English

Intent-Aware Autonomous Driving: A Case Study on Highway Merging Scenarios

Robotics 2023-09-26 v1 Artificial Intelligence Multiagent Systems

Abstract

In this work, we use the communication of intent as a means to facilitate cooperation between autonomous vehicle agents. Generally speaking, intents can be any reliable information about its future behavior that a vehicle communicates with another vehicle. We implement this as an intent-sharing task atop the merging environment in the simulator of highway-env, which provides a collection of environments for learning decision-making strategies for autonomous vehicles. Under a simple setting between two agents, we carefully investigate how intent-sharing can aid the receiving vehicle in adjusting its behavior in highway merging scenarios.

Keywords

Cite

@article{arxiv.2309.13206,
  title  = {Intent-Aware Autonomous Driving: A Case Study on Highway Merging Scenarios},
  author = {Nishtha Mahajan and Qi Zhang},
  journal= {arXiv preprint arXiv:2309.13206},
  year   = {2023}
}
R2 v1 2026-06-28T12:30:02.750Z