Title :
On the local minima in a tomographic imaging technique
Author :
Isernia, Tommaso ; Pascazio, Vito ; Pierri, Rocco
Author_Institution :
Dipartimento di Ingegneria Elettronica, Naples Univ., Italy
fDate :
7/1/2001 12:00:00 AM
Abstract :
The reliability of a recently introduced nonlinear estimation method for tomographic imaging is discussed in full detail. It is shown how a proper choice of the functional spaces to which unknown quantities belong and the exploitation of the expected properties of the object under test and of all the available a priori information positively affect robustness against false solutions of the inversion procedure. The developed arguments allow the authors to understand causes of possible false solutions, suggesting possible countermeasures. In particular, it is shown how the proposed approach allows the authors to achieve accurate and reliable reconstructions in a set of cases larger than the range of applicability of other “false solutions free” approaches. Numerical analyses confirm the validity of the approach and the effectiveness of developed inversion procedures through practical examples
Keywords :
geophysical techniques; microwave imaging; radar imaging; radar theory; radiometry; remote sensing by radar; terrain mapping; tomography; functional space; geophysical measurement technique; inverse scattering; inversion; inversion procedure; land surface; local minima; nonlinear estimation method; radar imaging; radar remote sensing; radar theory; terrain mapping; tomographic imaging; Biological materials; Biomedical materials; Geoscience; Image reconstruction; Inverse problems; Nondestructive testing; Numerical analysis; Robustness; Scattering; Tomography;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on