Explainable artificial intelligence for autonomous driving: A comprehensive overview and field guide for future research directions
Autonomous driving has achieved significant milestones in research and development over
the last decade. There is increasing interest in the field as the deployment of self-operating …
the last decade. There is increasing interest in the field as the deployment of self-operating …
[HTML][HTML] Deep learning and autonomous vehicles: Strategic themes, applications, and research agenda using SciMAT and content-centric analysis, a systematic …
FE Morooka, AM Junior, TFAC Sigahi, JS Pinto… - Machine Learning and …, 2023 - mdpi.com
Applications of deep learning (DL) in autonomous vehicle (AV) projects have gained
increasing interest from both researchers and companies. This has caused a rapid …
increasing interest from both researchers and companies. This has caused a rapid …
Lane change strategies for autonomous vehicles: a deep reinforcement learning approach based on transformer
End-to-end approaches are one of the most promising solutions for autonomous vehicles
(AVs) decision-making. However, the deployment of these technologies is usually …
(AVs) decision-making. However, the deployment of these technologies is usually …
Interaction-aware trajectory prediction and planning for autonomous vehicles in forced merge scenarios
Merging is, in general, a challenging task for both human drivers and autonomous vehicles,
especially in dense traffic, because the merging vehicle typically needs to interact with other …
especially in dense traffic, because the merging vehicle typically needs to interact with other …
Comparative study of model-based and model-free reinforcement learning control performance in HVAC systems
C Gao, D Wang - Journal of Building Engineering, 2023 - Elsevier
Reinforcement learning (RL) shows the potential to address drawbacks of rule-based control
and model predictive control and exhibits great effectiveness in heating, ventilation and air …
and model predictive control and exhibits great effectiveness in heating, ventilation and air …
[HTML][HTML] Real-time predictive control of path following to stabilize autonomous electric vehicles under extreme drive conditions
N Guo, X Zhang, Y Zou - Automotive Innovation, 2022 - Springer
A novel real-time predictive control strategy is proposed for path following (PF) and vehicle
stability of autonomous electric vehicles under extreme drive conditions. The investigated …
stability of autonomous electric vehicles under extreme drive conditions. The investigated …
A review of end-to-end autonomous driving in urban environments
D Coelho, M Oliveira - IEEE Access, 2022 - ieeexplore.ieee.org
Autonomous driving in urban environments requires intelligent systems that are able to deal
with complex and unpredictable scenarios. Traditional modular approaches focus on …
with complex and unpredictable scenarios. Traditional modular approaches focus on …
Hierarchical motion planning and tracking for autonomous vehicles using global heuristic based potential field and reinforcement learning based predictive control
G Du, Y Zou, X Zhang, Z Li, Q Liu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The autonomous vehicle is widely applied in various ground operations, in which motion
planning and tracking control are becoming the key technologies to achieve autonomous …
planning and tracking control are becoming the key technologies to achieve autonomous …
A discrete soft actor-critic decision-making strategy with sample filter for freeway autonomous driving
Autonomous driving is a promising technology to reduce traffic accidents and improve
driving efficiency. Although significant progress has been achieved, existing decision …
driving efficiency. Although significant progress has been achieved, existing decision …
Optimal sizing and learning-based energy management strategy of NCR/LTO hybrid battery system for electric taxis
This paper proposes an offline sizing method and an online energy management strategy
for the electric vehicle with semi-active hybrid battery system (HBS). The semi-active HBS is …
for the electric vehicle with semi-active hybrid battery system (HBS). The semi-active HBS is …