Honghao Zheng

Former MASc Student

Image of Honghao Zheng
I completed my Bachelor’s degree in Chemical Engineering in 2015 from China University of Petroleum (Beijing). I am currently doing my MASc studies at the University of Waterloo in the area of the process system engineering. The aim of my research is to develop and optimize model-based approaches for on-line and off-line economic optimization of batch reactors in the presence of model error (uncertainty). ​Polynomial Chaos Expansions (PCE) is proved to be a computationally efficient alternative to Monte Carlo simulations for propagating uncertainty in dynamic systems. However, new efficient uncertainty quantification tools are emerging. Thus, my research will also involve the testing and identification of computationally efficient tools to propagate the error in the model parameters and use those tools for off-line and on-line optimization. The role of feedback, as applied in the on-line formulation, is proved to be instrumental for reducing conservatism in the optimization of chemical systems. Outcomes from this study will be used to design new robust controllers that maximize productivity in batch, fed-batch or perfusion operation of bioreactors in the presence of uncertainty.

Thesis: Robust Nonlinear Model Predictive Control of Biosystems described by Dynamic Metabolic Flux Models