Title :
Fast inverse solver for magnetic image using time marching scheme with regularization of bounded variations
Author :
Kojima, Fumihide ; Yorifuji, Daisuke ; Ito, Kazufumi
Author_Institution :
Graduate Sch. of Sci. &Technol., Kobe Univ., Japan
Abstract :
A computational method for recovering induced magnetic fields due to the existence of cracks are considered. The crack existence can be detected as a sets of magnetic dipoles and the reconstruction of this magnetic charge densities can be done from the magnetic measurement. In practical magnetic measurements, the severe ill-posed problem is caused by the observation noise. The problem is transformed into a well-posed differential-integral equation using output least squares approach with a regularization of bounded variation. A fast computation algorithm is proposed using discrete Fourier transform. Hence the major computational saving can be achieved by applying fast Fourier transform to the convolution in our iterative solver. Experimentally, it has shown the comparison of the computational time for our iterative solver with noise free applying FFT and without FFT.
Keywords :
computational complexity; crack detection; discrete Fourier transforms; image reconstruction; integro-differential equations; inverse problems; iterative methods; least squares approximations; magnetic fields; magnetic moments; random noise; bounded variations; crack detection; differential integral equation; discrete Fourier transform; fast Fourier transform; fast computation algorithm; fast inverse solver; image reconstruction; inverse problems; iterative solver; least squares method; magnetic charge density; magnetic dipoles; magnetic fields; magnetic image; magnetic measurement; random noise; regularization technique; time marching scheme;
Conference_Titel :
SICE 2003 Annual Conference
Conference_Location :
Fukui, Japan
Print_ISBN :
0-7803-8352-4