Structural damage identification based on dual sensitivity analysis from optimal sensor placement

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Abstract

Structural damage identification (SDI) methods using incomplete modal information can avoid the extension for unmeasured degrees of freedom, but the absence of essential damage information often leads to the failure of SDI. To address this problem, a novel SDI method based on dual sensitivity analysis and optimal sensors placement technique is proposed in this study. Firstly, in the optimal sensor placement technique, an improved eigenvector sensitivity method combined with weighted modal kinetic energy is proposed, which enables the acquisition of eigenvector information related to damage sensitivity, and incorporates it into the modal strain energy sensitivity matrix to obtain the dual sensitivity analysis matrix. Then, the sparsity of structural damage is considered, and the L1 sparse regularization is selected and introduced into the dual sensitivity analysis damage equation for better SDI results. Finally, to assess the effectiveness of the proposed method, a series of numerical simulations and experimental verifications were carried out under different structural damage scenarios. The results indicate that the proposed method can efficiently localize and quantify the structural damage with minimal modal information in one single step.

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基于优化传感器位置的双重灵敏度分析的结构损伤识别
使用不完整模态信息的结构损伤识别(SDI)方法可以避免扩展未测量的自由度,但基本损伤信息的缺失往往会导致 SDI 的失败。针对这一问题,本研究提出了一种基于双重灵敏度分析和最优传感器放置技术的新型 SDI 方法。首先,在优化传感器布置技术中,提出了一种结合加权模态动能的改进特征向量灵敏度方法,该方法能够获取与损伤灵敏度相关的特征向量信息,并将其纳入模态应变能灵敏度矩阵,从而得到双重灵敏度分析矩阵。然后,考虑结构损伤的稀疏性,选择 L1 稀疏正则化,并将其引入双重灵敏度分析损伤方程,以获得更好的 SDI 结果。最后,为了评估所提出方法的有效性,在不同的结构损伤情况下进行了一系列数值模拟和实验验证。结果表明,所提出的方法只需一个步骤,就能以最小的模态信息有效地定位和量化结构损伤。
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