A review of intelligent driving style analysis systems and related artificial intelligence algorithms

GAM Meiring, HC Myburgh - Sensors, 2015 - mdpi.com
In this paper the various driving style analysis solutions are investigated. An in-depth
investigation is performed to identify the relevant machine learning and artificial intelligence …

A comprehensive review of driver behavior analysis utilizing smartphones

TK Chan, CS Chin, H Chen… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Human factors are the primary catalyst for traffic accidents. Among different factors, fatigue,
distraction, drunkenness, and/or recklessness are the most common types of abnormal …

Driver behavior detection and classification using deep convolutional neural networks

M Shahverdy, M Fathy, R Berangi… - Expert Systems with …, 2020 - Elsevier
Driver behavior monitoring system as Intelligent Transportation Systems (ITS) have been
widely exploited to reduce the traffic accidents risk. Most previous methods for monitoring …

Risk assessment using portable devices

J Stempora - US Patent 9,053,516, 2015 - Google Patents
6,529,723 B1 3/2003 Bentley 2012, 0004933 A1 1/2012 Foladare et al. 6,594,579 B1
7/2003 Lowrey et al. 2012/0010906 A1 1/2012 Foladare et al. 6,636,790 B1 10/2003 …

Driver behavior profiling using smartphones: A low-cost platform for driver monitoring

G Castignani, T Derrmann, R Frank… - IEEE Intelligent …, 2015 - ieeexplore.ieee.org
Today's smartphones and mobile devices typically embed advanced motion sensors. Due to
their increasing market penetration, there is a potential for the development of distributed …

Smartphone-based vehicle telematics: A ten-year anniversary

J Wahlström, I Skog, P Händel - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Just as it has irrevocably reshaped social life, the fast growth of smartphone ownership is
now beginning to revolutionize the driving experience and change how we think about …

Wearable medical sensor-based system design: A survey

A Mosenia, S Sur-Kolay… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Wearable medical sensors (WMSs) are garnering ever-increasing attention from both the
scientific community and the industry. Driven by technological advances in sensing, wireless …

Intermittent gps-aided vio: Online initialization and calibration

W Lee, K Eckenhoff, P Geneva… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
In this paper, we present an efficient and robust GPS-aided visual inertial odometry (GPS-
VIO) system that fuses IMU-camera data with intermittent GPS measurements. To perform …

Smartphone-based adaptive driving maneuver detection: A large-scale evaluation study

G Castignani, T Derrmann, R Frank… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
The proliferation of connected mobile devices together with advances in their sensing
capacity has enabled a new distributed telematics platform. In particular, smartphones can …

Analysis of accident risks from driving behaviors

T Osafune, T Takahashi, N Kiyama, T Sobue… - International journal of …, 2017 - Springer
Detecting aggressive driving behavior is essential for safe transport systems as it leads to
the awareness of risks of accidents. Using smartphone-equipped sensors would be …