Shourya Verma

Solving High-Dimensional Population Balance Equations via Dynamics-Preserving Autoencoders

A hybrid mechanistic-machine learning framework for reducing and simulating PBEs defined over high-dimensional intracellular coordinates provides a computationally tractable and mechanistically interpretable route for integrating single-cell genomic data with population balance models of cell-state dynamics.