Faculty profile
Vakhtang Putkaradze
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Research
Latest papers
CLPNets: Coupled Lie-Poisson neural networks for multi-part Hamiltonian systems with symmetries.
Neural networks : the official journal of the International Neural Network Society · 2025 · senior author
Lie-Poisson Neural Networks (LPNets): Data-based computing of Hamiltonian systems with symmetries.
Neural networks : the official journal of the International Neural Network Society · 2024 · senior author
A nanostructured surface increases friction exponentially at the solid-gas interface.
Scientific reports · 2016
Latest funding
- $60,000
Geometric mechanics, physics-informed neural networks and applications
NSERC · 2023 · Principal investigator
- $250,000
Novel methods for energy-efficient machine learning
SSHRC · 2023 · Principal investigator
- $40,000
Geometric methods for fluid-structure interactions
NSERC · 2018 · Principal investigator
3 publications.
CLPNets: Coupled Lie-Poisson neural networks for multi-part Hamiltonian systems with symmetries.
Eldred C, Gay-Balmaz F, Putkaradze V
Lie-Poisson Neural Networks (LPNets): Data-based computing of Hamiltonian systems with symmetries.
Eldred C, Gay-Balmaz F, Huraka S, Putkaradze V
A nanostructured surface increases friction exponentially at the solid-gas interface.
Phani A, Putkaradze V, Hawk JE, Prashanthi K, Thundat T
Geometric mechanics, physics-informed neural networks and applications
Principal investigators: Putkaradze, Vakhtang
Keywords: variational methods; modeling choices; pinns (physics inspired neural networks)
Novel methods for energy-efficient machine learning
Principal investigators: Putkaradze, Vakhtang
Geometric methods for fluid-structure interactions
Principal investigators: Putkaradze, Vakhtang
Mathematical Sciences and Alternative Energy Applications
Principal investigators: Putkaradze, Vakhtang
Enhanced energy production from solar towers to support communities by means of grow houses
Principal investigators: Putkaradze, Vakhtang
PIMS: Pacific Institute for the Mathematical Sciences
Principal investigators: Colliander, James
Interaction with Lotek Inc on energy harvesting devices for wildlife animal tracking
Principal investigators: Putkaradze, Vakhtang
Constrained geometric mechanics: theory and applications
Principal investigators: Putkaradze, Vakhtang
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
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