Deep learning serves traffic safety analysis: A forward‐looking review

A Razi, X Chen, H Li, H Wang, B Russo… - IET Intelligent …, 2023 - Wiley Online Library
This paper explores deep learning (DL) methods that are used or have the potential to be
used for traffic video analysis, emphasising driving safety for both autonomous vehicles and …

Effects of the roadside visual environment on driver wellbeing and behaviour–a systematic review

P Anciaes - Transport reviews, 2023 - Taylor & Francis
The view that drivers have from the road can be enjoyable or disturbing, stressful or relaxing,
distracting or fatiguing. Road planning guidelines balance aesthetical and safety …

Perceived green at speed: a simulated driving experiment raises new questions for attention restoration theory and stress reduction theory

B Jiang, J He, J Chen, L Larsen… - Environment and …, 2021 - journals.sagepub.com
Few studies have investigated the impact of landscapes on humans' mental status while
they are moving at high speeds, such as driving on the freeway. This study used a …

Exploring the experiential and sociodemographic drivers of satisfaction and loyalty in the theme park context

A Milman, ADA Tasci - Journal of Destination Marketing & Management, 2018 - Elsevier
This study attempts to identify the drivers of satisfaction and loyalty in the context of theme
parks. Drivers examined included Schmitt's (1999, 2003) experiential consumption …

Characteristics of driver fatigue and fatigue-relieving effect of special light belt in extra-long highway tunnel: A real-road driving study

P Qin, M Wang, Z Chen, G Yan, T Yan, C Han… - … and Underground Space …, 2021 - Elsevier
To study the characteristics of driver fatigue and effect of a special light belt to relieve driver
fatigue in an extra-long highway tunnel, real-road driving tests were conducted in the …

Evaluation of the effect of decorated sidewall in tunnels based on driving behavior characteristics

X Zhao, Q Liu, H Li, J Qi, W Dong, Y Ju - Tunnelling and Underground …, 2022 - Elsevier
As a novel traffic safety facility, the decorated sidewall in tunnels plays a crucial role in
improving the safety and upgrading the driving environment. The design element spacing …

Moderate is optimal: A simulated driving experiment reveals freeway landscape matters for driving performance

B Jiang, J He, J Chen, L Larsen - Urban Forestry & Urban Greening, 2021 - Elsevier
Driving on freeways is a daily activity across the world. Poor driving performance on
freeways can cause severe injuries and deaths. However, few studies have examined …

Modeling and recognition of driving fatigue state based on RR intervals of ECG data

L Wang, J Li, Y Wang - Ieee Access, 2019 - ieeexplore.ieee.org
Driving fatigue is an important contributing factor to traffic crashes. Developing a system that
monitors the driver's fatigue level in real time and produces alarm signals when necessary …

Does road environment aesthetics influence risky driving behavior of autonomous vehicles? An evaluation on road readiness using explainable machine learning and …

S Yao, B Yu, Y Chen, K Gao, S Bao… - Accident Analysis & …, 2025 - Elsevier
Aesthetics has always been an advanced requirement in road environment design, because
it can provide a pleasant driving experience and guide better driving behavior for human …

Not just more, but more diverse: Green landscapes along urban roads may significantly reduce drivers' psychophysiological fatigue

W Xu, J He, B Jiang - Transportation research part F: traffic psychology and …, 2024 - Elsevier
The impact of roadside greenness on driving fatigue in real urban settings has been
insufficiently investigated, presenting a critical knowledge gap for researchers …