Konstantinos Karapiperis
EPFL ENAC IIC LMD
GC B2 504 (Bâtiment GC)
Station 18
1015 Lausanne
+41 21 693 14 23
Office: GC D2 407
EPFL › ENAC › IIC › LMD
Site web: https://www.epfl.ch/labs/lmd/
2025
Journal Articles
Topology-informed design of intertwined architected materials: Unifying woven, knotted, and closed-chain networks
Materials & Design. 2025. DOI : 10.1016/j.matdes.2025.114974.t-PiNet: A thermodynamics-informed hierarchical learning for discovering constitutive relations of geomaterials
Journal of the Mechanics and Physics of Solids. 2025. DOI : 10.1016/j.jmps.2025.106049.Deciphering necking in granular materials: Micromechanical insights into sand behavior during cycles of triaxial compression and extension
Journal of the Mechanics and Physics of Solids. 2025. DOI : 10.1016/j.jmps.2024.106022.Enhanced Deformability Through Distributed Buckling in Stiff Quasicrystalline Architected Materials
Advanced materials (Deerfield Beach, Fla.). 2025. DOI : 10.1002/adma.202505125.Conference Papers
AI-Accelerated Multiscale Modeling
2025. XVIII International Conference on Computational Plasticity (COMPLAS 2025), Barcelona, Spain, 2025-09-02 - 2025-09-05.Sand Behavior upon Alternating Triaxial Compression and Extension: A Multiscale Analysis Using LS-DEM
2025. 5th International Symposium on Geomechanics from Micro to Macro, Grenoble, France, 2024-09-23 - 2024-09-27. DOI : 10.1088/1755-1315/1480/1/012028.2024
Journal Articles
Nonlinear two-scale beam simulations accelerated by thermodynamics-informed neural networks
Extreme Mechanics Letters. 2024. DOI : 10.1016/j.eml.2024.102260.A conforming frictional beam contact model
Computer Methods in Applied Mechanics and Engineering. 2024. DOI : 10.1016/j.cma.2024.117310.Failure of topologically interlocked structures — a Level-Set-DEM approach
European Journal of Mechanics, A/Solids. 2024. DOI : 10.1016/j.euromechsol.2023.105156.Book Chapters
Data-Driven Modeling in Geomechanics
Machine Learning in Geomechanics 2: Data-Driven Modeling, Bayesian Inference, Physics- and Thermodynamics-based Artificial Neural Networks and Reinforcement Learning; Wiley, 2024. p. 1 - 23.Working Papers
A discretization-convergent Level-Set-DEM
2024Stiff and Deformable Quasicrystalline Architected Materials
20242023
Journal Articles
Prediction and control of fracture paths in disordered architected materials using graph neural networks
Communications Engineering. 2023. DOI : 10.1038/s44172-023-00085-0.Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling
Nature communications. 2023. DOI : 10.1038/s41467-023-42068-x.A discretization‐convergent level‐set‐discrete‐element‐method using a continuum‐based contact formulation
International Journal for Numerical Methods in Engineering. 2023. DOI : 10.1002/nme.7400.A Variational Beam Model for Failure of Cellular and Truss‐Based Architected Materials
Advanced Engineering Materials. 2023. DOI : 10.1002/adem.202300947.Data-driven breakage mechanics: Predicting the evolution of particle-size distribution in granular media
Journal of the Mechanics and Physics of Solids. 2023. DOI : 10.1016/j.jmps.2023.105328.Scaling, saturation, and upper bounds in the failure of topologically interlocked structures
International Journal of Solids and Structures. 2023. DOI : 10.1016/j.ijsolstr.2023.112228.Adaptive goal-oriented data sampling in Data-Driven Computational Mechanics
Computer Methods in Applied Mechanics and Engineering. 2023. DOI : 10.1016/j.cma.2023.115949.2022
Journal Articles
What is shape? Characterizing particle morphology with genetic algorithms and deep generative models
Granular Matter. 2022. DOI : 10.1007/s10035-022-01282-y.Enseignement et PhD
Current Phd
Hrishikesh Gopakumar Menon, Thomas Henzel
Courses
Multiscale modelling in mechanics
Ce cours présente les principes et techniques de modélisation des matériaux à différentes échelles spatiales, depuis le niveau des atomes ou des grains jusqu'à l'échelle continue ou structurelle. L'accent est mis sur la mise à l'échelle hiérarchique (homogénéisation), tandis que les techniques concu
Soil mechanics and flow through porous media
Le cours présente les principes fondamentaux de la mécanique des sols et des milieux poreux infiltrés par des liquides. La première partie est consacrée au comportement constitutif des sols dans des conditions sèches, tandis que la deuxième partie explique la présence d'eau interstitielle.