An overview of smartphone technology for citizen-centered, real-time and scalable civil infrastructure monitoring

AH Alavi, WG Buttlar - Future Generation Computer Systems, 2019 - Elsevier
Modern smartphones are equipped with various sensors along with on-board storage,
computing and communication capabilities. Owing to these features, they can become an …

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 …

Smartphone-based vehicle telematics: A ten-year anniversary

J Wahlström, I Skog, P Händel - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Just as it has irrevocably reshaped social life, the fast growth of smartphone ownership is
now beginning to revolutionize the driving experience and change how we think about …

Pothole detection using location-aware convolutional neural networks

H Chen, M Yao, Q Gu - International Journal of Machine Learning and …, 2020 - Springer
Poor road conditions, such as potholes, are a nuisance to society, which would annoy
passengers, damage vehicles, and even cause accidents. Thus, detecting potholes is an …

Towards a practical crowdsensing system for road surface conditions monitoring

AS El-Wakeel, J Li, A Noureldin… - IEEE Internet of …, 2018 - ieeexplore.ieee.org
The Internet of Things (IoT) infrastructure, systems, and applications demonstrate potential in
serving smart city development. Crowdsensing approaches for road surface conditions …

[HTML][HTML] Road pavement condition diagnostics using smartphone-based data crowdsourcing in smart cities

M Staniek - Journal of traffic and transportation engineering …, 2021 - Elsevier
The purpose of the paper is to analyse the effectiveness of a solution known as road
condition tool (RCT) based on data crowdsourcing from smartphones users in the transport …

Speed independent road classification strategy based on vehicle response: Theory and experimental validation

Y Qin, Z Wang, C ** for road anomalies detection
Z Zheng, M Zhou, Y Chen, M Huo, L Sun… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
To discover the condition of roads, a large number of detection algorithms have been
proposed, most of which apply machine learning methods by time and frequency processing …

Smartphone applications for pavement condition monitoring: A review

AM Al-Sabaeei, MI Souliman, A Jagadeesh - Construction and Building …, 2024 - Elsevier
Pavement condition monitoring (PCM) systems are essential for making decisions on road
maintenance and rehabilitation toward preserving roads and airports assets in a good …

On the application of time frequency convolutional neural networks to road anomalies' identification with accelerometers and gyroscopes

G Baldini, R Giuliani, F Geib - Sensors, 2020 - mdpi.com
The detection and identification of road anomalies and obstacles in the road infrastructure
has been investigated by the research community using different types of sensors. This …