DocumentCode :
3471854
Title :
Fisher information analysis in microwave tomography
Author :
Nordebo, Sven ; Fhager, Andreas ; Gustafsson, Mats ; Nilsson, Börje
Author_Institution :
Sch. of Math. & Syst. Eng., Vaxjo Univ., Vaxjo, Sweden
fYear :
2009
fDate :
13-16 Dec. 2009
Firstpage :
217
Lastpage :
220
Abstract :
The purpose of this paper is to give an overview of some recent developments and future potentials regarding Fisher information analysis in microwave tomography. In particular, the Fisher Information integral Operator (FIO) is defined using the Fre¿chet derivative, yielding a gradient based formulation which is useful in connection with analytical Green´s function techniques, as well as with numerical adjoint field analysis techniques. It is also explained how the infinite-dimensional formulation has several conceptual and numerical advantages over the finite-dimensional Fisher Information Matrix (FIM) analysis approach for inverse scattering problems. Important application areas are with FIO resolution analysis for inverse scattering problems and parameter sensitivity analysis and preconditioning for gradient based inverse scattering algorithms.
Keywords :
Green´s function methods; gradient methods; inverse problems; matrix algebra; microwave imaging; FIM; FIO; Fisher information analysis; Fisher information integral operator; Frechet derivative; Green´s function techniques; finite-dimensional Fisher information matrix; gradient based formulation; infinite-dimensional formulation; inverse scattering algorithms; inverse scattering problems; microwave tomography; numerical adjoint field analysis techniques; parameter sensitivity analysis; Algorithm design and analysis; Conferences; Information analysis; Inverse problems; Mathematics; Permittivity; Scattering; Sensitivity analysis; Systems engineering and theory; Tomography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2009 3rd IEEE International Workshop on
Conference_Location :
Aruba, Dutch Antilles
Print_ISBN :
978-1-4244-5179-1
Electronic_ISBN :
978-1-4244-5180-7
Type :
conf
DOI :
10.1109/CAMSAP.2009.5413296
Filename :
5413296
Link To Document :
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