Literature DB >> 19794244

GPU-based ultra-fast dose calculation using a finite size pencil beam model.

Xuejun Gu1, Dongju Choi, Chunhua Men, Hubert Pan, Amitava Majumdar, Steve B Jiang.   

Abstract

Online adaptive radiation therapy (ART) is an attractive concept that promises the ability to deliver an optimal treatment in response to the inter-fraction variability in patient anatomy. However, it has yet to be realized due to technical limitations. Fast dose deposit coefficient calculation is a critical component of the online planning process that is required for plan optimization of intensity-modulated radiation therapy (IMRT). Computer graphics processing units (GPUs) are well suited to provide the requisite fast performance for the data-parallel nature of dose calculation. In this work, we develop a dose calculation engine based on a finite-size pencil beam (FSPB) algorithm and a GPU parallel computing framework. The developed framework can accommodate any FSPB model. We test our implementation in the case of a water phantom and the case of a prostate cancer patient with varying beamlet and voxel sizes. All testing scenarios achieved speedup ranging from 200 to 400 times when using a NVIDIA Tesla C1060 card in comparison with a 2.27 GHz Intel Xeon CPU. The computational time for calculating dose deposition coefficients for a nine-field prostate IMRT plan with this new framework is less than 1 s. This indicates that the GPU-based FSPB algorithm is well suited for online re-planning for adaptive radiotherapy.

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Year:  2009        PMID: 19794244     DOI: 10.1088/0031-9155/54/20/017

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  14 in total

1.  A GPU implementation of a track-repeating algorithm for proton radiotherapy dose calculations.

Authors:  Pablo P Yepes; Dragan Mirkovic; Phillip J Taddei
Journal:  Phys Med Biol       Date:  2010-11-12       Impact factor: 3.609

2.  A multi-GPU real-time dose simulation software framework for lung radiotherapy.

Authors:  A P Santhanam; Y Min; H Neelakkantan; N Papp; S L Meeks; P A Kupelian
Journal:  Int J Comput Assist Radiol Surg       Date:  2012-04-27       Impact factor: 2.924

3.  A GPU tool for efficient, accurate, and realistic simulation of cone beam CT projections.

Authors:  Xun Jia; Hao Yan; Laura Cervino; Michael Folkerts; Steve B Jiang
Journal:  Med Phys       Date:  2012-12       Impact factor: 4.071

4.  Four-dimensional cone beam CT reconstruction and enhancement using a temporal nonlocal means method.

Authors:  Xun Jia; Zhen Tian; Yifei Lou; Jan-Jakob Sonke; Steve B Jiang
Journal:  Med Phys       Date:  2012-09       Impact factor: 4.071

5.  Reconstructing cone-beam CT with spatially varying qualities for adaptive radiotherapy: a proof-of-principle study.

Authors:  Wenting Lu; Hao Yan; Xuejun Gu; Zhen Tian; Ouyang Luo; Liu Yang; Linghong Zhou; Laura Cervino; Jing Wang; Steve Jiang; Xun Jia
Journal:  Phys Med Biol       Date:  2014-09-26       Impact factor: 3.609

6.  Low-dose CT reconstruction via edge-preserving total variation regularization.

Authors:  Zhen Tian; Xun Jia; Kehong Yuan; Tinsu Pan; Steve B Jiang
Journal:  Phys Med Biol       Date:  2011-08-22       Impact factor: 3.609

7.  GPU-based fast gamma index calculation.

Authors:  Xuejun Gu; Xun Jia; Steve B Jiang
Journal:  Phys Med Biol       Date:  2011-02-11       Impact factor: 3.609

Review 8.  GPU-based high-performance computing for radiation therapy.

Authors:  Xun Jia; Peter Ziegenhein; Steve B Jiang
Journal:  Phys Med Biol       Date:  2014-02-03       Impact factor: 3.609

9.  A GPU-based finite-size pencil beam algorithm with 3D-density correction for radiotherapy dose calculation.

Authors:  Xuejun Gu; Urszula Jelen; Jinsheng Li; Xun Jia; Steve B Jiang
Journal:  Phys Med Biol       Date:  2011-05-10       Impact factor: 3.609

10.  Intensity-Modulated Radiation Therapy Optimization for Acceptable and Remaining-One Unacceptable Dose-Volume and Mean-Dose Constraint Planning.

Authors:  Ryosei Nakada; Omar M Abou Al-Ola; Tetsuya Yoshinaga
Journal:  Comput Math Methods Med       Date:  2020-09-03       Impact factor: 2.238

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