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
PHD Candidate & ML Scientist
My research interests include reinforcement learning, machine learning and stochastic optimization.