Literature DB >> 23656861

Performance-optimized clinical IMRT planning on modern CPUs.

Peter Ziegenhein1, Cornelis Ph Kamerling, Mark Bangert, Julian Kunkel, Uwe Oelfke.   

Abstract

Intensity modulated treatment plan optimization is a computationally expensive task. The feasibility of advanced applications in intensity modulated radiation therapy as every day treatment planning, frequent re-planning for adaptive radiation therapy and large-scale planning research severely depends on the runtime of the plan optimization implementation. Modern computational systems are built as parallel architectures to yield high performance. The use of GPUs, as one class of parallel systems, has become very popular in the field of medical physics. In contrast we utilize the multi-core central processing unit (CPU), which is the heart of every modern computer and does not have to be purchased additionally. In this work we present an ultra-fast, high precision implementation of the inverse plan optimization problem using a quasi-Newton method on pre-calculated dose influence data sets. We redefined the classical optimization algorithm to achieve a minimal runtime and high scalability on CPUs. Using the proposed methods in this work, a total plan optimization process can be carried out in only a few seconds on a low-cost CPU-based desktop computer at clinical resolution and quality. We have shown that our implementation uses the CPU hardware resources efficiently with runtimes comparable to GPU implementations, at lower costs.

Mesh:

Year:  2013        PMID: 23656861     DOI: 10.1088/0031-9155/58/11/3705

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


  16 in total

1.  Use of proximal operator graph solver for radiation therapy inverse treatment planning.

Authors:  Xinmin Liu; Charles Pelizzari; Andrew H Belcher; Zachary Grelewicz; Rodney D Wiersma
Journal:  Med Phys       Date:  2017-04       Impact factor: 4.071

Review 2.  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

3.  Optimization of dose distributions of target volumes and organs at risk during stereotactic body radiation therapy for pancreatic cancer with dose-limiting auto-shells.

Authors:  Yangsen Cao; Xiaofei Zhu; Xiaoping Ju; Yongming Liu; Chunshan Yu; Yongjian Sun; Zhitao Dai; Xueling Guo; Huojun Zhang
Journal:  Radiat Oncol       Date:  2018-01-22       Impact factor: 3.481

4.  Real-time 4D dose reconstruction for tracked dynamic MLC deliveries for lung SBRT.

Authors:  Cornelis Ph Kamerling; Martin F Fast; Peter Ziegenhein; Martin J Menten; Simeon Nill; Uwe Oelfke
Journal:  Med Phys       Date:  2016-11       Impact factor: 4.071

5.  A novel probabilistic approach to generating PTV with partial voxel contributions.

Authors:  H S Tsang; C P Kamerling; P Ziegenhein; S Nill; U Oelfke
Journal:  Phys Med Biol       Date:  2017-04-05       Impact factor: 3.609

6.  Inverse treatment planning for spinal robotic radiosurgery: an international multi-institutional benchmark trial.

Authors:  Oliver Blanck; Lei Wang; Wolfgang Baus; Jimm Grimm; Thomas Lacornerie; Joakim Nilsson; Sergii Luchkovskyi; Isabel Palazon Cano; Zhenyu Shou; Myriam Ayadi; Harald Treuer; Romain Viard; Frank-Andre Siebert; Mark K H Chan; Guido Hildebrandt; Jürgen Dunst; Detlef Imhoff; Stefan Wurster; Robert Wolff; Pantaleo Romanelli; Eric Lartigau; Robert Semrau; Scott G Soltys; Achim Schweikard
Journal:  J Appl Clin Med Phys       Date:  2016-05-08       Impact factor: 2.102

7.  Real-time energy/mass transfer mapping for online 4D dose reconstruction.

Authors:  Peter Ziegenhein; Cornelis Ph Kamerling; Martin F Fast; Uwe Oelfke
Journal:  Sci Rep       Date:  2018-02-26       Impact factor: 4.379

8.  Interactive dose shaping part 2: proof of concept study for six prostate patients.

Authors:  Cornelis Ph Kamerling; Peter Ziegenhein; Florian Sterzing; Uwe Oelfke
Journal:  Phys Med Biol       Date:  2016-03-07       Impact factor: 3.609

9.  Assessment of MLC tracking performance during hypofractionated prostate radiotherapy using real-time dose reconstruction.

Authors:  M F Fast; C P Kamerling; P Ziegenhein; M J Menten; J L Bedford; S Nill; U Oelfke
Journal:  Phys Med Biol       Date:  2016-01-27       Impact factor: 3.609

10.  Physically constrained voxel-based penalty adaptation for ultra-fast IMRT planning.

Authors:  Niklas Wahl; Mark Bangert; Cornelis P Kamerling; Peter Ziegenhein; Gijsbert H Bol; Bas W Raaymakers; Uwe Oelfke
Journal:  J Appl Clin Med Phys       Date:  2016-07-08       Impact factor: 2.102

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