← Search

Prashant Tiwari

3 accepted papers

2022

Decentralized Ride-sharing of Shared Autonomous Vehicles Using Graph Neural Network-Based Reinforcement Learning

ICRA 2022poster

Ride-sharing has important implications for improving the efficiency of mobility-on-demand systems. However, it remains a challenge due to the complex dynamics between vehicles and requests. This paper presents a decentralized ride-sharing algorithm suitable for shared autonomous vehicles (SAVs) dep…

Cited by 8SourceScholar
2022

Online Prediction of Lane Change with a Hierarchical Learning-Based Approach

ICRA 2022poster

In the foreseeable future, connected and auto-mated vehicles (CAVs) and human-driven vehicles will share the road networks together. In such a mixed traffic environment, CAVs need to understand and predict maneuvers of surrounding vehicles for safer and more efficient interactions, especially when h…

Cited by 31SourceScholar
2022

Personalized Car Following for Autonomous Driving with Inverse Reinforcement Learning

ICRA 2022poster

Driving automation is gradually replacing human driving maneuvers in different applications such as adaptive cruise control and lane keeping. However, contemporary driving automation applications based on expert systems or prede-fined control strategies are not in line with individual human driver's…

Cited by 59SourceScholar