I'm an Integrated MSc Physics student at Amrita Vishwa Vidyapeetham, working in molecular dynamics - ab initio molecular dynamics (AIMD) and machine-learning interatomic potentials (MLIPs).
I work across the full first-principles to ML pipeline: DFT-based AIMD in CP2K, neural-network potentials, and the analysis of solvation structure and ion transport from simulation trajectories. Currently building toward a PhD in atomistic simulation.
- Learning ML and neural networks, working toward interatomic potentials → ML-Learning
- Building my AIMD → MLIP → MD validation pipeline (coming soon)
🌐 satchith.github.io · 🆔 ORCID · 💼 LinkedIn · 📧 ps.satchith@gmail.com