Increasing the Safety of Adaptive Cruise Control Using Physics-Guided Reinforcement Learning

This paper presents a novel approach for improving the safety of vehicles equipped with Adaptive Cruise Control (ACC) by making use of Machine Learning (ML) and physical knowledge. More exactly, we train a Soft Actor-Critic (SAC) Reinforcement Learning (RL) algorithm that makes use of physical knowl...

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Autores principales: Sorin Liviu Jurj, Dominik Grundt, Tino Werner, Philipp Borchers, Karina Rothemann, Eike Möhlmann
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/242fdc0348dd4dd2b7c1655c33fc7008
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