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 |
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| Main Authors: | , , , , , |
| Format: | Journal Article |
| Language: | English |
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New York
IEEE
01.03.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| 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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Alessandro orcidid: 0000-0001-6636-1448 surname: Fedeli fullname: Fedeli, Alessandro email: alessandro.fedeli@unige.it organization: Department of Electrical, Electronic, Telecommunications Engineering, and Naval Architecture (DITEN), University of Genoa, Genoa, Italy – sequence: 2 givenname: Valentina orcidid: 0000-0002-2005-7990 surname: Schenone fullname: Schenone, Valentina email: valentina.schenone@edu.unige.it organization: Department of Electrical, Electronic, Telecommunications Engineering, and Naval Architecture (DITEN), University of Genoa, Genoa, Italy – sequence: 3 givenname: Andrea orcidid: 0000-0001-5291-462X surname: Randazzo fullname: Randazzo, Andrea email: matteo.pastorino@unige.it organization: Department of Electrical, Electronic, Telecommunications Engineering, and Naval Architecture (DITEN), University of Genoa, Genoa, Italy – sequence: 4 givenname: Matteo orcidid: 0000-0003-4926-7358 surname: Pastorino fullname: Pastorino, Matteo email: matteo.pastorino@unige.it organization: Department of Electrical, Electronic, Telecommunications Engineering, and Naval Architecture (DITEN), University of Genoa, Genoa, Italy – sequence: 5 givenname: Tommy orcidid: 0000-0002-2334-7037 surname: Henriksson fullname: Henriksson, Tommy email: tommy.henriksson@emtensor.com organization: EMTensor GmbH, Vienna, Austria – sequence: 6 givenname: Serguei surname: Semenov fullname: Semenov, Serguei email: emtensor.serguei@gmail.com organization: EMTensor GmbH, Vienna, Austria |
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| Cites_doi | 10.1109/TMTT.2017.2672938 10.1109/TMTT.2015.2451611 10.1088/0266-5611/16/1/101 10.1186/s12883-019-1512-2 10.1109/TAP.2007.908824 10.1109/TBCAS.2018.2878057 10.1109/TAP.2011.2165487 10.1109/JERM.2019.2921076 10.1049/htl.2016.0003 10.2471/BLT.16.181636 10.1109/TBME.2017.2702182 10.1109/TMTT.2016.2627554 10.1109/TMTT.2008.919661 10.1109/TBME.2014.2381270 10.1109/TBME.2002.800759 10.1017/S1759078718000363 10.2528/PIER20030705 10.1007/978-3-319-75007-1 10.1109/TAP.2017.2751668 10.2528/PIER18071704 10.1109/MAP.2017.2731199 10.1109/20.996272 10.1161/CIR.0000000000000757 10.1109/TIM.2016.2620778 10.1109/JERM.2019.2901360 10.1155/2008/254830 10.1002/mp.12384 10.1109/TGRS.2018.2869221 10.1109/TAP.2018.2871266 10.1109/TMTT.2006.871994 10.1002/bem.22024 10.1016/S1474-4422(13)70100-5 10.1109/TMI.2014.2352113 10.1109/TBME.2015.2465867 10.1109/TAP.2012.2189712 10.1109/TBME.2014.2330554 10.1109/LAWP.2019.2916369 10.1109/TAP.2017.2679067 10.1109/TAP.2019.2922779 10.1109/TIM.2010.2045540 10.1002/nme.2579 10.1161/CIRCULATIONAHA.117.028920 10.1017/9781316084267 10.1109/TMTT.2010.2052662 10.1109/TBME.2016.2536703 10.1109/MAP.2017.2732225 10.1109/TMTT.2018.2849060 10.1002/mop.31639 10.1109/MMM.2011.942702 10.3390/electronics8090945 10.1109/LGRS.2014.2349935 10.1007/b101336 10.1109/TBME.2018.2849648 10.1109/TMTT.2002.800427 10.1109/TBME.2017.2753846 10.1109/TMTT.2018.2876228 10.1109/TAP.2018.2869201 10.1109/TMTT.2016.2638428 10.1109/TMTT.2019.2963870 |
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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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| 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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