Survey of deep reinforcement learning for motion planning of autonomous vehicles

S Aradi - IEEE Transactions on Intelligent Transportation …, 2020 - ieeexplore.ieee.org
MOTION planning for autonomous vehicle functions is a vast and long-researched area …
Among the problems of vehicle motion planning, racing is one example of such a MAS problem. …

A review of motion planning for highway autonomous driving

L Claussmann, M Revilloud, D Gruyer… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… The objective of this paper was to identify the main methods of motion planning for
autonomous vehicles in the highway case. We do not claim to have exhaustively gathered all …

An integrated framework of decision making and motion planning for autonomous vehicles considering social behaviors

P Hang, C Lv, C Huang, J Cai, Z Hu… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
… model, which uses different potential functions to describe surrounding vehicles with … and
trajectory of the autonomous vehicle. Finally, the decision-making and motion planning is then …

Online motion planning for autonomous vehicles in vast environments

T Mercy, E Hostens, G Pipeleers - … on advanced motion control …, 2018 - ieeexplore.ieee.org
… -optimal motion of autonomous vehicles through such complex environments, this paper
presents a novel motion planning approach. The approach combines a global path planner with …

Crash mitigation in motion planning for autonomous vehicles

H Wang, Y Huang, A Khajepour… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
… on motion planning for autonomous vehicles to … for autonomous systems. Section III presents
the control design for the crash mitigation motion planning including modeling of the vehicle

System and experiments of model-driven motion planning and control for autonomous vehicles

S Xu, R Zidek, Z Cao, P Lu, X Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… in perception, prediction, and motion planning in complex situations. This article focuses on
motion planning and control, two of the crucial functions for autonomous driving. Various algo…

Fail-safe motion planning of autonomous vehicles

S Magdici, M Althoff - 2016 IEEE 19th International Conference …, 2016 - ieeexplore.ieee.org
… The main contribution of this paper is the development of a fail-safe motion planner for
autonomous vehicles, which simultaneously guarantees safety and comfort by combining an …

Motion planning for autonomous vehicles in highly constrained urban environments

D Fassbender, BC Heinrich… - 2016 IEEE/RSJ …, 2016 - ieeexplore.ieee.org
… Abstract—In this paper, we present a motion planning algorithm for autonomous navigation
planning turned out to be unsuitable for this task, we instead extended an A*-based planner

Safe reinforcement learning with stability guarantee for motion planning of autonomous vehicles

L Zhang, R Zhang, T Wu, R Weng… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
… In this article, a safe motion planning algorithm for autonomous vehicles is developed by
combining the method, which utilizes a neural network to predict collision probability with the …

A novel local motion planning framework for autonomous vehicles based on resistance network and model predictive control

Y Huang, H Wang, A Khajepour, H Ding… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
motion planning framework in a hierarchical manner to achieve a balance between these
criteria. In the upper layer, a path-planning … the alternative path for the vehicle in a macro-scale …