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 …

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 …

[HTML][HTML] Road condition monitoring using unsupervised learning based bus trajectory processing

P Rajput, M Chaturvedi, V Patel - Multimodal Transportation, 2022 - Elsevier
The road infrastructure maintenance is crucial for hassle-free transportation. The proposed
work leverages the dense connectivity of public transportation buses for road condition …

Measurement of pavement unevenness and evaluation through the IRI parameter–An overview

C Hettiarachchi, J Yuan, S Amirkhanian, F Xiao - Measurement, 2023 - Elsevier
Smoother pavement provides a comfortable, safe and economical riding experience to the
public and prolongs the life of the pavement with low maintenance costs. Hence, obtaining a …

Evolution of prediction models for road surface irregularity: Trends, methods and future

Y Wu, Y Pang, X Zhu - Construction and Building Materials, 2024 - Elsevier
In the modern era, the importance of prioritizing traffic safety has become increasingly
evident, requiring dedicated focus. An effective strategy for improving traffic safety involves …

Evaluation framework for smartphone-based road roughness index estimation systems

Q Yu, Y Fang, R Wix - International Journal of Pavement …, 2023 - Taylor & Francis
Roughness is an important indicator of road deterioration and has a significant impact on
road serviceability. Conventional instruments for roughness measurement, such as laser …

Smartphone-based pavement roughness estimation using deep learning with entity embedding

A Aboah, Y Adu-Gyamfi - Advances in Data Science and Adaptive …, 2020 - World Scientific
The commonly used index for measuring pavement roughness is the International
Roughness index (IRI). Traditional method for collecting road surface information is …

Road roughness estimation using machine learning

M Bajic, SM Pour, A Skar, M Pettinari… - arXiv preprint arXiv …, 2021 - arxiv.org
Road roughness is a very important road condition for the infrastructure, as the roughness
affects both the safety and ride comfort of passengers. The roads deteriorate over time which …

Development of Global Quality Index of Unpaved Roads

WOP da Silva, BA Farias, IB Monteiro… - Journal of …, 2024 - ascelibrary.org
Unpaved roads often are in poor condition, especially in developing countries, due to limited
resources, resulting in discomfort, accident risk, vehicle operating costs (VOCs), freight …

[HTML][HTML] Abnormal pavement condition detection with vehicle posture data considering speed variations

Q Zhan, Y Ding, T Lei, X Yin, L Wei, Y Liu, Q Luo - Sensors, 2024 - mdpi.com
Pavement condition monitoring is an important task in road asset management and efficient
abnormal pavement condition detection is critical for timely conservation management …