基于多尺度熵和支持向量机的损伤检测

Zude Zhou, Bingjie Peng, Qin Wei, Quan Liu, Xuemei Jiang, Qingsong Ai
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引用次数: 1

摘要

机械结构表面裂纹经常发生在重载荷和恶劣环境下,特别是航空发动机。因此,裂缝的识别和位置检测具有重要意义。本文提出了一种基于多尺度熵(MSE)和支持向量机(SVM)的损伤检测方法,用于振动钢板实验平台的损伤分析。采用24个光纤光栅传感器(fbg)监测钢板不同点的动态应变,仅通过4个通道进行数据传输。测量和分析结果表明,该方法能够有效地根据fgb检测到的点来确定含有损伤的区域。
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Damage detection based on multi-scale entropy and support vector machine
The cracks on the surface of mechanical structure often happen under heavy loads and harsh environments, especially in the aeroengine. So that it is significantly important to identify the cracks and detect the locations. In this paper, a damage detection method based on multiscale entropy (MSE) and support vector machine (SVM) is presented to anaylze the damages on a vibrated steel plate in our experimental platform. And 24 Fibre Bragg Gratings sensors(FBGs) are employed to monitor the dynamic strain on the different points of the steel plate through only 4 channels for data transmission. According to the measurement and analyzed results, this method is effective to determine the area containing the damages on the basis of points detected by the FGBs.
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