4 papers
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…
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…
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…
Phases, morphologies, and transitions in a membrane model for the endoplasmic reticulum
Jaya Kumar Alageshan, Yashodhan Hatwalne, Rahul Pandit
We introduce a novel model, comprising self-avoiding surfaces and incorporating edges and tubules, that is designed to characterize the structural morphologies and transitions obse…