation
Journal Article (2019)
Bamer, Franz (Corresponding author)
Strubel, Nicolas
Shi, Jianye
Markert, Bernd
An efficient Monte Carlo strategy for elasto-plastic structures based on recurrent neural networks
Journal Article (2019)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Markert, Bernd
Intelligent prediction of kinetic parameters during cutting manoeuvres
Journal Article (2019)
Mundt, Marion (Corresponding author)
David, Sina
Koeppe, Arnd
Bamer, Franz
Markert, Bernd
Potthast, Wolfgang
Stability of feed forward artificial neural networks versus nonlinear structural models in high speed deformations: A critical comparison
Journal Article (2019)
Stoffel, Marcus (Corresponding author)
Bamer, Franz
Markert, Bernd
Athermal mechanical analysis of Stone-Wales defects in two-dimensional silica
Journal Article (2019)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
Neural network based constitutive modeling of nonlinear viscoplastic structural response
Journal Article (2019)
Stoffel, Marcus (Corresponding author)
Bamer, Franz
Markert, Bernd
Assessment of the measurement accuracy of inertial sensors during different tasks of daily living
Journal Article (2018)
Mundt, Marion (Corresponding author)
Thomsen, Wolf
David, Sina
Dupré, Thomas
Bamer, Franz
Potthast, Wolfgang
Markert, Bernd
Plasticity in vitreous silica induced by cyclic tension considering rate-dependence : Role of the network topology
Journal Article (2018)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
The effect of the medium‐range configuration on the atomistic fracture behaviour of vitreous silica
Contribution to a conference proceedings, Journal Article (2018)
Ebrahem, Firaz (Corresponding author)
Bamer, Franz
Markert, Bernd
Determination of gait parameters in real‐world environment using low‐cost inertial sensors
Contribution to a conference proceedings, Journal Article (2018)
Mundt, Marion (Corresponding author)
Thomsen, Wolf
Bamer, Franz
Markert, Bernd
On the reduced solution of the earthquake‐induced pounding problem
Contribution to a conference proceedings, Journal Article (2018)
Shi, Jianye (Corresponding author)
Bamer, Franz
Markert, Bernd
Investigation of the network topology of vitreous silica during cyclic tensile loading
Contribution to a conference proceedings, Journal Article (2018)
Bamer, Franz (Corresponding author)
Ebrahem, Firaz
Markert, Bernd
An intelligent meta‐element for linear elastic continua
Contribution to a conference proceedings, Journal Article (2018)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Markert, Bernd
A Hertz-pounding formulation with a nonlinear damping and a dry friction element
Journal Article (2018)
Bamer, Franz (Corresponding author)
A nonlinear visco-elastoplastic model for structural pounding
Journal Article (2018)
Bamer, Franz (Corresponding author)
Markert, Bernd (Corresponding author)
Artificial neural networks and intelligent finite elements in non-linear structural mechanics
Journal Article (2018)
Stoffel, Marcus (Corresponding author)
Bamer, Franz
Markert, Bernd
The influence of the network topology on the deformation and fracture behaviour of silica glass : A molecular dynamics study
Journal Article (2018)
Ebrahem, Firaz (Corresponding author)
Bamer, Franz
Markert, Bernd
A Structural Pounding Formulation Using Systematic Modal Truncation
Journal Article (2018)
Shi, Jianye
Bamer, Franz (Corresponding author)
Markert, Bernd
The Influence of Motion Tasks on the Accuracy of Kinematic Motion Patterns of an Imu-Based Measurement System
Contribution to a book, Contribution to a conference proceedings (2017)
Mundt, Marion
Wisser, Anna
David, Sina
Dupré, Thomas
Quack, Valentin Michael
Bamer, Franz
Tingart, Markus
Potthast, Wolfgang
Markert, Bernd
Biomechanical evaluation of a femoral neck fracture implant using a novel test-stand
Abstract, Contribution to a conference proceedings, Journal Article (2017)
Mundt, Marion (Corresponding author)
Bettag, Sebastian
Bamer, Franz
Stoffel, Marcus
Knobe, Matthias
Markert, Bernd
Efficient solution of the multiple seismic pounding problem using hierarchical substructure techniques
Journal Article (2017)
Bamer, Franz (Corresponding author)
Shi, Jianye
Markert, Bernd
An explicit reduced order integration scheme for contact problems in structural dynamics
Contribution to a conference proceedings, Journal Article (2017)
Shi, Jianye (Corresponding author)
Bamer, Franz
Markert, Bernd
An efficient Monte Carlo simulation strategy based on model order reduction and artificial neural networks
Contribution to a conference proceedings, Journal Article (2017)
Bamer, Franz (Corresponding author)
Koeppe, Arnd
Markert, Bernd
Neural network representation of a phase-field model for brittle fracture
Contribution to a conference proceedings, Journal Article (2017)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Hernandez Padilla, Carlos Alberto
Markert, Bernd
A Model Reduction Method adapted for non-linear Problems in Earthquake Engineering
Journal Article (2017)
Bamer, Franz
Bucher, Ch.
An efficient response identification strategy for nonlinear structures subject to nonstationary generated seismic excitations
Contribution to a conference proceedings, Journal Article (2017)
Bamer, Franz (Corresponding author)
Markert, Bernd
A new model order reduction strategy adapted to nonlinear problems in earthquake engineering
Journal Article (2017)
Bamer, Franz (Corresponding author)
Amiri, Abbas Kazemi
Bucher, Christian (Corresponding author)
An efficient order reduction strategy in earthquake nonlinear response analysis of structures
Contribution to a book, Contribution to a conference proceedings (2016)
Bamer, Franz (Corresponding author)
Kazemi Amiri, Abbas (Corresponding author)
Bucher, Christian (Corresponding author)
A Nonlinear Deterministic Mode Decomposition Strategy for High-Dimensional Monte Carlo Simulations
Contribution to a conference proceedings, Journal Article (2016)
Bamer, Franz (Corresponding author)
Markert, Bernd (Corresponding author)
Model reduction and submodelling using neural networks
Contribution to a conference proceedings, Journal Article (2016)
Koeppe, Arnd (Corresponding author)
Bamer, Franz
Markert, Bernd