Research Professional
CurrentFeature Engineering (July 2019 - June 2020)- Identified essential features indicating battery characteristics from time series data.- Extracted features for abnormal events (Internal short, Li plating).- Extracted battery degradation features (State of Health).Battery Degradation Modeling (July 2020 - January 2022)- Developed RUL prediction algorithms for Battery as a Service (BaaS).AI Development (February 2022 - June 2023)- Developed AI diagnostic models for detecting Li plating cells with potential event risks.Cloud Diagnostics (July 2023 - Present)- Extracted diagnostic features from real-world data.- Developed risk vehicle classification models using data from a fleet (~43K)