Physics-based self-learning recurrent neural network enhanced time integration scheme for computing viscoplastic structural finite element response SB Tandale, F Bamer, B Markert, M Stoffel Computer Methods in Applied Mechanics and Engineering 401, 115668, 2022 | 14 | 2022 |
Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis S Balkrishna Tandale, B Markert, M Stoffel International Journal for Numerical Methods in Engineering 123 (17), 4001-4031, 2022 | 14 | 2022 |
Development of convolutional neural networks for recognition of tenogenic differentiation based on cellular morphology G Dursun, SB Tandale, R Gulakala, J Eschweiler, M Tohidnezhad, ... Computer Methods and Programs in Biomedicine 208, 106279, 2021 | 14 | 2021 |
Smart stiffness computation of one-dimensional finite elements SB Tandale, B Markert, M Stoffel Mechanics Research Communications 119, 103817, 2022 | 13 | 2022 |
Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics SB Tandale, M Stoffel Computer Methods in Applied Mechanics and Engineering 412, 116095, 2023 | 10 | 2023 |
Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder–decoder architecture versus LSTM versus GRU versus TCN topologies to … SB Tandale, M Stoffel Computational Mechanics 72 (4), 765-786, 2023 | 7 | 2023 |
Recognition of tenogenic differentiation using convolutional neural network G Dursun, S Balkrishna Tandale, J Eschweiler, M Tohidnezhad, B Markert, ... Current Directions in Biomedical Engineering 6 (3), 200-204, 2020 | 5 | 2020 |
Physically constrained deep recurrent neural network for stiffness computation of plate structures SB Tandale, B Markert, M Stoffel PAMM 22 (1), e202200068, 2023 | 3 | 2023 |
Prediction of temperature and loading history dependent lumbar spine biomechanics under cyclic loading using recurrent neural networks N Blomeyer, SB Tandale, LF Nicolini, P Kobbe, T Pufe, B Markert, ... Annals of Biomedical Engineering 51 (6), 1244-1255, 2023 | 2 | 2023 |
Brain-inspired spiking neural networks in Engineering Mechanics: a new physics-based self-learning framework for sustainable Finite Element analysis SB Tandale, M Stoffel Engineering with Computers, 1-36, 2024 | | 2024 |
Physics-Based Self-Learning Spiking Neural Network enhanced time-integration scheme for computing viscoplastic structural finite element response SB Tandale, M Stoffel Computer Methods in Applied Mechanics and Engineering 422, 116847, 2024 | | 2024 |