5 papers · 1 filter
Mixed-Reality Digital Twins: Leveraging the Physical and Virtual Worlds for Hybrid Sim2Real Transition of Multi-Agent Reinforcement Learning Policies
Chinmay Vilas Samak, Tanmay Vilas Samak, Venkat Narayan Krovi
Multi-agent reinforcement learning (MARL) for cyber-physical vehicle systems usually requires a significantly long training time due to their inherent complexity. Furthermore, depl…
Experimental investigation of pose informed reinforcement learning for skid-steered visual navigation
Ameya Salvi, Venkat Krovi
Vision-based lane keeping is a topic of significant interest in the robotics and autonomous ground vehicles communities in various on-road and off-road applications. The skid-steer…
Metaverse for Safer Roadways: An Immersive Digital Twin Framework for Exploring Human-Autonomy Coexistence in Urban Transportation Systems
Tanmay Vilas Samak, Chinmay Vilas Samak, Venkat Narayan Krovi
Societal-scale deployment of autonomous vehicles requires them to coexist with human drivers, necessitating mutual understanding and coordination among these entities. However, pur…
Nigel -- Mechatronic Design and Robust Sim2Real Control of an Over-Actuated Autonomous Vehicle
Chinmay Vilas Samak, Tanmay Vilas Samak, Javad Mohammadpour Velni +1
Simulation to reality (sim2real) transfer from a dynamics and controls perspective usually involves re-tuning or adapting the designed algorithms to suit real-world operating condi…
Towards Validation of Autonomous Vehicles Across Scales using an Integrated Digital Twin Framework
Tanmay Vilas Samak, Chinmay Vilas Samak, Venkat Narayan Krovi
Autonomous vehicle platforms of varying spatial scales are employed within the research and development spectrum based on space, safety and monetary constraints. However, deploying…