Saurabh Balkrishna Tandale

Physics-Based Self-Learning Recurrent Neural Network enhanced time integration scheme for computing viscoplastic structural finite element response

Saurabh Balkrishna Tandale, Franz Bamer, Bernd Markert et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 25 citations

Engineering, Time Integration Scheme, Physic Aware Machine Learning +9

Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis

Saurabh Balkrishna Tandale, Bernd Markert, Marcus Stoffel · International Journal for Numerical Methods in Engineering · 2022 · 24 citations

Engineering, Mechanical Engineering, Neural Network +27

Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder–decoder architecture versus LSTM versus GRU versus TCN topologies to predict the response of shock wave-loaded plates

Saurabh Balkrishna Tandale, Marcus Stoffel · Computational Mechanics · 2023 · 21 citations · Full text

Engineering, Structural Dynamics, Mechanical Engineering +16

Smart stiffness computation of one-dimensional Finite Elements

Saurabh Balkrishna Tandale, Bernd Markert, Marcus Stoffel · Mechanics Research Communications · 2021 · 19 citations

Numerical Analysis, Finite Element Method, Smart Stiffness Computation +8

Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics

Saurabh Balkrishna Tandale, Marcus Stoffel · Computer Methods in Applied Mechanics and Engineering · 2023 · 19 citations

Engineering, Computational Neuroscience, Unconventional Computing +10