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Link to: Optical Networking & Sensing

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Yue Tian

Yue Tian

Senior Researcher

Optical Networking & Sensing

NEC Labs America

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Publications

DiffOptics: A Conditional Diffusion Model for Fiber Optics Sensing Data Imputation

April 3, 2025/OFC 2025

We present a generative AI framework based on a conditional diffusion model for distributed acoustic sensing (DAS) data imputation. The proposed DiffOptics model generates high-quality DAS data of various acoustic events using telecom fiber cables.

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Remote Sensing for Power Grid Fuse Tripping Using AI-Based Fiber Sensing with Aerial Telecom Cables

September 22, 2024/2024 European Conference on Optical Communication (ECOC)

For the first time, we demonstrate remote sensing of pole-mounted fuse-cutout blowing in a power grid setup using telecom fiber cable. The proposed frequency-based AI model achieves over 98% detection accuracy using distributed fiber sensing data.

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

June 17, 2024/2024 CVPR Workshop: 20th Workshop on Perception Beyond the Visible Spectrum

The various sensing technologies such as cameras LiDAR radar and satellites with advanced machine learning models offers a comprehensive approach to environmental perception and understanding. This paper introduces an innovative Distributed Fiber Optic Sensing (DFOS) technology utilizing the existing

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NEC Labs America Team Attending CVPR 2024 in Seattle

June 11, 2024

Our team will be attending CVPR 2024 (The IEEE /CVF Conference on Computer Vision & Pattern Recognition) from June 17-21! See you there at the NEC Labs America Booth 1716! Stay tuned for more information about our participation.

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NEC Labs America at OFC 2024 San Diego from March 24 – 28

March 24, 2024/OFC24

The NEC Labs America team Yaowen Li, Andrea D’Amico, Yue-Kai Huang, Philip Ji, Giacomo Borraccini, Ming-Fang Huang, Ezra Ip, Ting Wang & Yue Tian (Not pictured: Fatih Yaman) has arrived in San Diego, CA for OFC24! Our team will be speaking and presenting throughout the event. Read more for an overview

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Distributed Fiber Optic Sensing for Fault Localization Caused by Fallen Tree Using Physics-informed ResNet

February 19, 2024/2024 ISGT North America

Falling trees or their limbs can cause power lines to break or sag, sometimes resulting in devastating wildfires. Conventional protections such as circuit breakers, overcurrent relays and automatic circuit reclosers may clear short circuits caused by tree contact, but they may not detect cases where

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Unearthing Nature’s Orchestra – How Fiber Optic Cables Can Hear Cicada Secrets

December 11, 2023

Our Sarper Ozharar, Yue Tian and Yangmin Ding and Jessica L. Ware from the American Museum of Natural History have discovered that fiber optic cables equipped with distributed acoustic sensing (DAS) can pick up the sounds of Brood X cicadas. DAS technology, typically used to monitor seismic activity,

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Long Term Monitoring and Analysis of Brood X Cicada Activity by Distributed Fiber Optic Sensing Technology

December 1, 2023/Journal of Insect Science

Brood X is the largest of the 15 broods of periodical cicadas, and individuals from this brood emerged across the Eastern United States in spring 2021. Using distributed acoustic sensing (DAS) technology, the activity of Brood X cicadas was monitored in their natural environment in Princeton, NJ. Critical

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Beyond Communication: Telecom Fiber Networks for Rain Detection and Classification

November 22, 2023/28th International Conference on Optical Fiber Sensors (OFS-28)

We present the field trial of an innovative neural network and DAS-based technique, employing a pre-trained CNN fine-tuning strategy for effective rain detection and classification within two practical scenarios.

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Utility Pole Localization by Learning From Ambient Traces on Distributed Acoustic Sensing

June 4, 2023/2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Utility pole detection and localization is the most fundamental application in aerial-optic cables using distributed acoustic sensing (DAS). The existing pole localization method recognizes the hammer knock signal on DAS traces by learning from knocking vibration patterns. However, it requires many efforts

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https://neclabs.wpengine.com/wp-content/uploads/2022/08/NEC-Labs-Blue-Logo-Square-300x267.jpg 0 0 NEC Labs America https://neclabs.wpengine.com/wp-content/uploads/2022/08/NEC-Labs-Blue-Logo-Square-300x267.jpg NEC Labs America2023-06-04 00:00:002024-03-31 21:36:55Utility Pole Localization by Learning From Ambient Traces on Distributed Acoustic Sensing

Distributed fiber optic sensing over readily available telecom fiber networks

January 30, 2023/Photonics West 2023

Distributed Fiber Optic Sensing (DFOS) systems rely on measuring and analyzing different properties of the backscattered light of an optical pulse propagating along a fiber cable. DFOS systems can measure temperature, strain, vibrations, or acoustic excitations on the fiber cable and to their unique

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Rain Intensity Detection and Classification with Pre-existing Telecom Fiber Cables

July 11, 2022/Optical Sensors and Sensing Congress

For the first time, we demonstrate detection and classification of rain intensity using Distributed Acoustic Sensing (DAS). An artificial neural network was applied for rain intensity classification and high precision of over 96% was achieved.

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Detection and Localization of Stationary Weights Hanging on Aerial Telecommunication Fibers using Distributed Acoustic Sensing

December 20, 2021/Optics Express

For the first time to our knowledge, a stationary weight hanging on an operational aerial telecommunication field fiber was detected and localized using only ambient data collected by a φ-DAS system. Although stationary weights do not create temporally varying signals, and hence cannot be observed directly

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A Silicon Photonic-Electronic Neural Network for Fiber Nonlinearity Compensation

October 1, 2021/Nature Electronics

In optical communication systems, fibre nonlinearity is the major obstacle in increasing the transmission capacity. Typically, digital signal processing techniques and hardware are used to deal with optical communication signals, but increasing speed and computational complexity create challenges for

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Static Weight Detection and Localization on Aerial Fiber Cables using Distributed Acoustic Sensing

June 7, 2021/OFC 2021

We demonstrated for the first time to our knowledge, the detection and localization of a static weight on an aerial cable by using frequency domain decomposition analysis of ambient vibrations detected by a φ-DAS system.

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Automatic Fine-Grained Localization of Utility Pole Landmarks on Distributed Acoustic Sensing Traces Based on Bilinear Resnets

June 6, 2021/2021 IEEE International Conference on Acoustics, Speech and Signal Processing

In distributed acoustic sensing (DAS) on aerial fiber-optic cables, utility pole localization is a prerequisite for any subsequent event detection. Currently, localizing the utility poles on DAS traces relies on human experts who manually label the poles’ locations by examining DAS signal patterns

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Field Trial of Distributed Fiber Sensor Network Using Operational Telecom Fiber Cables as Sensing Media

December 10, 2020/ECOC 2020

We demonstrate fiber optic sensing systems in a distributed fiber sensor network built on existing telecom infrastructure to detect temperature, acoustic effects, vehicle traffic, etc. Measurements are also demonstrated with different network topologies and simultaneously sensing four fiber routes with

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Anti-spoofing Face Recognition Using Infrared Structure Light

September 13, 2020/2019 Frontiers in Optics/Laser Science Conference

We demonstrate an anti-spoofing face recognition system that is able to differentiate real human face with 3D printed materials. Face images captured in infrared structure light are analyzed for surface materials and spatial structure.

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Chemical profiling of red wines using surface-1 enhanced Raman spectroscopy (SERS)

May 1, 2020/Analytical Methods

In this study, we explored surface-enhanced Raman spectroscopy (SERS) for analyzing red wine through several facile sample preparations. These approaches involved the direct analysis of red wine with Raman spectroscopy and the direct incubation of red wine with silver nanoparticles (i.e., AgNPs) and

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Demonstration of photonic neural network for fiber nonlinearity compensation in long-haul transmission systems

March 8, 2020/OFC 2020

We demonstrate the experimental implementation of photonic neural network for fiber nonlinearity compensation over a 10,080 km trans-pacific transmission link. Q-factor improvement of 0.51 dB is achieved with only 0.06 dB lower than numerical simulations.

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Wavelength Modulation Spectroscopy Enhanced by Machine Learning for Early Fire Detection

September 30, 2019/IEEE IPC 2019

We proposed and demonstrated a new machine learning algorithm for wavelength modulation spectroscopy to enhance the accuracy of fire detection. The result shows more than 8% of accuracy improvement by analyzing CO/CO 2 2f signals.

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