2006-07-21
Fast, multiple optimizations of quadratic dose objective functions in IMRT
Publication
Publication
Physics in Medicine and Biology , Volume 51 - Issue 14 p. 3569- 3579
Inverse treatment planning for intensity-modulated radiotherapy may include time consuming, multiple minimizations of an objective function. In this paper, methods are presented to speed up the process of (repeated) minimization of the well-known quadratic dose objective function, extended with a smoothing term that ensures generation of clinically acceptable beam profiles. In between two subsequent optimizations, the voxel-dependent importance factors of the quadratic terms will generally be adjusted, based on an intermediate plan evaluation. The objective function has been written in matrix-vector format, facilitating the use of a recently published, fast quadratic minimization algorithm, instead of commonly applied gradient-based methods. This format also reduces the calculation time in between subsequent minimizations, related to adjustment of the voxel-dependent importance factors. Sparse matrices are used to limit the required amount of computer memory. For three patients, comparisons have been made with a gradient method. Mean speed improvements of up to a factor of 37 have been achieved.
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doi.org/10.1088/0031-9155/51/14/019, hdl.handle.net/1765/55197 | |
Physics in Medicine and Biology | |
Organisation | Department of Pediatric Surgery |
Breedveld, S., Storchi, P., Keijzer, M., & Heijmen, B. (2006). Fast, multiple optimizations of quadratic dose objective functions in IMRT. Physics in Medicine and Biology, 51(14), 3569–3579. doi:10.1088/0031-9155/51/14/019 |