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Yue Tian

Yue Tian

Senior Researcher

Optical Networking & Sensing

NEC Labs America

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About

Yue Tian is a Senior Researcher in the Optical Networking and Sensing Department at NEC Laboratories America in Princeton, NJ. He received his Ph.D. in Electrical Engineering from Princeton University, and his M.S. and B.S. in Electrical Engineering from Shanghai Jiao Tong University.

At NEC, Dr. Tian’s research spans distributed fiber-optic sensing, optical gas sensing, fiber communications, and photonic neural networks. His work focuses on optical signal and data processing for applications including ultra-long-haul transmission, intelligent sensing for smart cities, ICT and power infrastructure monitoring, and undersea sensing. He has contributed to the development of next-generation multimodal sensing networks that integrate large-scale infrastructure monitoring with advanced data analytics. By combining physical-layer innovations with intelligent data interpretation techniques—such as machine learning and large language models—he advances NEC’s leadership in intelligent sensing technologies that enhance reliability, safety, and situational awareness across critical infrastructures and complex environments.

Dr. Tian’s research has resulted in more than 50 publications and over 30 issued or pending patents, and has garnered support from the U.S. Department of Energy (DOE) and the National Institutes of Health (NIH).

Publications

Utilizing Distributed Acoustic Sensing with Telecom Fibers for Entomological Observations

October 1, 2025/ECOC 2025 - The 51st European Conference on Optical Communication

The 2021 emergence of Brood X cicadas was monitored in situ in our testbed using a DAS system connected to an outdoor telecom fiber over a 16-day period. The spectral and energy characteristics of the cicada calling signal has been measured and analyzed.

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End-to-End AI for Distributed Fiber Optics Sensing: Eliminating Intermediate Processing via Raw Data Learning

October 1, 2025/ECOC 2025 - The 51st European Conference on Optical Communication

For the first time, we present an end-to-end AI framework for data analysis in distributed fiber optic sensing. The proposed model eliminates the need for optical phase computation and outperforms traditional data processing pipelines, achieving over 96% recognition accuracy on a diverse acoustic dataset.

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NECLA at ECOC 2025: Advancing Optical Communication and Distributed Sensing

September 22, 2025

NEC Laboratories America (NECLA) was proud to join the European Conference on Optical Communication (ECOC 2025) in Copenhagen, Denmark, from September 28 to October 2. Our researchers presented cutting-edge work in distributed acoustic sensing, AI-driven fiber optics, and optical networking. From generative

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Feasibility study on scour monitoring for subsea cables of offshore wind turbines using distributed fiber optic sensors

August 1, 2025/Renewable Energy

Subsea cables are critical components of offshore wind turbines and are subjected to scour. Monitoring the scour conditions of subsea cables plays significant roles in improving safety and operation efficiency and reducing the levelized cost of electricity. This paper presents a feasibility study on

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Integration of Fiber Optic Sensing and Sparse Grid Sensors for Accurate Fault Localization in Distribution Systems

July 27, 2025/2025 IEEE PES General Meeting

Fault localization in power distribution networks is essential for rapid recovery and enhancing system resilience. While Phasor Measurement Units (PMUs or ?PMUs) providehigh-resolution measurements for precise fault localization, their widespread deployment is cost-prohibitive. Distributed Fiber Optic

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High Definition-Distributed Fiber Optic Sensing and Smart Intersection application

July 1, 2025/OECC/PSC 2025

Distributed fiber optics sensing is applied for traffic management in the intersection. The high-definition fiber sensing data streaming is applied as source and YOLO computer vision model isemployed for event detection classification and localization.

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Detection of Waves and Sea-Surface Vessels via Time Domain Only Analysis of Underwater DAS Data

May 25, 2025/The International Conference on Optical Fiber Sensors OFS-29

A 100-meter-long fiber optic cable was installed at the bottom of a water tank at the Davidson Laboratory, together with a hydrophone for reference. The water tank is approximately 2.5 meters deep and 95 meters long; the tank also employs a 6-paddle wavemaker which can generate programmable surface waves.

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Resilient DFOS Placement Strategy for Power Grid Monitoring: Integrating Fiber and Power Network Dependencies

May 25, 2025/The International Conference on Optical Fiber Sensors OFS-29

We propose a novel Distributed Fiber Optic Sensing (DFOS) placement strategy tailored to the evolving needs of modern power grids, where fiber cables serve dual purposes: communication and real-time sensing. Our approach integrates a heuristic algorithm, PURE (Power Source-aware Route Exploration), with

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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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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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NEC Laboratories America, Inc. (NEC Labs) is the US-based center for NEC Corporation’s global network of corporate research laboratories. Our diverse research groups collaborate with industry, academia and governments to provide disruptive solutions to complex problems. A leader in the integration of IT and network technologies with more than 100 years of expertise, NEC provides a combination of products and solutions that cross-utilize the company’s experience and global resources to meet the complex and ever-changing needs of its customers.

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Recent Publications

  • DiscussLLM: Teaching Large Language Models When to Speak
  • Bifröst: Peer-to-peer Load-balancing for Function Execution in Agentic AI Systems
  • Harnessing Vision Models for Time Series Analysis: A Survey
  • Multi-modal Time Series Analysis: A Tutorial and Survey
  • ICeTEA: Mixture of Detectors for Metric-Log Anomaly Detection
  • Roadside Multi-LiDAR Data Fusion for Enhanced Traffic Safety
  • Identifying Combinatorial Regulatory Genes for Cell Fate Decision via Reparameterizable Subset Explanations
  • On Synthesizing Data for Context Attribution in Question Answering
  • Feasibility study on scour monitoring for subsea cables of offshore wind turbines using distributed fiber optic sensors
  • Group Relative Augmentation for Data Efficient Action Detection
  • Uncertainty Propagation on LLM Agent
  • Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery
  • EcoDoc: A Cost-Efficient Multimodal Document Processing System for Enterprises Using LLMs
  • Integration of Fiber Optic Sensing and Sparse Grid Sensors for Accurate Fault Localization in Distribution Systems
  • XPF: Agentic AI System for Business Workflow Automation
  • Quantitative Bounds for Length Generalization in Transformers
  • Re-ranking the Context for Multimodal Retrieval Augmented Generation
  • Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion
  • PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
  • Pathologist-Read vs AI-Driven Assessment of Tumor-Infiltrating Lymphocytes in Melanoma

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