Anti-perturbation multimode fiber speckle imaging and recognition
The successful application of deep learning in optical imaging [21, 22] provides a new possibility for anti-perturbation
Deep learning-based approach for high spatial resolution fibre shape
High-resolution fiber shape sensors face limited application due to high costs. Manavi et al. proposed a solution
Distributed fiber optic sensing signal recognition based on class
In this paper, a distributed fiber optic intrusion signal recognition scheme based on class-incremental learning is
Machine Learning Applications in Optical Fiber Sensing: A
Furthermore, machine learning techniques have been used to generate models that analyze the correlation between
Intelligent Pattern Recognition Using Distributed Fiber Optic
Distributed fiber optic sensors (DFOSs) have become increasingly popular for intrusion detection, particularly in
Pattern Recognition of Optical Fiber Vibration Signal of the Submarine
This article develops the detection and recognition of shock events on submarine cables using the vibration signals of
Spatiotemporal image-based method for external breakage event
To address these challenges, this study proposes a spatiotemporal image-based method for external breakage
Optical Fiber Sensors and Sensing Networks: Overview of the Main
In turn, the electromagnetic passiveness and environmental resistance can be maintained [19, 20]. Optical fiber sensor systems are
Image Processing Algorithm to Detect Defects in Optical Fibers
This work proposes a system to detect visual defects in an optical fiber. Fibers of different types and with different
Vibration area localization and event recognition for
Using the cable as a vibration sensing medium, we design experiments to collect real-world
Robust Imaging-Free Object Recognition Through Anderson
In this work, we utilize the light guidance stability of recently proposed glass-air Anderson localizing optical fiber
All-fiber high-speed image detection enabled by deep learning
Here, the authors demonstrate high-speed imaging through multimode optical fibers by using the high
Distributed Fiber Optic Vibration Sensing Event Recognition Method
In this study, we propose a deep learning model that integrates Convolutional Neural Network (CNN), Long Short-Term Memory
AVOA-LightGBM Power Fiber Optic Cable Event Pattern Recognition
In order to enhance the accuracy of power optical cable fault event recognition, this paper presents a novel method
Fiber optic cable event recognition based on dual-channel GAF and
First, one-dimensional time series fiber optic cable event signals are normalized and encoded by polar coordinates. Then, dual
Spatial-Temporal Graph-Based Distributed Optical Fiber Sensing
We curated a real-world dataset of external breakage using a 40 km communication fiber optic cable from Guangzhou, China, to
Investigation of Co-Cable Identification Based on Ultrasonic Sensing in
A novel fiber co-cable recognition method based on fiber-optic acoustic sensing and digital coherent receivers is
Pattern Recognition for Distributed Optical Fiber Vibration Sensing: A
In recent years, pattern recognition technologies for distributed optical fiber vibration sensing have attracted more and more
Distributed fiber optic sensing signal recognition based on class
In order to solve the problem of failing to accurately identify new events due to the inability to obtain all samples at once
How telecommunications cables can image the ground
When people think about fiber optic cables, its usually about how they''re used for
Application of machine learning for signal recognition in distributed
Efficient and rational feature extraction and pattern recognition techniques can expand the application scope of fibre
Systematic review of fiber-optic distributed acoustic sensing
The concept of distributed acoustic sensing (DAS) is applicable to a wide range of sensing mediums, such as coaxial
Pattern Recognition of Optical Fiber Vibration Signal of the Submarine
Submarine cables are the main sources of power supply for oil rigs; in this regard, they must be assessed and
Optical Fiber Distributed Vibration Sensing Using Grayscale Image
Distributed recognition technology is widely used in optical fiber vibration sensing recognition [19,20]; Sun et.al
All-fiber high-speed image detection enabled by deep learning
Here, we combine the advantages of the time-stretching method and fiber endoscopy and propose a one-pixel
Real-Time Classification of Distributed Fiber Optic Monitoring
This demonstrates that the feature signals extracted based on the 1D-CNN-SVM algorithm are fast and accurate in
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