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Massively parallel CUDA simulations of cardiac and embryonic MRI on a cloud-based cluster

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Auteur
Kantasis G., Xanthis C.G., Haris K., Aletras A.H.
Date
2015
Language
en
DOI
10.1109/CIC.2015.7408688
Sujet
Cardiology
Anatomical modeling
Cardiovascular magnetic resonance imaging
Computational intensity
Massively parallels
MRI simulation
Partial results
Research environment
Variable number
Magnetic resonance imaging
IEEE Computer Society
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Résumé
Embryonic and cardiovascular Magnetic Resonance Imaging (MRI) in both clinic and research environments is confronted by challenges like motion, flow and low resolution. MRI simulations can be used as a valuable tool against these challenges but they are characterized by high computational intensity. In this study we implemented cardiac and embryonic MR simulations on a cloud-based cluster. For this purpose, an anatomical model of a human embryo was split over a variable number of computer nodes on the cloud. Simulation of a Gradient-Echo pulse sequence was performed and the partial results were aggregated in a central node to produce the simulated MR image, following the MapReduce paradigm. The measured execution times and speedups demonstrated the benefits of this cloud-based approach. © 2015 CCAL.
URI
http://hdl.handle.net/11615/74294
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