Literature DB >> 27638109

PCA-based artifact removal algorithm for stroke detection using UWB radar imaging.

Elisa Ricci1, Simone di Domenico1, Ernestina Cianca2, Tommaso Rossi1, Marina Diomedi3.   

Abstract

Stroke patients should be dispatched at the highest level of care available in the shortest time. In this context, a transportable system in specialized ambulances, able to evaluate the presence of an acute brain lesion in a short time interval (i.e., few minutes), could shorten delay of treatment. UWB radar imaging is an emerging diagnostic branch that has great potential for the implementation of a transportable and low-cost device. Transportability, low cost and short response time pose challenges to the signal processing algorithms of the backscattered signals as they should guarantee good performance with a reasonably low number of antennas and low computational complexity, tightly related to the response time of the device. The paper shows that a PCA-based preprocessing algorithm can: (1) achieve good performance already with a computationally simple beamforming algorithm; (2) outperform state-of-the-art preprocessing algorithms; (3) enable a further improvement in the performance (and/or decrease in the number of antennas) by using a multistatic approach with just a modest increase in computational complexity. This is an important result toward the implementation of such a diagnostic device that could play an important role in emergency scenario.

Entities:  

Keywords:  Artifact removal; Brain stroke detection; Microwave UWB radar; PCA

Mesh:

Year:  2016        PMID: 27638109     DOI: 10.1007/s11517-016-1568-8

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  11 in total

1.  Artifact removal algorithms for stroke detection using a multistatic MIST beamforming algorithm.

Authors:  E Ricci; S Di Domenico; E Cianca; T Rossi
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2015

2.  Numerical algorithm for dielectric-permittivity microwave imaging of inhomogeneous biological bodies.

Authors:  S Caorsi; A Frattoni; G L Gragnani; E Nortino; M Pastorino
Journal:  Med Biol Eng Comput       Date:  1991-11       Impact factor: 2.602

3.  A non-contact vital sign monitoring system for ambulances using dual-frequency microwave radars.

Authors:  Satoshi Suzuki; Takemi Matsui; Hiroshi Kawahara; Hiroto Ichiki; Jun Shimizu; Yoko Kondo; Shinji Gotoh; Hirofumi Yura; Bonpei Takase; Masayuki Ishihara
Journal:  Med Biol Eng Comput       Date:  2008-10-23       Impact factor: 2.602

4.  Microwave-based stroke diagnosis making global prehospital thrombolytic treatment possible.

Authors:  Mikael Persson; Andreas Fhager; Hana Dobsicek Trefná; Yinan Yu; Tomas McKelvey; Göran Pegenius; Jan-Erik Karlsson; Mikael Elam
Journal:  IEEE Trans Biomed Eng       Date:  2014-06-12       Impact factor: 4.538

5.  Heart disease and stroke statistics--2015 update: a report from the American Heart Association.

Authors:  Dariush Mozaffarian; Emelia J Benjamin; Alan S Go; Donna K Arnett; Michael J Blaha; Mary Cushman; Sarah de Ferranti; Jean-Pierre Després; Heather J Fullerton; Virginia J Howard; Mark D Huffman; Suzanne E Judd; Brett M Kissela; Daniel T Lackland; Judith H Lichtman; Lynda D Lisabeth; Simin Liu; Rachel H Mackey; David B Matchar; Darren K McGuire; Emile R Mohler; Claudia S Moy; Paul Muntner; Michael E Mussolino; Khurram Nasir; Robert W Neumar; Graham Nichol; Latha Palaniappan; Dilip K Pandey; Mathew J Reeves; Carlos J Rodriguez; Paul D Sorlie; Joel Stein; Amytis Towfighi; Tanya N Turan; Salim S Virani; Joshua Z Willey; Daniel Woo; Robert W Yeh; Melanie B Turner
Journal:  Circulation       Date:  2014-12-17       Impact factor: 29.690

6.  Modeling of the dielectric properties of trabecular bone samples at microwave frequency.

Authors:  Ramiro M Irastorza; Eugenia Blangino; Carlos M Carlevaro; Fernando Vericat
Journal:  Med Biol Eng Comput       Date:  2014-03-20       Impact factor: 2.602

7.  A Robust and Artifact Resistant Algorithm of Ultrawideband Imaging System for Breast Cancer Detection.

Authors:  Falah H Ali; Constantino Carlos Reyes-Aldasoro
Journal:  IEEE Trans Biomed Eng       Date:  2015-01-15       Impact factor: 4.538

8.  Dielectrical spectroscopy of canine myocardium during acute ischemia and hypoxia at frequency spectrum from 100 kHz to 6 GHz.

Authors:  Serguei Y Semenov; Robert H Svenson; Vitaly G Posukh; Alexei G Nazarov; Yuri E Sizov; Alexander E Bulyshev; Alexander E Souvorov; Wendy Chen; Jackie Kasell; George P Tatsis
Journal:  IEEE Trans Med Imaging       Date:  2002-06       Impact factor: 10.048

Review 9.  Worldwide stroke incidence and early case fatality reported in 56 population-based studies: a systematic review.

Authors:  Valery L Feigin; Carlene M M Lawes; Derrick A Bennett; Suzanne L Barker-Collo; Varsha Parag
Journal:  Lancet Neurol       Date:  2009-02-21       Impact factor: 44.182

10.  Guidelines for the early management of patients with acute ischemic stroke: a guideline for healthcare professionals from the American Heart Association/American Stroke Association.

Authors:  Edward C Jauch; Jeffrey L Saver; Harold P Adams; Askiel Bruno; J J Buddy Connors; Bart M Demaerschalk; Pooja Khatri; Paul W McMullan; Adnan I Qureshi; Kenneth Rosenfield; Phillip A Scott; Debbie R Summers; David Z Wang; Max Wintermark; Howard Yonas
Journal:  Stroke       Date:  2013-01-31       Impact factor: 7.914

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