My research explores the the relationship between structure-performance of polymer and polymer-based hybrid materials. Bioinspired approaches, such as biomineralizaiton, bioadhension, are incorporated into the fabrication of novel separation materials. The solubility, diffusivity and permeability of small molecules in those materials are studied upon membranes for pervaporation and gas separation. Molecular dynamics simulation is used to probe the mass transfer process at molecular level.