A review of driving style recognition methods from short-term and long-term perspectives

H Chu, H Zhuang, W Wang, X Na, L Guo… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Driving style recognition provides an effective way to understand human driving behaviors
and thereby plays an important role in the automotive sector. However, most works fail to …

Driving style recognition for intelligent vehicle control and advanced driver assistance: A survey

CM Martinez, M Heucke, FY Wang… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Driver driving style plays an important role in vehicle energy management as well as driving
safety. Furthermore, it is key for advance driver assistance systems development, toward …

Cnn-lstm driving style classification model based on driver operation time series data

Y Cai, R Zhao, H Wang, L Chen, Y Lian… - IEEE Access, 2023 - ieeexplore.ieee.org
This paper aims to establish a driving style recognition method that is highly accurate, fast
and generalizable, considering the lack of data types in driving style classification task and …

Comprehensive identification of driving style based on vehicle's driving cycle recognition

K Liang, Z Zhao, W Li, J Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The driving style of human automobile drivers plays a vital role in vehicle energy
management and driving safety. Human drivers often exhibit different driving styles during …

Using naturalistic driving data to identify driving style based on longitudinal driving operation conditions

N Lyu, Y Wang, C Wu, L Peng… - Journal of intelligent and …, 2022 - ieeexplore.ieee.org
Purpose-An individual's driving style significantly affects overall traffic safety. However,
driving style is difficult to identify due to temporal and spatial differences and scene …

[HTML][HTML] A semi-supervised tri-catboost method for driving style recognition

W Liu, K Deng, X Zhang, Y Cheng, Z Zheng, F Jiang… - Symmetry, 2020 - mdpi.com
Driving style recognition plays a key role in ensuring driving safety and improving vehicle
traffic efficiency. With the development of sensing technology, data-driven methods are more …

Research on classification and recognition of driving styles based on feature engineering

Y Liu, J Wang, P Zhao, D Qin, Z Chen - IEEE Access, 2019 - ieeexplore.ieee.org
Accurate classification and the effective recognition of driving styles are critical for improving
control performance of the vehicle powertrain. In this research, a set of driving style …

[HTML][HTML] A systematic methodology to evaluate prediction models for driving style classification

I Silva, J Eugenio Naranjo - Sensors, 2020 - mdpi.com
Identifying driving styles using classification models with in-vehicle data can provide
automated feedback to drivers on their driving behavior, particularly if they are driving safely …

Statistical‐based approach for driving style recognition using Bayesian probability with kernel density estimation

W Han, W Wang, X Li, J Xi - IET Intelligent Transport Systems, 2019 - Wiley Online Library
Driving style recognition plays a crucial role in eco‐driving, road safety, and intelligent
vehicle control. This study proposes a statistical‐based recognition method to deal with …

Research on the classification and identification of driver's driving style

B Sun, W Deng, J Wu, Y Li, B Zhu… - 2017 10th International …, 2017 - ieeexplore.ieee.org
More and more Advanced Driver Assistance Systems (ADAS) are entering the market for
improving both driving safety and comfort. To improve the system performance, in particular …