Robustness and adaptability of reinforcement learning-based cooperative autonomous driving in mixed-autonomy traffic

R Valiente, B Toghi, R Pedarsani… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
… Finally, we investigate the robustness, safety and sensitivity of AVs to various HVs … safety
and robustness of cooperative autonomous vehicles in interaction with human-driven vehicles. …

[PDF][PDF] Robustness and Adaptability of Reinforcement Learning-Based Cooperative Autonomous Driving in Mixed-Autonomy Traffic

YP FALLAH - 2022 - par.nsf.gov
… Finally, we investigate the robustness, safety and sensitivity of AVs to various HVs … safety
and robustness of cooperative autonomous vehicles in interaction with human-driven vehicles. …

A novel adaptive steering torque control approach for human–machine cooperation autonomous vehicles

J Wu, J Zhang, Y Tian, L Li - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… began to study adaptive robustness, by adding robust terms to the adaptive control law to …
In addition to the adaptive robustness problem, the convergence rate of adaptive control is …

Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed traffic

R Valiente, B Toghi, M Razzaghpour… - Machine Learning and …, 2023 - Springer
… altruistic AVs can learn cooperative policies that are robust to diverse traffic scenarios and
HV … present the results on transfer learning and domain adaptation in mixed-autonomy traffic. …

[HTML][HTML] Cooperative driving of heterogeneous uncertain nonlinear connected and autonomous vehicles via distributed switching robust PID-like control

A Coppola, DG Lui, A Petrillo, S Santini - Information Sciences, 2023 - Elsevier
… or predecessor-tracking problem when all the autonomous vehicles travel as a string. In
this perspective, the first attempt is the so-called Cooperative Adaptive Cruise Control (CACC), …

Toward human-vehicle collaboration: Review and perspectives on human-centered collaborative automated driving

Y Xing, C Lv, D Cao, P Hang - Transportation research part C: emerging …, 2021 - Elsevier
… on human behaviors and cognitive issues for collaborative automated driving vehicles. …
The adaption to the designed ADVs system includes behavior adaptation and situational …

[图书][B] Cooperative control of dynamical systems: applications to autonomous vehicles

Z Qu - 2009 - books.google.com
… For instance, linear and non-linear controls can be designed, an adaptive law can be … , and
robust. The multiple control objectives for the vehicle systems and for cooperative, robust and …

Cooperative strategy of trajectory tracking and stability control for 4WID autonomous vehicles under extreme conditions

Z Zhang, L Zheng, Y Li, S Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… To overcome the above problems, we propose an adaptive cooperative strategy of … In this
part, we compare the robustness of three controllers under the condition of double lane change …

Driving capability-based transition strategy for cooperative driving: from manual to automatic

F Tang, F Gao, Z Wang - IEEE Access, 2020 - ieeexplore.ieee.org
driving system should be adaptable to various drivers. … for supervised driving of cooperative
semi-autonomous vehicles,’… His current research interest includes robust control and …

[HTML][HTML] A review of intelligent connected vehicle cooperative driving development

B Wang, Y Han, S Wang, D Tian, M Cai, M Liu, L Wang - Mathematics, 2022 - mdpi.com
… the autonomous vehicle formation include: vehicle combination … , collaborative formation
control technology, and cooperativerobust stochastic optimization for collaborative adaptive