3 papers
nlin.PS2025
Deep Neural Networks can eliminate Spiral-wave Turbulence in Cardiac Tissue Models
Vasanth Kumar Babu, Rahul Pandit
Ventricular arrhythmias, like ventricular tachycardia (VT) and ventricular fibrillation (VF), precipitate sudden cardiac death (SCD), which is the leading cause of mortality in the…
cond-mat.stat-mech2025
A machine-learning study of phase transitions in Ising, Blume-Capel, and Ising-metamagnet models
Vasanth Kumar Babu, Rahul Pandit
We combine machine-learning (ML) techniques with Monte Carlo (MC) simulations and finite-size scaling (FSS) to study continuous and first-order phase transitions in Ising, Blume-Ca…
physics.flu-dyn2024
Liquid-Droplet Coalescence: CNN-based Reconstruction of Flow Fields from Concentration Fields
Vasanth Kumar Babu, Nadia Bihari Padhan, Rahul Pandit
Liquid-droplet coalescence and the mergers of liquid lenses are problems of great practical and theoretical interest in fluid dynamics and the statistical mechanics of multi-phase…