2024
DOI: 10.1177/09544070241296176
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Enhancing ride comfort and driving safety in urban autonomous buses: A data-driven hierarchical longitudinal motion planning using approximate and stochastic MPCs

Ara Jo,
Youngmin Yoon

Abstract: This paper presents an advanced hierarchical longitudinal motion planning strategy for autonomous buses (ABs), specifically designed to enhance ride comfort and ensure driving safety – key challenges in contemporary autonomous vehicle technologies. ABs typically face limitations due to a narrower perception range and heterogeneous motion profiles compared to human drivers. To tackle these issues, our study employs a dual-phase motion planning framework utilizing both approximate and stochastic Model Predictive… Show more

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