3 papers
eess.SY2025
Energy-Aware Lane Planning for Connected Electric Vehicles in Urban Traffic: Design and Vehicle-in-the-Loop Validation
Hansung Kim, Eric Yongkeun Choi, Eunhyek Joa +4
Urban driving with connected and automated vehicles (CAVs) offers potential for energy savings, yet most eco-driving strategies focus solely on longitudinal speed control within a…
cs.LG2025
A Simple Approach to Constraint-Aware Imitation Learning with Application to Autonomous Racing
Shengfan Cao, Eunhyek Joa, Francesco Borrelli
Guaranteeing constraint satisfaction is challenging in imitation learning (IL), particularly in tasks that require operating near a system's handling limits. Traditional IL methods…
eess.SY2024
Energy-efficient predictive control for connected, automated driving under localization uncertainty
Eunhyek Joa, Eric Yongkeun Choi, Francesco Borrelli
This paper presents a data-driven Model Predictive Control (MPC) for energy-efficient urban road driving for connected, automated vehicles. The proposed MPC aims to minimize total…