[HTML][HTML] Machine learning algorithms for monitoring pavement performance

S Cano-Ortiz, P Pascual-Muñoz… - Automation in …, 2022 - Elsevier
This work introduces the need to develop competitive, low-cost and applicable technologies
to real roads to detect the asphalt condition by means of Machine Learning (ML) algorithms …

Using global existing fiber networks for environmental sensing

E Ip, F Ravet, H Martins, MF Huang… - Proceedings of the …, 2022 - ieeexplore.ieee.org
We review recent advances in distributed fiber optic sensing (DFOS) and their applications.
The scattering mechanisms in glass, which are exploited for reflectometry-based DFOS, are …

Explore benefits of distributed fiber optic sensing for optical network service providers

GA Wellbrock, TJ **a, MF Huang, S Han… - Journal of Lightwave …, 2023 - ieeexplore.ieee.org
We review various applications of distributed fiber optic sensing (DFOS) and machine
learning (ML) technologies that particularly benefit telecom operators' fiber networks and …

TelecomTM: A fine-grained and ubiquitous traffic monitoring system using pre-existing telecommunication fiber-optic cables as sensors

J Liu, S Yuan, Y Dong, B Biondi, HY Noh - Proceedings of the ACM on …, 2023 - dl.acm.org
We introduce the TelecomTM system that uses pre-existing telecommunication fiber-optic
cables as virtual strain sensors to sense vehicle-induced ground vibrations for fine-grained …

Label-free anomaly detection using distributed optical fiber acoustic sensing

Y **e, M Wang, Y Zhong, L Deng, J Zhang - Sensors, 2023 - mdpi.com
Deep learning anomaly detection is important in distributed optical fiber acoustic sensing
(DAS). However, anomaly detection is more challenging than traditional learning tasks, due …

Distributed optical fiber sensors for pavement Engineering: A-State-of-Art review

J Zhao, T Ma, F Zhang - Measurement, 2025 - Elsevier
Roads are one of the most important components of modern transportation infrastructure.
The conditions of the pavement and traffic are crucial for road public transport safety. Good …

Seeing the Vibration from Fiber-Optic Cables: Rain Intensity Monitoring using Deep Frequency Filtering

Z Jiang, Y Ding, J Zhao, Y Tian, S Han… - Proceedings of the …, 2024 - openaccess.thecvf.com
The various sensing technologies such as cameras LiDAR radar and satellites with
advanced machine learning models offers a comprehensive approach to environmental …

Employing fiber sensing and on-premise AI solutions for cable safety protection over telecom infrastructure

T Wang, MF Huang, S Han… - 2022 Optical Fiber …, 2022 - ieeexplore.ieee.org
Employing Fiber Sensing and On-Premise AI Solutions for Cable Safety Protection over
Telecom Infrastructure Page 1 Employing Fiber Sensing and On-Premise AI Solutions for Cable …

Real-Time Barge Detection Using Traffic Cameras and Deep Learning on Inland Waterways

G Agorku, S Hernandez, M Falquez… - Transportation …, 2024 - journals.sagepub.com
Inland waterways are critical for freight movement, but limited means exist for monitoring
their performance and usage by freight-carrying vessels (eg, barges). Although methods to …

Traffic flow and vehicle speed monitoring with the object detection method from the roadside distributed acoustic sensing array

Z Ye, W Wang, X Wang, F Yang, F Peng… - Frontiers in Earth …, 2023 - frontiersin.org
Distributed acoustic sensing (DAS) is an emerging technology that transforms a typical glass
telecommunications cable into a network of seismic sensors. DAS may, therefore …