A probabilistic model for driving-style-recognition-enabled driver steering behaviors

Z Deng, D Chu, C Wu, S Liu, C Sun… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… to determine driving style and design a driver steering model considering driver characteristics.
… is extracted as a crucial indicator to represent driver characteristics, and it is calibrated …

Personalized adaptive cruise control based on online driving style recognition technology and model predictive control

B Gao, K Cai, T Qu, Y Hu… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
… The longitudinal dynamic system of the vehicle has strong nonlinearity, uncertainty, time-…
and no adaptive ability for complex driving environments. Therefore, the feedforward control …

Combined trajectory planning and tracking for autonomous vehicle considering driving styles

H Li, C Wu, D Chu, L Lu, K Cheng - IEEE Access, 2021 - ieeexplore.ieee.org
… In this way, we add people’s driving habits and styles into the … environments and human’s
driving styles. At last, autonomous driving, which reflects two types of human drivers’ driving

Dynamic clustering analysis for driving styles identification

MVN de Zepeda, F Meng, J Su, XJ Zeng… - … applications of artificial …, 2021 - Elsevier
… This scenario requires intelligent driving systems to be able to react to an uncertaindriving
styles among human drivers, which is particularly important in the mixed driving environment

Prediction-uncertainty-aware decision-making for autonomous vehicles

X Tang, K Yang, H Wang, J Wu, Y Qin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… To address this issue, an uncertainty estimation approach based on the deep ensemble …
the estimated uncertainty is considered in the decision-making module to improve driving safety. …

Decision making of connected automated vehicles at an unsignalized roundabout considering personalized driving behaviours

P Hang, C Huang, Z Hu, Y Xing… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… And this can be reflected by different driving styles of CAVs. Therefore, for future CAV …
driving styles and their effects on CAVs decision making. In this paper, different driving styles are …

Uncertainty-aware model-based reinforcement learning: Methodology and application in autonomous driving

J Wu, Z Huang, C Lv - IEEE Transactions on Intelligent Vehicles, 2022 - ieeexplore.ieee.org
… , a novel uncertaintyaware model-based RL method is proposed and validated in autonomous
driving … of uncertainty assessment is established as the environment model. Then, a novel …

[PDF][PDF] Belief state planning for autonomous driving: Planning with interaction, uncertain prediction and uncertain perception

C Hubmann - 2020 - core.ac.uk
driving in urban environments with an uncertain and dynamic nature. The uncertainty in the
environment … Even the perception of objects is uncertain due to sensor noise or possible …

Human-like decision making for autonomous driving: A noncooperative game theoretic approach

P Hang, C Lv, Y Xing, C Huang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… the uncertainties of decision making [3], [4]. In [5], a Bayesian networks model is applied to
decision making, that considers the uncertainties … of different driving styles are analyzed and …

[HTML][HTML] Human-like driving behaviour emerges from a risk-based driver model

S Kolekar, J De Winter, D Abbink - Nature communications, 2020 - nature.com
… , the drivers preferred a driving style they thought was their own … driver, reducing the driver’s
perception-action uncertainty. This would translate to a narrower DRF, which allows a driver