Please use this identifier to cite or link to this item:
Title: Accelerated parallel magnetic resonance imaging with multi-channel chaotic compressed sensing
Authors: Tan, Tran Duc
Phong, Dinh Van
Chinh, Truong Minh
Trung, Nguyen Linh
Keywords: Compressed sensing;;Deterministic chaos;Fast acquisition;MRI;Parallel imaging;SENSE
Issue Date: 2010
Publisher: H. : ĐHQGHN
Abstract: Fast acquisition in magnetic resonance imaging (MRI) is considered in this paper. Often, fast acquisition is achieved using parallel imaging (pMRI) techniques. It has been shown recently that the combination of pMRI and compressed sensing (CS), which enables exact reconstruction of sparse or compressible signals from a small number of random measurements, can accelerate the speed of MRI acquisition because the number of measurements are much smaller than that by pMRI per se. Also recently in CS, chaos filters were designed to obtain chaotic measurements. This chaotic CS approach potentially offers simpler hardware implementation. In this paper, we combine chaotic CS and pMRI. However, instead of using chaos filters, the measurements are obtained by chaotically undersampling the k-space. MRI image reconstruction is then performed by using nonlinear conjugate gradient optimization. For pMRI, we use the well-known approach SENSE - sensitivity encoding -, which requires an estimation of the sensitivity maps. The performance of the proposed method is analyzed using the point spread function, the transform point spread function, and the reconstruction error measure. ©2010 IEEE.
Description: Proceedings - 2010 International Conference on Advanced Technologies for Communications, ATC 2010 2010, Article number 5672695, Pages 146-151
ISBN: 978-142448876-6
Appears in Collections:Bài báo của ĐHQGHN trong Scopus

Files in This Item:

  • File : 20.pdf
  • Description : 
  • Size : 1.02 MB
  • Format : Adobe PDF

  • Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.