Planning and decision-making for autonomous vehicles

W Schwarting, J Alonso-Mora… - Annual Review of Control …, 2018 - annualreviews.org
In this review, we provide an overview of emerging trends and challenges in the field of
intelligent and autonomous, or self-driving, vehicles. Recent advances in the field of …

Safetynet: Safe planning for real-world self-driving vehicles using machine-learned policies

M Vitelli, Y Chang, Y Ye, A Ferreira… - … on Robotics and …, 2022 - ieeexplore.ieee.org
In this paper we present the first safe system for full control of self-driving vehicles trained
from human demonstrations and deployed in challenging, real-world, urban environments …

Safe real-world autonomous driving by learning to predict and plan with a mixture of experts

S Pini, CS Perone, A Ahuja… - … on Robotics and …, 2023 - ieeexplore.ieee.org
The goal of autonomous vehicles is to navigate public roads safely and comfortably. To
enforce safety, traditional planning approaches rely on handcrafted rules to generate …

Milestones in autonomous driving and intelligent vehicles—part ii: Perception and planning

L Chen, S Teng, B Li, X Na, Y Li, Z Li… - … on Systems, Man …, 2023 - ieeexplore.ieee.org
A growing interest in autonomous driving (AD) and intelligent vehicles (IVs) is fueled by their
promise for enhanced safety, efficiency, and economic benefits. While previous surveys …

Interpretable goal-based prediction and planning for autonomous driving

SV Albrecht, C Brewitt, J Wilhelm… - … on Robotics and …, 2021 - ieeexplore.ieee.org
We propose an integrated prediction and planning system for autonomous driving which
uses rational inverse planning to recognise the goals of other vehicles. Goal recognition …

Integrating intuitive driver models in autonomous planning for interactive maneuvers

K Driggs-Campbell, V Govindarajan… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Given the current capabilities of autonomous vehicles, one can easily imagine autonomous
vehicles being released on the road in the near future. However, it can be assumed that this …

Hierarchical game-theoretic planning for autonomous vehicles

JF Fisac, E Bronstein, E Stefansson… - … on robotics and …, 2019 - ieeexplore.ieee.org
The actions of an autonomous vehicle on the road affect and are affected by those of other
drivers, whether overtaking, negotiating a merge, or avoiding an accident. This mutual …

Jointly learnable behavior and trajectory planning for self-driving vehicles

A Sadat, M Ren, A Pokrovsky, YC Lin… - 2019 IEEE/RSJ …, 2019 - ieeexplore.ieee.org
The motion planners used in self-driving vehicles need to generate trajectories that are safe,
comfortable, and obey the traffic rules. This is usually achieved by two modules: behavior …

Motion planning for autonomous driving: The state of the art and future perspectives

S Teng, X Hu, P Deng, B Li, Y Li, Y Ai… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Intelligent vehicles (IVs) have gained worldwide attention due to their increased
convenience, safety advantages, and potential commercial value. Despite predictions of …

Challenges in perception and decision making for intelligent automotive vehicles: A case study

B Okumura, MR James, Y Kanzawa… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
This paper overviews challenges in perception and decision making for intelligent, or highly
automated, automotive vehicles. We illustrate our development of a complete perception …