概括
这项研究引入了一种新的拉曼分布式纤维传感 (RDFS) 方法,使用1D-DCRNN来克服分散效应. 该技术显著提高了长距离光纤传感应用的温度精度和空间分辨率.
科学领域:
- 光学传感传感器是什么?
- 光纤光学是指光纤的使用.
- 机器学习 机器学习
背景情况:
- 拉曼分布式光纤传感 (RDFS) 提供了广泛的测量范围,低成本和快速响应.
- 传感纤维中的分散效应会随着距离的增加而降低空间分辨率和温度精度.
- 现有的RDFS系统由于分散而面临长距离,高精度测量的局限性.
研究的目的:
- 提出并验证一种新的RDFS系统,使用1D-DCRNN进行分散补偿.
- 为了提高RDFS在长距离上的空间分辨率和温度测量精度.
- 提供一种没有物理纤维修改的分散补偿方法.
主要方法:
- 开发一个一维扩展卷积残余神经网络 (1D-DCRNN).
- 训练1D-DCRNN使用受分散影响的数据集和理论模型.
- 实施训练有素的1D-DCRNN来弥补RDFS中的分散效应.
主要成果:
- 在16.8公里处,温度误差从超过16.0°C降至低于1.0°C.
- 在分散补偿后,空间分辨率从3.0m提高到0.4m.
- 在不改变光纤基础设施的情况下实现有效的分散补偿.
结论:
- 拟议的基于1D-DCRNN的RDFS有效地弥补了分散效应.
- 这种方法显著提高了远距离RDFS的精度和分辨率.
- 介绍了先进的拉曼分布式光纤传感的新技术方法.
相关概念视频
Raman Spectroscopy Instrumentation: Overview
532
A conventional Raman spectrophotometer includes a laser source, a sample holding system, a wavelength selector, and a detector.
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
532
Raman Spectroscopy: Overview
602
The underlying principle of Raman spectroscopy is based on the interaction between light and matter, specifically molecules' inelastic scattering of photons. When a monochromatic beam of light, typically from a laser source, interacts with a sample, most scattered light has the same frequency as the incident light. This is known as Rayleigh scattering.
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
602


