(Website under construction — please ignore the mess!) Hello, and welcome! I am Niloy Deb. I earned my Bachelor of Science in Mechanical Engineering from the Bangladesh University of Engineering and Technology (BUET), Bangladesh. I have experience working as a research assistant in the Computational Fluid Dynamics and Heat Transfer Research Group (CFDHT) under the supervision of Dr. Sumon Saha (Professor, Department of Mechanical Engineering, BUET). Currently, I serve as a Lecturer in the Department of Petroleum and Mineral Resources Engineering, BUET.

I am interested in chaotic dynamical systems, convection physics, and turbulence, with applications including fluid system control, fluid flow through porous and subsurface media, and fluid behavior in multiphysics environments. My current focus is on integrating numerical analysis or high-fidelity computational fluid dynamics (CFD) with data-driven and differentiable physics methods to improve predictive accuracy, computational efficiency, and the understanding of engineering systems. This approach requires to model, predict, and optimize complex nonlinear phenomena by adjoint method, Bayesian optimization, and gradient-based or metaheuristics-based algorithms. Above all, it involves combining knowledge from statistical inference, machine learning (ML), and deep learning (DL) with physics-based modeling.

News & Updates

• 2025-08-09: Appeared on the TOEFL iBT exam.