Hybrid algorithms for SAR matrix compression and the impact of post‐processing on SAR calculation complexity
Purpose This study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP‐based SAR calculation. Me...
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| Published in | Magnetic resonance in medicine Vol. 92; no. 6; pp. 2696 - 2706 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Wiley Subscription Services, Inc
01.12.2024
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0740-3194 1522-2594 1522-2594 |
| DOI | 10.1002/mrm.30235 |
Cover
| Abstract | Purpose
This study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP‐based SAR calculation.
Methods
The proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post‐processing algorithm is used to post‐process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared.
Results
The new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post‐processing is applied.
Conclusion
The new algorithms are much faster than previous algorithms. Post‐processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered. |
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| AbstractList | This study proposes faster virtual observation point (VOP) compression as well as post-processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP-based SAR calculation.PURPOSEThis study proposes faster virtual observation point (VOP) compression as well as post-processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP-based SAR calculation.The proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post-processing algorithm is used to post-process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared.METHODSThe proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post-processing algorithm is used to post-process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared.The new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post-processing is applied.RESULTSThe new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post-processing is applied.The new algorithms are much faster than previous algorithms. Post-processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered.CONCLUSIONThe new algorithms are much faster than previous algorithms. Post-processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered. This study proposes faster virtual observation point (VOP) compression as well as post-processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP-based SAR calculation. The proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post-processing algorithm is used to post-process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared. The new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post-processing is applied. The new algorithms are much faster than previous algorithms. Post-processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered. Purpose This study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP‐based SAR calculation. Methods The proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post‐processing algorithm is used to post‐process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared. Results The new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post‐processing is applied. Conclusion The new algorithms are much faster than previous algorithms. Post‐processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered. PurposeThis study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix compression. Furthermore, it shows the relation between the number of channels and the computational burden for VOP‐based SAR calculation.MethodsThe proposed new algorithms combine the respective benefits of two different criteria for determining upper boundedness of SAR matrices by the VOPs. Comparisons of the old and new algorithms are performed for head coil arrays with various channel counts. The new post‐processing algorithm is used to post‐process the VOP sets of nine arrays, and the number of VOPs for a fixed median relative overestimation is compared.ResultsThe new algorithms are faster than the old algorithms by a factor of two to more than 10. The compression efficiency (number of VOPs relative to initial number of SAR matrices) is identical. For a fixed median relative overestimation, the number of VOPs increases logarithmically with the number of RF coil channels when post‐processing is applied.ConclusionThe new algorithms are much faster than previous algorithms. Post‐processing is very beneficial for online SAR supervision of MRI systems with high channel counts, since for a given number of VOPs the relative SAR overestimation can be lowered. |
| Author | Orzada, Stephan Fiedler, Thomas M. Ladd, Mark E. |
| Author_xml | – sequence: 1 givenname: Stephan orcidid: 0000-0001-9784-4354 surname: Orzada fullname: Orzada, Stephan email: stephan.orzada@dkfz.de organization: German Cancer Research Center (DKFZ) – sequence: 2 givenname: Thomas M. orcidid: 0000-0002-1556-375X surname: Fiedler fullname: Fiedler, Thomas M. organization: German Cancer Research Center (DKFZ) – sequence: 3 givenname: Mark E. surname: Ladd fullname: Ladd, Mark E. organization: Heidelberg University |
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| Cites_doi | 10.1002/mrm.22527 10.1002/mrm.23126 10.1002/mrm.20840 10.1002/mrm.20708 10.1002/mrm.20729 10.1002/nbm.4515 10.1002/mrm.28739 10.1002/mrm.28909 10.1002/mrm.25677 10.1016/j.neuroimage.2017.03.035 10.1002/mrm.21476 10.1002/mrm.21739 10.1002/mrm.29391 10.1002/mrm.22948 10.1007/s10334-023-01081-3 10.1002/mrm.23140 10.1371/journal.pone.0222452 10.1002/mrm.20978 10.1118/1.595995 10.1002/mrm.29434 10.1002/mrm.22927 10.1002/mrm.10353 10.1002/mrm.22978 10.1109/TBME.2012.2196797 |
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This study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix... This study proposes faster virtual observation point (VOP) compression as well as post-processing algorithms for specific absorption rate (SAR) matrix... PurposeThis study proposes faster virtual observation point (VOP) compression as well as post‐processing algorithms for specific absorption rate (SAR) matrix... |
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| SubjectTerms | Algorithms Arrays Brain - diagnostic imaging Channels Coils Compression Data Compression - methods Humans Image Processing, Computer-Assisted - methods local Magnetic Resonance Imaging - methods MRI Phantoms, Imaging Reproducibility of Results SAR specific absorption rate virtual observation points VOP compression VOPs |
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| Title | Hybrid algorithms for SAR matrix compression and the impact of post‐processing on SAR calculation complexity |
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