Perspective on machine learning for advancing fluid mechanics

• Reconfigurable Computing in Neural Network‐Enhanced Finite Element Analysis in Structural Dynamics

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

  0

  citations
• FPGA-accelerated Binary Neural Networks as a surrogate model for a viscoplastic constitutive law in impulsively loaded beams

  2025 Mechanics Research Communications article Computer Science Advanced Neural Network Applications Open access

  2

  citations
• Physics‐Based Spiking Neural Network as a Surrogate Model for Viscoplastic Material Law in Impulsively Loaded Beams

  2024 PAMM article Physics and Astronomy Model Reduction and Neural Networks Open access

  4

  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
• 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
• Brain-inspired spiking neural networks in Engineering Mechanics: a new physics-based self-learning framework for sustainable Finite Element analysis

  2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access

  12

  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
• The transition to sustainable combustion: Hydrogen- and carbon-based future fuels and methods for dealing with their challenges

  2024 Proceedings of the Combustion Institute article Chemical Engineering Advanced Combustion Engine Technologies Open access

  108

  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
• Physics-Informed Neural Networks Applied to Catastrophic Creeping Landslides

  2023 preprint Environmental Science Landslides and related hazards Open access

  1

  citations
• Gazebo Fluids: SPH-based simulation of fluid interaction with articulated rigid body dynamics

  2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) conference-paper Engineering Fluid Dynamics Simulations and Interactions Open access

  5

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

  2022 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks

  31

  citations
• Predictive Data-Driven Model Based on Generative Adversarial Network for Premixed Turbulence-Combustion Regimes

  2022 Combustion Science and Technology article Engineering Combustion and flame dynamics Open access

  15

  citations

13 results