3D defect reconstruction method based on projection Levenberg-Marquart algorithm

Kun Wang, Wenhua Han, Hai-hang Wang
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Abstract

Magnetic flux leakage detection is widely used in the on-line detection of ferromagnetic materials and equipment. It is an effective defect detection method. How to reconstruct the outline of three-dimensional irregular defect by using magnetic flux leakage signal is the key problem in magnetic flux leakage detection. However, the finite element model of magnetic flux leakage detection for three-dimensional irregular defects requires a large amount of computation, and the ill-posed defect reconstruction problem makes it difficult to obtain the accurate outline of irregular defects. In this paper, an element magnetic dipole band superposition model is proposed for calculating magnetic flux leakage signals of three-dimensional irregular defects, and the validity of the forward model for calculating magnetic flux leakage signals is demonstrated. For the high-dimensional optimization problem of three-dimensional defect contour reconstruction, a projection Levenberg-Marquart algorithm with boundary constraints is proposed. Reconstruction of three - dimensional irregular defect contour is realized. The simulation results show that the defect reconstruction method does not need a lot of magnetic flux leakage detection data, and the contour reconstruction results have high accuracy.
基于投影Levenberg-Marquart算法的三维缺陷重建方法
漏磁检测广泛应用于铁磁材料和设备的在线检测。这是一种有效的缺陷检测方法。如何利用漏磁信号重建三维不规则缺陷的轮廓是漏磁检测中的关键问题。然而,三维不规则缺陷漏磁检测的有限元模型需要大量的计算量,并且缺陷的病态重构问题使得不规则缺陷的精确轮廓难以获得。本文提出了一种计算三维不规则缺陷漏磁信号的单元磁偶极子带叠加模型,并验证了正演模型计算漏磁信号的有效性。针对三维缺陷轮廓重建的高维优化问题,提出了一种带边界约束的投影Levenberg-Marquart算法。实现了三维不规则缺陷轮廓的重建。仿真结果表明,该缺陷重建方法不需要大量漏磁检测数据,轮廓重建结果具有较高的精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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