Knowledge‐Based Modeling of Material Behavior with Neural Networks

• LLMs as designers of physics-constrained neural networks for constitutive modeling: a demonstration on hyperelastic solids

  2026 Machine learning for computational science and engineering article Engineering Elasticity and Material Modeling 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
• Recurrent neural networks as a physics-based self-learning solver to satisfy plane stress viscoplasticity undergoing isotropic damage

  2024 Mechanics Research Communications article Physics and Astronomy Model Reduction and Neural Networks Open access

  3

  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
• Objectivity and accuracy enhancement within ANN‐based multiscale material modeling

  2023 PAMM article Materials Science Machine Learning in Materials Science Open access

  3

  citations
• Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models

  2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access

  41

  citations
• Machine Learning Enhanced Dynamic Response Modelling of Superelastic Shape Memory Alloy Wires

  2022 Materials article Materials Science Shape Memory Alloy Transformations Open access

  27

  citations
• DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions

  2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access

  58

  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
• 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

10 results