[Contribution to a book, Journal Article]
Training Data Selection for Machine Learning-Enhanced Monte Carlo Simulations in Structural Dynamics
In: Applied Sciences, 12 (2), 581, 2022
[DOI: 10.3390/app12020581]

Thaler, Denny (Corresponding author)
Elezaj, Leonard
Bamer, Franz (Corresponding author)
Markert, Bernd

[Journal Article]
Modelling and simulation of coupled fluid transport and time-dependent fracture in fibre-reinforced hydrogel composites
In: Computer methods in applied mechanics and engineering, 390, 114470, 2022
[DOI: 10.1016/j.cma.2021.114470]

Liu, Dongxu
Ma, Songyun
Yuan, Huang
Markert, Bernd

[Journal Article]
Influence of the microstructure on mechanical properties of SLM additive manufacturing Fe-based bulk metallic glasses
In: Journal of alloys and compounds : JAL, 894, 162525, 2021
[DOI: 10.1016/j.jallcom.2021.162525]

Jiang, Qi
Zhang, Peilei (Corresponding author)
Tan, Jie
Yu, Zhishui
Tian, Yingtao
et al.

[Journal Article]
AlCoCrFeNi high entropy alloy fabricated via selective laser melting reinforced by Fe-based metallic glass
In: Materials letters, 307, 130994, 2021
[DOI: 10.1016/j.matlet.2021.130994]

Jiang, Qi
Zhang, Peilei (Corresponding author)
Yu, Zhishui
Tian, Yingtao
Ma, Songyun

[Journal Article]
Monitoring and tracking of a suspension railway based on data-driven methods applied to inertial measurements
In: Mechanical systems and signal processing, 164, 108298, 2021
[DOI: 10.1016/j.ymssp.2021.108298]

Hesser, Daniel Frank (Corresponding author)
Altun, Kubilay
Markert, Bernd

[Contribution to a book, Journal Article]
On prismatic and bending bifurcations of fiber-reinforced elastic membranes under swelling with application to aortic aneurysms
In: Mathematics and mechanics of solids, [1]-16, 2021
[DOI: 10.1177/10812865211058767]

Al-Chlaihawi, Murtadha J.
Topol, Heiko
Demirkoparan, Hasan (Corresponding author)
Merodio, José

[Contribution to a conference proceedings, Journal Article]
A comparison of two neural network architectures for fast structural response prediction
In: Proceedings in applied mathematics and mechanics : PAMM, 21 (1), 1-3, 2021
[DOI: 10.1002/pamm.202100137]

Thaler, Denny (Corresponding author)
Bamer, Franz
Markert, Bernd

[Contribution to a conference proceedings, Journal Article]
Numerical investigation of the Poisson's ratio of an amorphous bilayer 2D network material
In: Proceedings in applied mathematics and mechanics : PAMM, 21 (1), 1-2, 2021
[DOI: 10.1002/pamm.202100196]

Stratmann, Jan Caspar (Corresponding author)
Bamer, Franz
Kataria, Satender
Lemme, Max C.
Markert, Bernd

[Contribution to a conference proceedings, Journal Article]
Workflow concepts to model nonlinear mechanics with computational intelligence
In: Proceedings in applied mathematics and mechanics : PAMM, 21 (1), 1-2, 2021
[DOI: 10.1002/pamm.202100238]

Koeppe, Arnd (Corresponding author)
Bamer, Franz
Selzer, Michael
Nestler, Britta
Markert, Bernd

[Contribution to a conference proceedings, Journal Article]
A non-incremental solution procedure for elastoplastic problems in structural mechanics
In: Proceedings in applied mathematics and mechanics, 21 (1), e202100244, 2021
[DOI: 10.1002/pamm.202100244]

Bamer, Franz (Corresponding author)
Shirafkan, Nima
Cao, Xiaodan
Oueslati, Abdelbacet
Stoffel, Marcus
et al.

[Contribution to a conference proceedings, Journal Article]
Cryosuction-induced fracturing in multiphase porous materials : Numerical modeling and experimental validation
In: Proceedings in applied mathematics and mechanics, 21 (1), e202100149, 2021
[DOI: 10.1002/pamm.202100149]

Heider, Yousef (Corresponding author)
Sweidan, Abdel Hassan
Markert, Bernd

[Contribution to a conference proceedings, Journal Article]
Structural design of additively manufactured porous Zr-based bulk metallic glass
In: Proceedings in applied mathematics and mechanics, 21 (1), 1-3, 2021
[DOI: 10.1002/pamm.202100034]

Shi, Jianye (Corresponding author)
Ma, Songyun
Markert, Bernd

[Contribution to a book, Contribution to a conference proceedings]
Constructing the Hamiltonian from the Behaviour of a Dynamical System by Proper Symplectic Decomposition
In: Geometric science of information : 5th International Conference, GSI 2021, Paris, France, July 21-23, 2021 : proceedings / Frank Nielsen, Frédéric Barbaresco (eds.), 439-447, 2021
[DOI: 10.1007/978-3-030-80209-7_48]

Shirafkan, Nima
Gosselet, Pierre
Bamer, Franz
Oueslati, Abdelbacet
Markert, Bernd
et al.

[Journal Article]
Residual stresses in gas tungsten arc welding : a novel phase-field thermo-elastoplasticity modeling and parameter treatment framework
In: Computational mechanics, -, -, 2021
[DOI: 10.1007/s00466-021-02104-3]

Ali, Baharin
Heider, Yousef
Markert, Bernd

[Journal Article]
Bulging initiation and propagation in fiber-reinforced swellable Mooney-Rivlin membranes
In: Journal of engineering mathematics, 128 (1), 8, 2021
[DOI: 10.1007/s10665-021-10123-5]

Topol, Heiko
Al-Chlaihawi, Murtadha J.
Demirkoparan, Hasan
Merodio, José

[Journal Article]
Fibrillar Collagen : A Review of the Mechanical Modeling of Strain-Mediated Enzymatic Turnover
In: Applied mechanics reviews, 73 (5), 050802, 2021
[DOI: 10.1115/1.4052752]

Topol, Heiko (Corresponding author)
Demirkoparan, Hasan
Pence, Thomas J.

[Contribution to a book, Journal Article]
Padé Approximants, Their Properties, and Applications to Hydrodynamic Problems
In: Symmetry, 13 (10), 1869, 2021
[DOI: 10.3390/sym13101869]

Andrianov, Igor (Corresponding author)
Shatrov, Anatoly

[Journal Article]
Higher order asymptotic homogenization for dynamical problems
In: Mathematics and mechanics of solids, 108128652110530, 2021
[DOI: 10.1177/10812865211053035]

Andrianov, Igor I.
Andrianov, Igor (Corresponding author)
Starushenko, Galina A.
Borodin, Evgenij I.

[Book, Habil / Postdoctoral Thesis (Non-german Habil)]
Multi-field and multi-scale computational fracture mechanics and machine-learning material modeling
In: Report. IAM, Institute of General Mechanics IAM-13, 2021
[DOI: 10.18154/RWTH-2021-10362]

Heider, Yousef

[Journal Article]
Thermo-mechanical analysis of laser welding of Grade 91 steel plates
In: Optik : international journal for light and electron optics, 245, 167510, 2021
[DOI: 10.1016/j.ijleo.2021.167510]

Zubairuddin, M. (Corresponding author)
Ravi kumar, R.
Chaursaia, P. K.
Ali, Baharin Rahim Ali

[Contribution to a book, Contribution to a conference proceedings]
Molecular Dynamics Investigation on the Effect of MWCNTs on Thermo-Mechanical Properties of Amorphous Cellulose Reinforced with Silicon Carbide Nanotubes
In: World Symposium on Mechanical-Materials Engineering & Science (WMMES 2021) 9th-11th September 2021, Prague, Czech Republic, 012026, 2021
[DOI: 10.1088/1757-899X/1190/1/012026]

Al-Maharma, Ahmad Y. (Corresponding author)
Bamer, Franz
Markert, Bernd

[Journal Article]
Static and dynamic analyses of FGPM cylindrical shells with quadratic thermal gradient distribution
In: Composite structures, 277, 114658, 2021
[DOI: 10.1016/j.compstruct.2021.114658]

Zhang, Shun-Qi (Corresponding author)
Huang, Zhong-Tong
Zhao, Ya-Fei
Ying, Shen-Shun
Ma, Songyun

[Journal Article]
Thermal conductivity of glass fiber-reinforced silica aerogels using molecular dynamics simulations
In: Ceramics international / Ci news, 48 (2), 2250-2256, 2021
[DOI: 10.1016/j.ceramint.2021.10.002]

Patil, Sandeep P. (Corresponding author)
Bachhav, Bhagyashri S.
Markert, Bernd

[Journal Article]
Molecular dynamics simulation of interface atomic diffusion in ultrasonic metal welding : Effect of crystal orientation and sliding velocity
In: The international journal of advanced manufacturing technology, 2021
[DOI: 10.1007/s00170-021-07987-3]

Mostafavi, Shimaalsadat (Corresponding author)
Bamer, Franz
Markert, Bernd

[Journal Article]
Data-driven classification of elementary rearrangement events in silica glass
In: Scripta materialia, 205, 114179, 2021
[DOI: 10.1016/j.scriptamat.2021.114179]

Bamer, Franz (Corresponding author)
Alshabab, Somar Shekh
Paul, Arghadwip
Ebrahem, Firaz
Markert, Bernd
et al.

[Journal Article]
A review on phase-field modeling of hydraulic fracturing
In: Engineering fracture mechanics, 253, 107881, 2021
[DOI: 10.1016/j.engfracmech.2021.107881]

Heider, Yousef (Corresponding author)

[Journal Article]
Development of convolutional neural networks for recognition of tenogenic differentiation based on cellular morphology
In: Computer methods and programs in biomedicine, 208, 106279, 2021
[DOI: 10.1016/j.cmpb.2021.106279]

Dursun, Gözde
Tandale, Saurabh Balkrishna
Gulakala, Rutwik
Eschweiler, Jörg
Tohidnezhad, Mersedeh
et al.

[Contribution to a book, Journal Article]
Transition from Discrete to Continuous Media : The Impact of Symmetry Changes on Asymptotic Behavior of Waves
In: Symmetry, 13 (6), 1008, 2021
[DOI: 10.3390/sym13061008]

Andrianov, Igor (Corresponding author)
Koblik, Steve
Starushenko, Galina

[Contribution to a book, Journal Article]
A Comparison of Three Neural Network Approaches for Estimating Joint Angles and Moments from Inertial Measurement Units
In: Sensors, 21 (13), 4535, 2021
[DOI: 10.3390/s21134535]

Mundt, Marion (Corresponding author)
Johnson, William R.
Potthast, Wolfgang
Markert, Bernd
Mian, Ajmal
et al.

[Journal Article]
A non-incremental numerical method for dynamic elastoplastic problems by the symplectic Brezis-Ekeland-Nayroles principle
In: Computer methods in applied mechanics and engineering, 384, 113908, 2021
[DOI: 10.1016/j.cma.2021.113908]

Cao, Xiaodan
Oueslati, Abdelbacet (Corresponding author)
Shirafkan, Nima
Bamer, Franz
Markert, Bernd
et al.

[Contribution to a book, Journal Article]
Designing of an Advanced Compression Bioreactor with an Implementation of a Low-Cost Controlling System Connected to a Mobile Application
In: Processes : open access journal, 9 (6), 915, 2021
[DOI: 10.3390/pr9060915]

Dursun, Gözde
Umer, Muhammad
Markert, Bernd
Stoffel, Marcus (Corresponding author)

[Contribution to a book, Journal Article]
Effect of deposition rate on microstructure and mechanical properties of wire arc additive manufacturing of Ti-6Al-4V components
In: Journal of Central South University = Zhongnan-Daxue-xuebao, 28 (4), 1100-1110, 2021
[DOI: 10.1007/s11771-021-4683-0]

Zhang, Pei-lei (Corresponding author)
Jia, Zhi-yuan
Yan, Hua
Yu, Zhi-shui
Wu, Di
et al.

[Book, Dissertation / PhD Thesis]
Biomechanical investigation of posterior dynamic stabilization systems of the lumbar spine
In: Report. IAM, Institute of General Mechanics 10, 2021
[DOI: 10.18154/RWTH-2021-05091]

Beckmann, Agnes

[Book, Dissertation / PhD Thesis]
Deep learning in the finite element method
In: Report. IAM, Institute of General Mechanics No. IAM-11, 2021
[DOI: 10.18154/RWTH-2021-04990]

Koeppe, Arnd

[Journal Article]
Identification of acoustic emission sources for structural health monitoring applications based on convolutional neural networks and deep transfer learning
In: Neurocomputing : an international journal, 453, 1-12, 2021
[DOI: 10.1016/j.neucom.2021.04.108]

Hesser, Daniel Frank (Corresponding author)
Mostafavi, Shimaalsadat
Kocur, Georg Karl
Markert, Bernd

[Journal Article]
DNN2 : A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions
In: Computers & structures, 249, 106505, 2021
[DOI: 10.1016/j.compstruc.2021.106505]

Fuchs, Alexander
Heider, Yousef
Wang, Kun
Sun, WaiChing (Corresponding author)
Kaliske, Michael

[Journal Article]
Experimental study and numerical modeling of the thermo-hydro-mechanical processes in soil freezing with different frost penetration directions
In: Acta geotechnica, 25 Seiten, 2021
[DOI: 10.1007/s11440-021-01191-z]

Sweidan, Abdell Hassan
Niggemann, Katharina
Heider, Yousef (Corresponding author)
Ziegler, Martin
Markert, Bernd

[Journal Article]
A Monte Carlo Simulation Approach in Non-linear Structural Dynamics Using Convolutional Neural Networks
In: Frontiers in built environment, 7, 679488, 2021
[DOI: 10.3389/fbuil.2021.679488]

Bamer, Franz (Corresponding author)
Thaler, Denny (Corresponding author)
Stoffel, Marcus
Markert, Bernd

[Journal Article]
An All-Atom Simulation Study of Gas Detonation Forming Technique
In: Metals : open access journal, 11 (4), 611, 2021
[DOI: 10.3390/met11040611]

Kulkarni, Ambarish
Karkaria, Vispi
Nandgaonkar, Milankumar
Patil, Sandeep P. (Corresponding author)
Markert, Bernd

[Journal Article]
Connecting structural defects to tensile failure in a 3D-printed fully-amorphous bulk metallic glass
In: Materials science and engineering / A, 813, 141106, 2021
[DOI: 10.1016/j.msea.2021.141106]

Shi, Jianye
Ma, Songyun (Corresponding author)
Wei, Shuai (Corresponding author)
Best, James P.
Stolpe, Moritz
et al.

[Journal Article]
Effect of phase transformation on mechanical properties of Al16.80Co20.74Cr20.49Fe21.28Ni20.70 high entropy alloy coatings processed by laser cladding
In: Journal of alloys and compounds : JAL, 862, 158563, 2021
[DOI: 10.1016/j.jallcom.2020.158563]

Wei, Xingru
Zhang, Peilei (Corresponding author)
Yu, Zhishui (Corresponding author)
Yan, Hua
Wu, Di
et al.

[Journal Article]
A Newmark space-time formulation in structural dynamics
In: Computational mechanics, 67 (5), 1331-1348, 2021
[DOI: 10.1007/s00466-021-01989-4]

Bamer, Franz
Shirafkan, Nima
Cao, Xiaodan
Oueslati, Abdelbacet
Stoffel, Marcus
et al.

[Journal Article]
Design of a Vertical Loss-in-Weight Feeder Prototype with Experimental Proof of Concept Validationn
In: Pharmaceutical development and technology, 26 (5), 559-575, 2021
[DOI: 10.1080/10837450.2021.1901915]

El Kassem, Bilal
Brinz, Thomas
Jenkouk, Vahid (Corresponding author)
Heider, Yousef
Markert, Bernd

[Journal Article]
An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks
In: International journal for numerical and analytical methods in geomechanics, 45 (9), 1212-1237, 2021
[DOI: 10.1002/nag.3196]

Heider, Yousef (Corresponding author)
Suh, Hyoung Suk
Sun, WaiChing

[Book, Dissertation / PhD Thesis]
Molecular structure-property relationships of network glasses under mechanical loading
In: Report. IAM, Institute of General Mechanics IAM-09, 2021
[DOI: 10.18154/RWTH-2021-02363]

Ebrahem, Firaz

[Journal Article]
Machine‐learning‐enhanced tail end prediction of structural response statistics in earthquake engineering
In: Earthquake engineering & structural dynamics, 1-17, 2021
[DOI: 10.1002/eqe.3432]

Thaler, Denny
Stoffel, Marcus
Markert, Bernd
Bamer, Franz (Corresponding author)

[Dissertation / PhD Thesis]
Machine design for auger dosing of powders by utilizing DEM simulations and multivariate-regression-based experimental analysis
In: Report. IAM, Institute of General Mechanics IAM-08, 2021
[DOI: 10.18154/RWTH-2021-02069]

El Kassem, Bilal

[Journal Article]
Fabrication, microstructure and micromechanical properties of Fe-based metallic glass coating manufactured by laser
In: Surface and coatings technology, 405, 126726, 2020
[DOI: 10.1016/j.surfcoat.2020.126726]

Zhang, Peilei (Corresponding author)
Zhang, Qi
Yan, Hua
Yu, Zhishui (Corresponding author)
Yang, Jin
et al.

[Journal Article]
Enhanced mechanical properties of double-walled carbon nanotubes reinforced silica aerogels : An all-atom simulation study
In: Scripta materialia, 196, 113757, 2021
[DOI: 10.1016/j.scriptamat.2021.113757]

Patil, Sandeep P. (Corresponding author)

[Journal Article]
Shockwave response of graphene aerogels : An all-atom simulation study
In: Computational materials science, 189, 110252, 2021
[DOI: 10.1016/j.commatsci.2020.110252]

Patil, Sandeep P. (Corresponding author)
Kulkarni, Ambarish
Markert, Bernd