High Spatial Resolution Distributed High Temperature Sensing with Single Crystal Fiber Enabled by a Physical Model-Assisted Hybrid Neural Network

A 4.43 cm high spatial resolution Raman distributed high temperature sensing system using single-crystal fiber was achieved via a physical model-assisted hybrid neural network combined with CNN and Bi-LSTM, overcoming the hardware limitations.

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Published
2025-06-29
DOI
https://doi.org/10.23919/oecc/psc62146.2025.11109613
Primary Topic
Advanced Fiber Optic Sensors
Type
article
Field-Weighted Citation Impact
0.00

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article

High Spatial Resolution Distributed High Temperature Sensing with Single Crystal Fiber Enabled by a Physical Model-Assisted Hybrid Neural Network

Xu Liu, Bo Liu
Advanced Fiber Optic Sensors
article

High Spatial Resolution Distributed High Temperature Sensing with Single Crystal Fiber Enabled by a Physical Model-Assisted Hybrid Neural Network

Xu Liu, Bo Liu
article en

Abstract

A 4.43 cm high spatial resolution Raman distributed high temperature sensing system using single-crystal fiber was achieved via a physical model-assisted hybrid neural network combined with CNN and Bi-LSTM, overcoming the hardware limitations.

Zhejiang Lab (CN)
National Natural Science Foundation of China, Natural Science Foundation of Zhejiang Province
Affordable and clean energy
Openalex Percentile: Top 80%
Advanced Fiber Optic Sensors
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High Spatial Resolution Distributed High Temperature Sensing with Single Crystal Fiber Enabled by a Physical Model-Assisted Hybrid Neural Network — Xu Liu, Bo Liu · (2025) | TGRS Research Map | TGRS