[HTML][HTML] 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 …

[HTML][HTML] A review of road surface anomaly detection and classification systems based on vibration-based techniques

EA Martinez-Ríos, MR Bustamante-Bello… - Applied Sciences, 2022 - mdpi.com
Road surfaces suffer from sources of deterioration, such as weather conditions, constant
usage, loads, and the age of the infrastructure. These sources of decay generate anomalies …

Vehicle vibration signal processing for road surface monitoring

PM Harikrishnan, VP Gopi - IEEE Sensors Journal, 2017 - ieeexplore.ieee.org
In India, road transportation dominates all other means of transportation mechanisms. Well
maintained roadways make the travel smooth and comfortable for the passengers. Most of …

[HTML][HTML] Abnormal road surface recognition based on smartphone acceleration sensor

R Du, G Qiu, K Gao, L Hu, L Liu - Sensors, 2020 - mdpi.com
In order to identify the abnormal road surface condition efficiently and at low cost, a road
surface condition recognition method is proposed based on the vibration acceleration …

Real time detection of speed hump/bump and distance estimation with deep learning using GPU and ZED stereo camera

V Varma, S Adarsh, KI Ramachandran… - Procedia computer science, 2018 - Elsevier
Most of the humps in India are not being constructed and maintained according to the public
safety guidelines of Indian Road Congress (IRC) ie, IRC099, which is resulting in damage to …

[HTML][HTML] Embracing crowdsensing: An enhanced mobile sensing solution for road anomaly detection

X Li, D Huo, DW Goldberg, T Chu, Z Yin… - … International Journal of …, 2019 - mdpi.com
Road anomaly detection is essential in road maintenance and management; however,
continuously monitoring road anomalies (such as bumps and potholes) with a low-cost and …

Crowdsourcing-based road surface evaluation and indexing

YA Daraghmi, TH Wu, TU İk - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
Continuous monitoring of road surface quality is necessary to maintain high functionality of
the entire road networks and allow users to perceive road roughness. Although several …

Speed bump segmentation an application of conditional generative adversarial network for self-driving vehicles

SO Patil, VVS Variyar, KP Soman - 2020 Fourth International …, 2020 - ieeexplore.ieee.org
The intervention of AI technology and self-driving vehicles changed the transportation
systems. The current self-driving vehicles demand reliable and accurate information from …

Threshold based efficient road monitoring system using crowdsourcing approach

N Sabir, AA Memon, FK Shaikh - Wireless Personal Communications, 2019 - Springer
This paper describes a road monitoring system using crowdsourcing approach to locate
potholes and speed breakers. The continuous monitoring of the real-time road anomalies …

An intelligent pothole detection and alerting system using mobile sensors and deep learning

SR Kuthyar, S Roopashree, V Rasika… - 2021 IEEE 18th India …, 2021 - ieeexplore.ieee.org
One of the increasing problems commuters face on a day-to-day basis are terrible road
conditions, specifically potholes. There is a disconnect between people, elected …