Spiking Neural Networks for Nonlinear Regression

• A Spike‐Based Graph Surrogate for Modeling Finite Element Structures

  2026 PAMM article Physics and Astronomy Model Reduction and Neural Networks Open access

  0

  citations
• Introducing sustainable neuromorphic computing in Engineering Mechanics

  2026 npj Artificial Intelligence article Engineering Advanced Memory and Neural Computing Open access

  0

  citations
• Meta-learning Hybrid Spiking networks as physics-based nonlinear solvers for physical simulations

  2026 npj Unconventional Computing article Engineering Advanced Memory and Neural Computing Open access

  1

  citations
• Spiking neural networks for nonlinear regression of complex transient signals on sustainable neuromorphic processors

  2024 npj Unconventional Computing article Engineering Advanced Memory and Neural Computing Open access

  14

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

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

  13

  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
• Training Spiking Neural Networks Using Lessons From Deep Learning

  2023 Proceedings of the IEEE article Engineering Advanced Memory and Neural Computing Open access

  787

  citations
• Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics

  2023 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks cited by 1 patent

  23

  citations

8 results