Human-like Decision Making for Autonomous Vehicles at the Intersection Using Inverse Reinforcement Learning

Author:

Wu Zheng,Qu FangbingORCID,Yang Lin,Gong Jianwei

Abstract

With the rapid development of autonomous driving technology, both self-driven and human-driven vehicles will share roads in the future and complex information exchange among vehicles will be required. Therefore, autonomous vehicles need to behave as similar to human drivers as possible, to ensure that their behavior can be effectively understood by the drivers of other vehicles and be more in line with the cognition of humans on driving behavior. Therefore, this paper studies the evaluation function of human drivers, using the method of inverse reinforcement learning, aiming for the learned behavior to better imitate the behavior of human drivers. At the same time, this paper proposes a semi-Markov model, to extract the intentions of surrounding related vehicles and divides them into defensive and cooperative, leading the vehicle to adopt a reasonable response to different types of driving scenarios.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference54 articles.

1. A Human-Like Model to Understand Surrounding Vehicles’ Lane Changing Intentions for Autonomous Driving

2. End-to-end driving via conditional imitation learning;Codevilla;Proceedings of the 2018 IEEE International Conference on Robotics and Automation (ICRA),2018

3. Human–Robot Interaction

4. Google Self-Driving Car Caught on Video Colliding with Bus https://www.theguardian.com/technology/2016/mar/09/google-self-driving-car-crash-video-accident-bus

5. Humanlike Driving: Empirical Decision-Making System for Autonomous Vehicles

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