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DAMAGE IDENTIFICATION METHOD BASED ON CROSS MODEL CROSS MODAL METHOD AND L1 REGULARIZATION
A damage identification method based on CMCM and L1 regularization is proposed. Firstly, the basic principle of cross modal method and the characteristics of L2 regularization and L1 regularization are introduced. The proposed method was then validated with a steel frame structure in a laboratory. The results show that the combination of CMCM and L2 regularization can easily lead to misjudgment of undamaged elements, while L1 regularization in CMCM can identify structural damage more accurately. Even if only the first measurement mode is used, the L1 regularization technique can be used to solve the CMCM equation to accurately identify the damage of the frame structure.
DAMAGE IDENTIFICATION METHOD BASED ON CROSS MODEL CROSS MODAL METHOD AND L1 REGULARIZATION
A damage identification method based on CMCM and L1 regularization is proposed. Firstly, the basic principle of cross modal method and the characteristics of L2 regularization and L1 regularization are introduced. The proposed method was then validated with a steel frame structure in a laboratory. The results show that the combination of CMCM and L2 regularization can easily lead to misjudgment of undamaged elements, while L1 regularization in CMCM can identify structural damage more accurately. Even if only the first measurement mode is used, the L1 regularization technique can be used to solve the CMCM equation to accurately identify the damage of the frame structure.
DAMAGE IDENTIFICATION METHOD BASED ON CROSS MODEL CROSS MODAL METHOD AND L1 REGULARIZATION
JIN BangHu (author) / SONG YanPeng (author) / QIU Hu (author)
2023
Article (Journal)
Electronic Resource
Unknown
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