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Radiation: Applications01:17

Radiation: Applications

The average temperature of Earth is the subject of much current discussion. Earth is in radiative contact with both the Sun and dark space; it receives almost all its energy from the radiation of the Sun and reflects some of it into outer space. Dark space is very cold, about 3 K, so Earth radiates energy into it. For instance, heat transfer occurs from soil and grasses, the rate of which can be so rapid that frost can occur on clear summer evenings, even in warm latitudes.
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Accelerated ray tracing for radiotherapy dose calculations on a GPU.

M de Greef1, J Crezee, J C van Eijk

  • 1Department of Radiation Oncology, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands. m.degreef@amc.uva.nl

Medical Physics
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This study demonstrates that using a graphical processing unit (GPU) significantly accelerates ray tracing for dose calculations in radiotherapy planning. The GPU-enhanced algorithm achieves faster and more accurate results, enabling near real-time calculations.

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Area of Science:

  • Medical Physics
  • Computational Science
  • Radiotherapy Technology

Background:

  • Modern graphics processing units (GPUs) offer substantial computational power for accelerating complex calculations.
  • Ray tracing is a computationally intensive algorithm used in radiotherapy for dose calculations.
  • Existing algorithms like PLATO's may have limitations in speed and accuracy due to discretization errors.

Purpose of the Study:

  • To investigate the potential speedup of PLATO's ray tracing algorithm for dose calculations using a GPU.
  • To compare the accuracy and speed of a GPU-implemented ray tracing algorithm against a multithreaded version.

Main Methods:

  • Implemented a GPU version of the ray tracing algorithm using NVIDIA's CUDA.
  • Compared the GPU algorithm's accuracy and speed against a multithreaded PLATO algorithm.
  • Evaluated performance on phantom and clinical radiotherapy planning CT datasets (pelvic, head-and-neck) with varying source positions.

Main Results:

  • The GPU algorithm demonstrated higher accuracy by eliminating discretization errors from look-up tables.
  • Ray tracing speedups ranged from 2.1-10.1x, and dose calculation speedups ranged from 1.5-6.2x.
  • Speedup was geometry-dependent, influenced by the proportion of air within patient datasets.

Conclusions:

  • GPU acceleration enables accurate and significantly faster ray tracing for dose calculations.
  • Average acceleration factor of 6x was observed, with single-beam dose calculations completed in under a second.
  • Findings support near real-time dose calculations for conventional planning and treatment optimization.