11 papers
KAN-Therm: A Lightweight Battery Thermal Model Using Kolmogorov-Arnold Network
Soumyoraj Mallick, Faysal Ahamed, Sanchita Ghosh +1
A battery management system (BMS) relies on real-time estimation of battery temperature distribution in battery cells to ensure safe and optimal operation of Lithium-ion batteries.…
Explainable Functional Relation Discovery for Battery State-of-Health Using Kolmogorov-Arnold Network
Sanchita Ghosh, Tanushree Roy
Battery health management is heavily dependent on reliable State-of-Health (SoH) estimation to ensure battery safety with maximized energy utilization. Although online SoH estimati…
KAN-Koopman Based Rapid Detection Of Battery Thermal Anomalies With Diagnostics Guarantees
Sanchita Ghosh, Tanushree Roy
Early diagnosis of battery thermal anomalies is crucial to ensure safe and reliable battery operation by preventing catastrophic thermal failures. Battery diagnostics primarily rel…
Resilient Voltage Estimation for Battery Packs Using Self-Learning Koopman Operator
Sanchita Ghosh, Tanushree Roy
Cloud-based battery management systems (BMSs) rely on real-time voltage measurement data to coordinate bi-directional electric vehicle (EV) charging in vehicle-to-grid (V2G) applic…
Detecting Switching Attacks On Traffic Flow Regulation For Changing Driving Patterns
Sanchita Ghosh, Tanushree Roy
Modern traffic management systems increasingly adopt hierarchical control strategies for improved efficiency and scalability, where a local traffic controller mode is chosen by a s…
Transfer Learning Assisted XgBoost For Adaptable Cyberattack Detection In Battery Packs
Sanchita Ghosh, Tanushree Roy
Optimal charging of electric vehicle (EVs) depends heavily on reliable sensor measurements from the battery pack to the cloud-controller of the smart charging station. However, an…