Nonlinear S-Parameters Inversion for Stroke Imaging

Stroke identification by means of microwave tomography requires a very accurate reconstruction of the dielectric properties inside patient's head. This is possible when a precise measurement system is combined with a full nonlinear inversion method. In this article, the inversion of S-parameter...

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Published in:	IEEE transactions on microwave theory and techniques Vol. 69; no. 3; pp. 1760 - 1771
Main Authors:	Fedeli, Alessandro, Schenone, Valentina, Randazzo, Andrea, Pastorino, Matteo, Henriksson, Tommy, Semenov, Serguei
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.03.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Antenna measurements Chambers Dielectric properties Dielectrics Finite elements Image reconstruction Imaging Incident radiation Inhomogeneity inverse problems Lebesgue spaces Mathematical model Mathematical models Microwave imaging Microwave theory and techniques Parameter identification S-parameters Scattering parameters stroke imaging Two dimensional models
ISSN:	0018-9480, 1557-9670
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Abstract	Stroke identification by means of microwave tomography requires a very accurate reconstruction of the dielectric properties inside patient's head. This is possible when a precise measurement system is combined with a full nonlinear inversion method. In this article, the inversion of S-parameter data collected in a metallic chamber is performed with a nonlinear inversion strategy in Lebesgue spaces with nonconstant exponents. This is the first time that this kind of nonlinear S-parameter electromagnetic formulation has been applied to this problem. The inverse-scattering method incorporates a 2-D electromagnetic model of the imaging chamber based on a finite-element formulation, which has led to a complete redefinition of the solving procedure with respect to previous works. This allows a suitable description of the multistatic S-parameters due to the interactions between the incident radiation and the structure under test. The developed inversion procedure is first assessed by means of numerical simulations. The experimental results, obtained with a clinical microwave system prototype containing a liquid-filled 3-D SAM phantom with an inhomogeneity mimicking a hemorrhagic stroke, further prove the effectiveness of the proposed approach.
AbstractList	Stroke identification by means of microwave tomography requires a very accurate reconstruction of the dielectric properties inside patient’s head. This is possible when a precise measurement system is combined with a full nonlinear inversion method. In this article, the inversion of S-parameter data collected in a metallic chamber is performed with a nonlinear inversion strategy in Lebesgue spaces with nonconstant exponents. This is the first time that this kind of nonlinear S-parameter electromagnetic formulation has been applied to this problem. The inverse-scattering method incorporates a 2-D electromagnetic model of the imaging chamber based on a finite-element formulation, which has led to a complete redefinition of the solving procedure with respect to previous works. This allows a suitable description of the multistatic S-parameters due to the interactions between the incident radiation and the structure under test. The developed inversion procedure is first assessed by means of numerical simulations. The experimental results, obtained with a clinical microwave system prototype containing a liquid-filled 3-D SAM phantom with an inhomogeneity mimicking a hemorrhagic stroke, further prove the effectiveness of the proposed approach.
Author	Semenov, Serguei Fedeli, Alessandro Pastorino, Matteo Henriksson, Tommy Randazzo, Andrea Schenone, Valentina
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References	virani (ref32) 2020; 141 ref57 ref13 ref56 ref12 ref59 ref15 ref58 ref14 ref53 ref52 ref55 ref11 ref54 ref10 ref17 ref16 ref19 ref18 ref51 larsen (ref1) 1985 ref50 ref46 yu (ref7) 2008; 56 ref48 ref47 ref42 ref41 ref44 ref43 ref49 pastorino (ref31) 2018 ref8 pelosi (ref61) 2009 ref9 ref4 vasquez (ref45) 2019; 2019 ref3 ref6 ref5 ref40 ref35 ref34 ref37 ref36 ref30 ref33 ref39 ref38 ref24 ref23 ref26 ref25 ref64 ref20 ref63 ref22 ref21 ref28 ref27 ref29 bolomey (ref2) 2019 ref60 ref62
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Snippet	Stroke identification by means of microwave tomography requires a very accurate reconstruction of the dielectric properties inside patient's head. This is... Stroke identification by means of microwave tomography requires a very accurate reconstruction of the dielectric properties inside patient’s head. This is...
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SubjectTerms	Antenna measurements Chambers Dielectric properties Dielectrics Finite elements Image reconstruction Imaging Incident radiation Inhomogeneity inverse problems Lebesgue spaces Mathematical model Mathematical models Microwave imaging Microwave theory and techniques Parameter identification S-parameters Scattering parameters stroke imaging Two dimensional models
Title	Nonlinear S-Parameters Inversion for Stroke Imaging
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