Driving style recognition of highway-driving semi-trailer at different altitudes
by Ke Liang; Huasheng Chen; Yu Ye; Song Zhang; Mingzhang Pan
International Journal of Vehicle Information and Communication Systems (IJVICS), Vol. 9, No. 1, 2024

Abstract: Driving style provides information about driving behaviour and the driving environment, which reflects the driver's operation while driving. High altitudes can significantly influence the human body, thereby affecting driving ability. Consequently, accurately recognising driving styles at different altitudes has significant implications for driving safety, road design and fuel economy. This paper proposes a method that incorporates data processing, feature selection, a Bi-LSTM autoencoder and spectral clustering to address this issue. Based on the analysis of real-driving data experiments, three driving styles were identified as calm, moderate and aggressive. These styles accounted for 46%, 19% and 36% in plateau driving and 33%, 29% and 38% in plain driving. The results demonstrate how the proposed method can effectively recognise driving styles at different altitudes with fewer features. Additionally, driving styles remained relatively consistent for the same driver driving at varying altitudes, despite changes in vehicle performance.

Online publication date: Thu, 25-Jan-2024

The full text of this article is only available to individual subscribers or to users at subscribing institutions.

 
Existing subscribers:
Go to Inderscience Online Journals to access the Full Text of this article.

Pay per view:
If you are not a subscriber and you just want to read the full contents of this article, buy online access here.

Complimentary Subscribers, Editors or Members of the Editorial Board of the International Journal of Vehicle Information and Communication Systems (IJVICS):
Login with your Inderscience username and password:

Username:        Password:          Forgotten your password?

Want to subscribe?
A subscription gives you complete access to all articles in the current issue, as well as to all articles in the previous three years (where applicable). See our Orders page to subscribe.

If you still need assistance, please email subs@inderscience.com