Machine learning techniques for pavement condition evaluation

N Sholevar, A Golroo, SR Esfahani - Automation in Construction, 2022 - Elsevier
Pavement management systems play a significant role in country's economy since road
authorities are concerned about preserving their priceless road assets for a longer time to …

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 …

A newly developed hybrid method on pavement maintenance and rehabilitation optimization applying Whale Optimization Algorithm and random forest regression

H Naseri, H Jahanbakhsh, A Foomajd… - … Journal of Pavement …, 2023 - Taylor & Francis
Developing an accurate pavement prediction model plays a dominant role in pavement
M&R optimization. Despite employing different robust machine learning techniques to …

Development of pavement roughness models using Artificial Neural Network (ANN)

YI Alatoom, TI Al-Suleiman - International Journal of Pavement …, 2022 - Taylor & Francis
Pavement roughness in terms of the International Roughness Index (IRI) plays an important
role in determining the riding quality of road networks. Moreover, it is considered as a …

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 …

Application of MEMS sensors for evaluation of the dynamics for cargo securing on road vehicles

J Gnap, J Jagelčák, P Marienka, M Frančák… - Sensors, 2021 - mdpi.com
Safety is one of the key aspects of the successful transport of cargo. In the case of road
transport, the dynamics of a vehicle during normal events such as braking, steering, and …

Potential applications of connected vehicles in pavement condition evaluation: a brief review

M Samie, A Golroo, D Tavakoli… - Road Materials and …, 2024 - Taylor & Francis
Road authorities are concerned with maintaining the road condition at a high level of service
to minimise user and agency costs. For this purpose, they have to monitor the road condition …

Variability of gravel pavement roughness: An analysis of the impact on vehicle dynamic response and driving comfort

V Žuraulis, H Sivilevičius, E Šabanovič, V Ivanov… - Applied Sciences, 2021 - mdpi.com
Featured Application In this article, we present a methodology for adapting pavement quality
indexes for roads with gravel pavement. The findings presented in this article can be used to …

Research on the international roughness index threshold of road rehabilitation in metropolitan areas: A case study in Taipei city

SL Chen, CH Lin, CW Tang, LP Chu, CK Cheng - Sustainability, 2020 - mdpi.com
The International Roughness Index (IRI) is the standard scale for evaluating road roughness
in many countries in the world. The Taipei City government actively promotes a Road …