Virtual Laboratory

vLab-0.1.0 Documentation

vLab is a package for biopharmaceutical manufacturing simulation in Python. It utilizes the diffeqpy, a python wrapper of DifferentialEquations.jl and scipy built-in ode solver for its core routines to give high performance solving of large stiff differential equations, currently including:

  • N-linked Gycosylation Simulation in Perfusion Bioreactor
  • Raman Spectrometry and Raman Data Analytics
  • Plantwise Simulation (Cell Culture and Chromatography)

The end goal of this project is to build a modularized platform, composed of an interactive interface and a digital twin based “vLab”. The digital twin is designed to simulate end-to-end bioprocess by using state-of-the-art mechanistic models for prediction, control and risk management.

Hua Zheng
Hua Zheng
Sr. Research Scientist

My research interests include reinforcement learning, foundation models, and stochastic optimization.

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