Vibration model establishment method applied to fiber sensing system

A technology of optical fiber sensing system and vibration model, which is applied in the direction of neural learning method, biological neural network model, character and pattern recognition, etc., can solve the problems of inability to deal with recognition problems, low recognition rate, and decline in recognition rate, and meet the requirements of intrusion Behavior recognition requirements, good recognition accuracy, and good vibration recognition effect

Active Publication Date: 2017-03-15
CYG CHANGTONG NEW MATERIAL
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AI Technical Summary

Problems solved by technology

[0003] 1. The current recognition algorithm has a low recognition rate and cannot perform effective recognition
[0004] 2. In a noisy environment, the recognition rate drops significantly, and accurate recognition cannot be performed
[0005] 3.

Method used

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  • Vibration model establishment method applied to fiber sensing system
  • Vibration model establishment method applied to fiber sensing system
  • Vibration model establishment method applied to fiber sensing system

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Embodiment Construction

[0053] The preferred embodiments of the present invention will be further described in detail below in conjunction with the accompanying drawings.

[0054] A method for establishing a vibration model applied to an optical fiber sensing system, comprising the following steps:

[0055] Step S1: Adjust the vibration signal to the fiber interference signal output through the fiber optic vibrator, receive the fiber optic electrical signal, if it does not exceed the preset vibration threshold, use the output signal strength, signal period combined with the time to generate the signal, and generate the signal The distance between the optical fiber position and the starting point of the optical fiber is used as the abscissa axis and the time as the ordinate axis to establish a thermal map; the pixel values ​​in the thermal map are used to represent the signals of several optical fiber positions of the optical fiber at several times Value information, the heat map shows the vibration i...

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Abstract

The invention provides a vibration model establishment method applied to a fiber sensing system. The method comprises steps that a vibration signal is adjusted through a fiber vibrator into a fiber interference signal which is outputted, intensity and the period of the output signal are utilized in combination with the signal generation time and a signal generation distance, a signal state graph is established through taking a distance between the fiber position and a fiber start point as a first coordinate axis and the time as a second coordinate axis; signal state graphs under different conditions are acquired to carry out manual label marking for the data, the data information including manual marking labels and the signal state graphs is inputted to a convolutional neural network model to carry out image identification and CNN training, and a vibration model applied to the fiber sensing system is acquired; image identification and CNN training of the convolutional neural network model comprise two stages, including forward propagation and backward propagation. The method has advantages of high identification rate, good identification accuracy and strong identification capability.

Description

technical field [0001] The invention belongs to the technical field of optical fiber sensing, and in particular relates to a method for establishing a vibration model applied to an optical fiber sensing system. Background technique [0002] With the rapid development of society, remote monitoring and protection of some important areas have become more and more important, such as airports, oil pipelines, military bases, nuclear power plants, prisons, banks, etc. The fiber optic vibration safety early warning system can collect various vibration signals around these important areas, and by analyzing the characteristics of the surrounding vibration signals, the type of vibration source can be obtained. If a vibration source harmful to the area is detected, early warning can be given in time and a hazard event can be reported. The specific location of the system can achieve real-time protection of important areas or areas around them and reduce property losses. The optical fibe...

Claims

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Application Information

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IPC IPC(8): G06K9/00G06N3/08
CPCG06N3/084G06F2218/00
Inventor 伍竹清蒋梦云魏嘉徐焕辉
Owner CYG CHANGTONG NEW MATERIAL
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