A tour of accelerated parallel MR imaging from a linear systems perspective

Concepts in Magnetic Resonance Part A: Bridging Education and Research

Volumn 27, Issue 1, 2005, Pages 17-37

  Hoge, W Scott ^a   Brooks, Dana H ^b,c,d   Madore, Bruno ^a   Kyriakos, Walid E ^a,e,f  

^a BRIGHAM AND WOMEN S HOSPITAL   (United States)

^b Northeastern University   (United States)

^c Center for Communications and Digital Signal Processing   (United States)

^d UNIVERSITY OF UTAH   (United States)

^e BOSTON CHILDREN S HOSPITAL   (United States)

^f HARVARD MEDICAL SCHOOL   (United States)

Author keywords

GRAPPA; Parallel imaging; Regularization; SENSE; SMASH; SPACE RIP

Indexed keywords

EID: 27744472527     PISSN: 15466086     EISSN: 15525023     Source Type: Journal    
DOI: 10.1002/cmr.a.20041     Document Type: Article

References (33)

1. Bydder M, Larkman DJ, Hajnal JV. 2002. Generalized SMASH imaging. Magn Reson Med 47(1):160-170.
2. Sodickson DK, Manning WJ. 1997. Simultaneous acquisition of spatial harmonics (SMASH): Fast imaging with radiofrequency coil arrays. Magn Reson Med 38(4):591-603.
3. Pruessmann KP, Weiger M, Scheidegger MB, Boesiger P. 1999. SENSE: Sensitivity encoding for fast MRI. Magn Reson Med 42(5):952-962.
4. Kyriakos WE, Panych LP, Kacher DF, Westin CF, Bao SM, Mulkern RV, Jolesz FA. 2000. Sensitivity profiles from an array of coils for encoding and reconstruction in parallel (SPACE RIP). Magn Reson Med 44(2):301-308.
5. Griswold MA, Jakob PM, Heidemann RM, Nittka M, Jellus V, Wang J, Kiefer B, Haase A. 2002. Generalized autocalibrating partially parallel acquisitions (GRAPPA). Magn Reson Med 47(6):1202-1210.
6. Hoge WS, Brooks DH, Madore B, Kyriakos W. 2004. On the regularization of SENSE and SPACE-RIP in parallel MR imaging. Proc 2nd IEEE Int Symposium on Biomedical Imaging (ISBI-04). Arlington, VA. pp 241-244.
7. Kellman P, Epstein FH, McVeigh ER. 2001. Adaptive sensitivity encoding incorporating temporal filtering (TSENSE). Magn Reson Med 45(5):846-852.
8. Madore B. 2002. Using UNFOLD to remove artifacts in parallel imaging and in partial-Fourier imaging. Magn Reson Med 48(3):493-501.
9. Golub GH, Van Loan CF. 1996. Matrix computations. 3rd edition. Baltimore: Johns Hopkins University Press.
10. Pruessmann KP, Weiger M, Börnert P, Boesiger P. 2001. Advances in sensitivity encoding with arbitrary k-space trajectories. Magn Reson Med 46(4):638-651.
11. McKenzie CA, Yeh EN, Ohliger MA, Price MD, Sodickson DK. 2002. Self-calibrating parallel imaging with automatic coil sensitivity extraction. Magn Reson Med 47(3):529-538.
12. Madore B. 2004. UNFOLD-SENSE: A parallel MRI method with self-calibration and artifact suppression. Magn Reson Med 52(2):310-320.
13. Sodickson DK. 2000. A generalized basis approach to spatial encoding with coil arrays: SMASH-SENSE hybrids and improved parallel MRI at high accelerations. Proc ISMRM 8th Scientific Meeting. Denver, CO. p 272.
14. Sodickson DK, McKenzie CA. 2001. A generalized approach to parallel magnetic resonance imaging. Med Phys 28(8):1629-1643.
15. Wang Y. 2000. Description of parallel imaging in MRI using multiple coils. Magn Reson Med 44(3):495-499.
16. Björck Å. 1996. Numerical methods for least squares problems. Philadelphia: SIAM Press.
17. Jakob PM, Griswold MA, Edelman RR, Sodickson DK. 1998. AUTO-SMASH: A self-calibrating technique for SMASH imaging. MAGMA 7:42-54.
18. Heidemann RM, Griswold MA, Haase A, Jakob PM. 2001. VD-AUTO-SMASH imaging. Magn Reson Med 45(6):1066-1074.
19. McKenzie CA, Ohliger MA, Yeh EN, Price MD, Sodickson DK. 2001. Coil-by-coil image reconstruction with SMASH. Magn Reson Med 46(3):619-623.
20. Mitsouras D, Hoge WS, Rybicki FJ, Kyriakos WE, Edelman A, Zientara GP. 2004. Non-Fourier-encoded parallel MRI using multiple receiver coils. Magn Reson Med 52(2):321-328.
21. Kellman P. 2004. Parallel imaging: The basics. ISMRM Educational Course: MR Physics for Physicists, 2004. Available at: http://mrel.usc.edu/class/ articles/Kellman_Parallel.pdf.
22. Hansen PC. 1993. The use of L-curve in the regularization of ill-posed problems. SIAM J Sci Comput 14(6):1487-1503.
23. Hansen PC. 1998. Rank-deficient and discrete ill-posed problems. Philadelphia: SIAM Press.
24. King KF, Angelos A. 2001. SENSE image quality improvement using matrix regularization. Proc ISMRM 9th Scientific Meeting. Glasgow, Scotland. p 1771.
25. Liang ZP, Bammer R, Ji J, Pelc NJ, Glover GH. 2002. Making better SENSE: Wavelet denoising, Tikhonov regularization, and total least squares. Proc ISMRM 10th Scientific Meeting. Honolulu, Hawaii. p 2388.
26. Lin FH, Kwong KK, Belliveau JW, Wald LL. 2004. Parallel imaging reconstruction using automatic regularization. Magn Reson Med 51(3):559-567.
27. Ying L, Xu D, Liang ZP. 2004. On Tikhonov regularization for image reconstruction in parallel MRI. Proc Int Conf of the IEEE EMBS. San Francisco, CA. pp 1056-1059.
28. Scharf LL. 1991. Statistical signal processing: Detection, estimation, and time series analysis. Boston: Addison-Wesley.
29. Roemer PB, Edelstein WA, Hayes CE, Souza SP, Mueller OM. 1990. The NMR phased array. Magn Reson Med 16(2):192-225.
30. Park J, Zhang Q, Jellus V, Simonetti O, Li D. 2005. Artifact and noise suppression in GRAPPA imaging using improved k-space coil calibration and variable density sampling. Magn Reson Med 53(1):86-193.
31. Griswold MA, Heidemann RM, Jakob PM. 2003. The GRAPPA operator. Proc ISMRM 11th Scientific Meeting. Toronto, Canada. p 2348.
32. Aggarwal N, Bresler Y. 2003. Optimal sampling in parallel magnetic resonance imaging. Proc IEEE Int Conf on Image Processing (ICIP-03). Barcelona, Spain. Volume 2, pp 831-834.
33. Jacob M, Xu D, Liang ZP. 2004. Optimal selection of phase encodings in parallel MR imaging. Proc 2nd Int Workshop on Parallel MRI. Zurich, Switzerland. p 55.