Model-Free Data-Driven inelasticity

• Efficient evaluation of mechanical properties for two-phase materials using a direct data-driven approach

  2025 Materials & Design article Materials Science Machine Learning in Materials Science Open access

  0

  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

  15

  citations
• Efficient Evaluation of Mechanical Properties for Two-Phase Materials Using a Direct Data-Driven Approach

  2025 SSRN Electronic Journal preprint Materials Science Machine Learning in Materials Science Open access

  0

  citations
• Direct data-driven algorithms for multiscale mechanics

  2024 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  17

  citations
• Polyconvex inelastic constitutive artificial neural networks

  2024 PAMM article Engineering Elasticity and Material Modeling Open access

  11

  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

  84

  citations
• Physics-informed deep operator network for predicting martensite evolution in superelastic shape memory alloys through cyclic tensile tests

  2024 Smart Materials and Structures article Materials Science Shape Memory Alloy Transformations Open access

  7

  citations
• Learning solutions of thermodynamics-based nonlinear constitutive material models using physics-informed neural networks

  2024 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks

  82

  citations
• Theory and implementation of inelastic Constitutive Artificial Neural Networks

  2023 RWTH Publications (RWTH Aachen) preprint Engineering Elasticity and Material Modeling Open access

  9

  citations
• A data‐driven solver scheme for inelastic problems

  2023 PAMM article Engineering Advanced Numerical Methods in Computational Mathematics Open access

  2

  citations
• Hyperelastic material modelling using symbolic regression

  2023 PAMM article Engineering Elasticity and Material Modeling Open access

  7

  citations
• Automatic generation of interpretable hyperelastic material models by symbolic regression

  2023 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access

  54

  citations
• Efficient data structures for model-free data-driven computational mechanics

  2021 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access

  67

  citations
• An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks

  2021 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow

  36

  citations
• Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning

  2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents

  341

  citations
• Model-free data-driven computational mechanics enhanced by tensor voting

  2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  82

  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

  129

  citations
• Application of artificial neural networks for the prediction of interface mechanics: a study on grain boundary constitutive behavior

  2020 Advanced Modeling and Simulation in Engineering Sciences article Materials Science Microstructure and mechanical properties Open access

  74

  citations

18 results