Title : 
Enhanced SWIFT acquisition with chaotic compressed sensing by designing the measurement matrix with hyperbolic-secant signals
         
        
            Author : 
Truong Minh-Chinh ; Tan Tran-Duc ; Nguyen Linh-Trung ; Luong, Marie ; Do, Minh N.
         
        
            Author_Institution : 
Fac. Electron. & Telecommun., Vietnam Nat. Univ., Hanoi, Vietnam
         
        
        
            fDate : 
Aug. 28 2012-Sept. 1 2012
         
        
        
        
            Abstract : 
Sweep imaging Fourier transform (SWIFT) is an efficient (fast and quiet) specialized magnetic resonance imaging (MRI) method for imaging tissues or organs that give only short-lived signals due to fast spin-spin relaxation rates. Based on the idea of compressed sensing, this paper proposes a novel method for further enhancing SWIFT using chaotic compressed sensing (CCS-SWIFT). With reduced number of measurements, CCS-SWIFT effectively faster than SWIFT. In comparison with a recently proposed chaotic compressed sensing method for standard MRI (CCS-MRI), simulation results showed that CCS-SWIFT outperforms CCS-MRI in terms of the normalized relative error in the image reconstruction and the probability of exact reconstruction.
         
        
            Keywords : 
Fourier transforms; biological organs; biological tissues; biomedical MRI; chaos; compressed sensing; image enhancement; image reconstruction; medical image processing; probability; spin-spin relaxation; MRI; chaotic compressed sensing; enhanced SWIFT acquisition; exact reconstruction probability; hyperbolic-secant signals; image reconstruction; measurement matrix designing; normalized relative error; organ imaging; short-lived signals; specialized magnetic resonance imaging; spin-spin relaxation rates; sweep imaging Fourier transform; tissue imaging; Compressed sensing; Frequency modulation; Image reconstruction; Magnetic resonance imaging; Radio frequency; Standards; Data Compression; Fourier Analysis; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging;
         
        
        
        
            Conference_Titel : 
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
         
        
            Conference_Location : 
San Diego, CA
         
        
        
            Print_ISBN : 
978-1-4244-4119-8
         
        
            Electronic_ISBN : 
1557-170X
         
        
        
            DOI : 
10.1109/EMBC.2012.6345948