基于MVDR加权稀疏重建的CFRP损伤成像

CFRP damage imaging based on MVDR weighted sparse reconstruction

  • 摘要: 碳纤维增强复合材料(CFRP)因性能优异而广泛用于航天等领域,其在服役中会出现损伤。利用稀疏重建(SR)算法可对CFRP损伤进行成像,定位损伤位置,但因原子失配问题会造成伪影,甚至误判损伤。针对上述问题,提出一种最小方差无失真响应(MVDR)加权的稀疏重建成像法。将CFRP监测区域划分为若干网格点,基于Lamb波散射模型构造字典,与散射信号和稀疏解变量组成SR模型;其次用MVDR成像法进行成像,基于成像结果构建MVDR权重因子,以此对稀疏解变量进行加权;最后采用基追踪去噪算法求解加权SR模型,得到最优稀疏解并转换为像素值,实现CFRP的损伤成像。CFRP损伤成像实验结果表明:所提方法在相同正则化参数下成像效果均优于SR成像法,而在3种不同正则化参数下的定位误差相比SR成像法分别降低了72.9 mm、77.4 mm与14.7 mm;在4种不同损伤位置下,MVDR-SR成像法成像结果具有更少的伪影,损伤定位误差最大为7.9 mm,相比MVDR和SR成像法具有更好的成像性能,验证了所提方法的正确性和有效性。

     

    Abstract: Carbon fiber reinforced polymer (CFRP) is widely used in aerospace and other fields due to its excellent performance, and it will be damaged in service. Sparse reconstruction (SR) algorithm can be used to image the CFRP damage and locate the damage, but the atomic mismatch problem will cause artifacts and even misjudge the damage. Aiming at the above problems, it was proposed that a sparse reconstruction imaging method weighted by minimum variance distortionless response (MVDR). The CFRP monitoring area was divided into several grids, the dictionary was constructed based on the scattering model of Lamb wave to form the SR model with the scattering signal and the sparse solution variables. Secondly, the MVDR imaging method was used for imaging. Based on the imaging results, the MVDR weighting factor was constructed to weight the sparse solution variables. Finally, the basis pursuit denoising algorithm was adopted to solve the weighted SR model, the optimal sparse solution was obtained and converted into pixel value to realize the damage imaging of CFRP. The experimental results of CFRP damage imaging show that the imaging effect of the proposed method is better than that of the SR imaging method under the same regularization parameters, the localization errors are reduced by 72.9 mm, 77.4 mm and 14.7 mm respectively compared with the SR imaging method under three different regularization parameters. Under four different damage locations, the imaging results of MVDR-SR imaging method have fewer artifacts and the maximum damage localization error is 7.9 mm. Compared with MVDR and SR imaging methods, MVDR-SR imaging method has better imaging performance, which verifies the correctness and effectiveness of the proposed method.

     

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