Response-based methods to measure road surface irregularity: A state-of-the-art review

T Nguyen, B Lechner, YD Wong - European Transport Research Review, 2019 - Springer
Purpose With the development of smart technologies, Internet of Things and inexpensive
onboard sensors, many response-based methods to evaluate road surface conditions have …

Pavement roughness index estimation and anomaly detection using smartphones

Q Yu, Y Fang, R Wix - Automation in construction, 2022 - Elsevier
The prevalence of smartphones among vehicle drivers presents exciting opportunities in
assessing pavement roughness in a more efficient and cost-effective manner, compared …

Large-scale pavement roughness measurements with vehicle crowdsourced data using semi-supervised learning

C Liu, D Wu, Y Li, Y Du - Transportation Research Part C: Emerging …, 2021 - Elsevier
Rapid measurements of large-scale pavement roughness have long been a hot topic in
pavement condition evaluation and maintenance. Most traditional methods rely on …

Development of UAV-Based PM2.5 Monitoring System

HJ Jumaah, B Kalantar, AA Halin, S Mansor, N Ueda… - Drones, 2021 - mdpi.com
This paper proposes a UAV-based PM2. 5 air quality and temperature-humidity monitoring
system. The system includes an air quality detector comprising four Arduino sensor …

Performance of machine learning algorithms in predicting the pavement international roughness index

MZ Bashar, C Torres-Machi - Transportation Research …, 2021 - journals.sagepub.com
Significant research efforts have documented the capabilities of machine learning (ML)
algorithms to model pavement performance. Several challenges, however, limit the …

Artificial neural network modelling to predict international roughness index of rigid pavements

M Hossain, LSP Gopisetti, MS Miah - International journal of pavement …, 2020 - Springer
This research focuses on predicting the International Roughness Index (IRI) of rigid
pavements using the Artificial Neural Network (ANN) model that uses climate and traffic …

Velocity control strategies to improve automated vehicle driving comfort

Y Du, C Liu, Y Li - IEEE Intelligent transportation systems …, 2018 - ieeexplore.ieee.org
Automated vehicles are rapidly emerging as the new generation of transport tools. Relevant
research mainly focuses on collision avoidance, lane keeping, and coordination control to …

[HTML][HTML] Measuring and evaluating of road roughness conditions with a compact road profiler and ArcGIS

N Abulizi, A Kawamura, K Tomiyama, S Fujita - Journal of Traffic and …, 2016 - Elsevier
With a wide range of requirements throughout the world, high-quality road management is
subject to increasing demand from a perspective of customer-oriented levels of service. In …

On-line estimation of road profile in semi-active suspension based on unsprung mass acceleration

W Liu, R Wang, R Ding, X Meng, L Yang - Mechanical Systems and Signal …, 2020 - Elsevier
As the main excitation source in the process of vehicle driving, road roughness directly
affects the vehicle ride comfort and handling stability. In this paper, an on-line estimation …

Industry-and academic-based trends in pavement roughness inspection technologies over the past five decades: A critical review

A Fares, T Zayed - Remote Sensing, 2023 - mdpi.com
Roughness is widely used as a primary measure of pavement condition. It is also the key
indicator of the riding quality and serviceability of roads. The high demand for roughness …