Application of BP Neural Network in Cross- Sensitivity Solution of Temperature and Strain of FBG Sensor

Yingshan Ma
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Abstract

Fiber Bragg grating (FBG) sensor has the advantages of long transmission distance and less channel occupied by data acquisition instrument, so it can be used for strain measurement of power engineering and electronic engineering and so on. FBG is sensitive to both strain and temperature, that is, both changes can change the central wavelength of the grating. In structural health monitoring, the load on the tested part is complicated, and the temperature also changes greatly in the long-term monitoring process. If the FBG sensor is fixed on the tested component, it will inevitably be affected by the combined action of temperature and strain at the same time, making the test result produce error or deviation. In this paper, the temperature compensation of FBG strain sensor is analyzed and studied. Based on the calibration data, the FBG strain sensor temperature compensation is realized by BP Neural Network Algorithm. The research results of this paper can be used as a reference for health monitoring of large-scale structures using FBG sensors.
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BP神经网络在FBG传感器温度应变交叉灵敏度求解中的应用
光纤布拉格光栅(FBG)传感器具有传输距离远、数据采集仪器占用通道少等优点,可用于电力工程、电子工程等领域的应变测量。FBG对应变和温度都很敏感,即两者的变化都能改变光栅的中心波长。在结构健康监测中,被测部件所受载荷复杂,且在长期监测过程中温度变化较大。如果将FBG传感器固定在被测元件上,必然会同时受到温度和应变的共同作用,使测试结果产生误差或偏差。本文对光纤光栅应变传感器的温度补偿进行了分析和研究。基于标定数据,采用BP神经网络算法实现了光纤光栅应变传感器的温度补偿。本文的研究成果可为利用光纤光栅传感器对大型结构进行健康监测提供参考。
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