Electrical impedance tomography based on improved MRNSD algorithm

被引:0
|
作者
Fan W. [1 ]
Li J. [1 ]
Wang B. [1 ]
机构
[1] College of Electronic Information and Automation, Civil Aviation University of China, Tianjin
基金
中国国家自然科学基金;
关键词
Carbon Fiber Reinforced Polymer (CFRP); Electrical Impedance Tomography (EIT); Pretreatment; Regularization; Soft closed value;
D O I
10.13700/j.bh.1001-5965.2019.0504
中图分类号
学科分类号
摘要
Electrical Impedance Tomography (EIT), as a new nondestructive testing method for Carbon Fiber Reinforced Polymer (CFRP), has attracted extensive attention due to its low cost, non-radiation and visualization. Considering the serious ill-posedness of EIT inverse problem, regularization algorithm is usually used to improve the image quality. Based on the Modified Residual Norm Steepest Descent (MRNSD) algorithm, using its advantages in reducing image artifacts and maintaining boundary information, the MRNSD algorithm is improved by preprocessing and soft closed value method to solve the problems of semi-convergence and poor anti-noise effect of the algorithm. Through simulation and experiment, the imaging effects of the improved algorithm and several common algorithms are compared. The results show that the algorithm improves the image quality and anti-noise ability of EIT effectively, and achieves the automatic update of the optimal iteration times, which is conducive to promoting the practical application of EIT method in CFRP damage detection. © 2020, Editorial Board of JBUAA. All right reserved.
引用
收藏
页码:1564 / 1573
页数:9
相关论文
共 18 条
  • [1] YANG N B., Composite structures for new generation large commercial jet, Acta Aeronautica et Astronautica Sinica, 29, 3, pp. 596-603, (2008)
  • [2] ZOU D Y, WANG P F., Investigation of finite element method for composite horizontal tail plane, Foreign Electronic Measurement Technology, 31, 7, pp. 24-27, (2012)
  • [3] FAN W R, LEI J, DONG Y S, Et al., Damage detection of CFRP laminate structure based on four-probe method, Chinese Journal of Scientific Instrument, 38, 4, pp. 961-968, (2017)
  • [4] REN J L, ZENG L, ZHANG L P, Et al., Researh on thickness measureing of carbon fiber composite's coating with eddy current testing, Chinese Journal of Scientific Instrument, 32, 12, pp. 2662-2668, (2011)
  • [5] CHENG J., Nondestructive testing of carbon fiber reinforced polymer composites using eddy current method, pp. 15-20, (2015)
  • [6] WANG Z C, YANG R Z, HE Y Z, Et al., Detection of interface bonding defects in carbon fiber sheet reinforced concrete using multi-mode infrared thermography, Chinese Journal of Scientific Instrument, 39, 3, pp. 37-44, (2018)
  • [7] WANG Z Z, REN P, CHENG H W, Et al., New smart carbon fiber reinforced polymer plate for strengthening and its sensing performance test, China Measurement & Test, 42, 3, pp. 113-117, (2016)
  • [8] BALTOPOULOS A, POLYDORIDES N, PAMBAGUIAN L, Et al., Damage identification in carbon fiber reinforced polymer plates using electrical resistance tomography mapping[J], Journal of Composite Materials, 47, 26, pp. 3285-3301, (2013)
  • [9] FAN W R, WANG H X, XUE Q., Modified sparse regularization for electrical impedance tomography[J], Review of Scientific Instrument, 87, (2016)
  • [10] VAVOULIOTIS A, PAIPETIS A, KOSTOPULOS V., On the fatigue life prediction of CFRP laminates using the electrical resistance change method, Composites Science and Technology, 71, 5, pp. 630-642, (2011)