Nature

Efficient nanophotonic devices optimization using deep neural network trained with physics-based transfer learning methodology

We propose a neural network (NN)-based surrogate modeling framework for photonic device optimization, especially in domains with imbalanced feature importance and high data generation costs. Our ...
Nature

Design of parallel cascade controller for nonlinear continuous stirred tank reactor

This work presents an approach to control the temperature of a nonlinear continuous stirred tank reactor (NCSTR) through parallel cascade control structure (PCCS). For the first time, PCCS is used to ...
C&EN

Understanding the Impact of Methionine Oxidation on the Biological Functions of IgG1 Antibodies Using Hydrogen/Deuterium Exchange Mass Spectrometry

Hydrogen/deuterium exchange mass spectrometry (HDX MS) was used in two case studies to evaluate the impact of methionine (Met) oxidation on the biological functions of IgG1 antibodies. In the first ...