Industry Relations

Some of this research is funded to solve a specific industry problem, not just to publish. Below are the active and completed industry-sponsored projects where I’ve been Principal Investigator.

Shell India Technology Limited

• WAKE-NET: A Fast and Scalable Physics-Informed Neural Network for Wind Farm Simulation — ₹1.92 crore, 2022–2025, PI. Built the first physics-informed neural network for simulating turbulent wake behind wind turbines, cutting simulation cost relative to traditional CFD. Published in Physics of Fluids.
• AI for Heat Exchanger Application — ₹90 lakh, 2025–2026, PI. Ongoing.

ISRO NRSC

• Development of a Machine Learning Tool for the Prediction of City-Scale Extreme Rainfall Events using a Hybrid Physics-AI Approach — ₹43.3 lakh, Mission Mode Project, 2025–2027, PI. Ongoing.

Altigreen Propulsion Private Limited

• Deep Learning for EV Fault Detection — ₹11 lakh, 2022–2024, PI.

Looking to sponsor research or explore a collaboration? Get in touch.