The application of machine learning techniques for driving behavior analysis: A conceptual framework and a systematic literature review

ZE Abou Elassad, H Mousannif… - … Applications of Artificial …, 2020 - Elsevier
Driving Behavior (DB) is a complex concept describing how the driver operates the vehicle
in the context of the driving scene and surrounding environment. Recently, DB assessment …

Driving behavior analysis guidelines for intelligent transportation systems

MN Azadani, A Boukerche - IEEE transactions on intelligent …, 2021 - ieeexplore.ieee.org
The advent of in-vehicle networking systems as well as state-of-the-art sensors and
communication technologies have facilitated the collection of large volume and almost real …

Driver behavior classification: a systematic literature review

S Bouhsissin, N Sael, F Benabbou - IEEE Access, 2023 - ieeexplore.ieee.org
Driver behavior is receiving increasing attention because of the staggering number of road
accidents. Many road safety reports regard human behavior as the most important factor in …

[PDF][PDF] Deriving Driver Behavioral Pattern Analysis and Performance Using Neural Network Approaches.

M Malik, R Nandal, S Dalal, V Jalglan… - Intelligent Automation & …, 2022 - academia.edu
It has been observed that driver behavior has a direct and considerable impact upon factors
like fuel consumption, environmentally harmful emissions, and public safety, making it a key …

Driver behavior modeling toward autonomous vehicles: Comprehensive review

NM Negash, J Yang - IEEE Access, 2023 - ieeexplore.ieee.org
Driver behavior models have been used as input to self-coaching, accident prevention
studies, and developing driver-assisting systems. In recent years, driver behavior …

[PDF][PDF] Driving pattern profiling and classification using deep learning

M Malik, R Nandal, S Dalal, V Jalglan… - Intelligent Automation & …, 2021 - academia.edu
The last several decades have witnessed an exponential growth in the means of transport
globally, shrinking geographical distances and connecting the world. The automotive …

Leveraging longitudinal driving behaviour data with data mining techniques for driving style analysis

G Qi, Y Du, J Wu, M Xu - IET intelligent transport systems, 2015 - Wiley Online Library
Accurately understanding driving behaviour is of crucial importance for advanced driving
assistant systems such as adaptive cruise control system and intelligent forward collision …

An efficient driver behavioral pattern analysis based on fuzzy logical feature selection and classification in big data analysis

M Malik, R Nandal, S Dalal, U Maan… - Journal of Intelligent & …, 2022 - content.iospress.com
In recent years, driver behavior analysis plays a vital role to enhance passenger coverage
and management resources in the smart transportation system. The real-world environment …

[HTML][HTML] 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 …

[HTML][HTML] Driving behaviour analysis using machine and deep learning methods for continuous streams of vehicular data

N Peppes, T Alexakis, E Adamopoulou, K Demestichas - Sensors, 2021 - mdpi.com
In the last few decades, vehicles are equipped with a plethora of sensors which can provide
useful measurements and diagnostics for both the vehicle's condition as well as the driver's …