➤ Designed machine learning models to optimize solid electrolytes performance in advanced Li-battery. Utilized Jupyter notebook to document the coding and model construction processes.➤ Co-developed quick workflow with fast feedbacks from ML simulated results to experimental operations with the scientist and engineers across the group.

➤ Physical Model Establishment & Data Analysis- Developed the mathematical models for explaining the relationship between the dynamic molecular behavior from the quantum level (e.g. surface-redox, diffusion) and better battery performances.- Developed software programs & scripts using Python, Matlab, Bash for automated high-volume dataacquisition/analyzing/visualization/processing purposes. (Github)- Communicated with multidisciplinary partners through frequent e-mails & video calls to address research issues and update project progress and resulted in +5 manuscripts publications.➤ Machine Learning Assisted study of Molecular Bond Energy- Built chemical models in producing molecular-feature data based on density functional theory calculations for efficient treatment & removal of environmentally unfriendly bonds.- Assisted in developing programs in collaboration with 2 other teammates to employ machine learning models for high-accuracy bond energy predictions.➤ Materials Search Simulation & Battery Electrolyte Modeling- Constructed regression model to establish property correlations for efficient screening of electrode material for candidate materials for future energy storage.➤ Mentoring & Teaching- Taught graduate-level discussions of Advanced Engineering Computation (2 quarters) & Engineering Thermodynamics. Assisted with grading responsibilities, including weekly assignments, case analyses, and exams.- Lectured & supervised undergraduates who were both majored and non-majored students in physical chemistry labs (3 quarters). Held office hours weekly to guide students with their experimental/homework-related questions.

➤ Conducted intellectual property (IP) search & assisted in drafting specifications for new patent applications.➤ Performed characterization of novel coating materials, including acquisition, analysis & communication of data.

➤ Material Synthesis & CharacterizationDeveloped a one-step direct fabrication of porous polyelectrolyte multilayers through layer-by-layer self-assembly technique. Utilized various characterization tools to investigate film surface conditions, molecular/material structures & compositions, material-specific properties, electrical potential, etc.