Subject：Machine Learning Enables Process Mediated Rational Design
Speaker：Zhen Song
Time：13:30-15:00 p.m., 23th Aug.,2023
Place：Room 307, Laboratory Building No. 19
Abstract：Medium innovation is one of the key ways to develop process-enhanced technology and realize green, low-carbon and high-efficiency upgrading of processes, and its common challenge is to realize tailor-made medium for specific process systems. Around the ionic liquids and low eutectic solvents and other new media, the construction of a multi-scale coupled process media rational design methodology, combined with the deep neural network recommendation system, natural language processing, automatic machine learning, etc. established a solvent system of physical properties / thermodynamic properties of the intelligent modeling methodology framework, the development of the ionic liquids, gas solubility, low eutectic solvent system of solid-liquid phase equilibrium, ionic liquids, solute system activity coefficient recommendation. -solvent system activity coefficient recommendation system and UNIFAC-IL, ionic liquid full property prediction and other models. The proposed media rational design methodology and constitutive relationship modeling framework can be directly extended to different media types and process systems, providing theoretical basis and technical guidance for the research and development of media-enhanced processes.
Introduction：Song Zhen, 2023.1 to present, is a professor and doctoral supervisor in the School of Chemical Engineering, East China University of Science and Technology, China. 2007.9 to 2011.6 studied in Shandong University, Chemical Engineering and Process, received the Bachelor's degree of Engineering; 2011.9 to 2017.6 studied in East China University of Science and Technology, Chemical Engineering, received the Doctoral degree of Engineering; 2017.6 to 2019.4 in the Max Planck Institute for the Complex Technology From 2017.6 to 2019.4, he was a postdoctoral researcher at the Institute of System Dynamics of the Max Planck Society for Complex Technologies, Germany; from 2019.4 to 2021.6, he was a researcher at the Institute of Process Systems Engineering of the University of Magdeburg, Germany; and from 2021.7 to 2023.1, he was a special researcher at the School of Chemical Engineering of East China University of Science and Technology. He is mainly engaged in the research of medium rational design and process enhancement, and has published more than 60 academic papers in Angew. Chem. He has been selected for the National High-level Young Talent Program and Shanghai Leader Program (Overseas), and has presided over the National Natural Science Foundation of China Youth Science Fund and other projects.