Title
A Moment-Based Approach For Dvh-Guided Radiotherapy Treatment Plan Optimization
Abstract
The dose-volume histogram (DVH) is a clinically relevant criterion to evaluate the quality of a treatment plan. It is hence desirable to incorporate DVH constraints into treatment plan optimization for intensity modulated radiation therapy. Yet, the direct inclusion of the DVH constraints into a treatment plan optimization model typically leads to great computational difficulties due to the non-convex nature of these constraints. To overcome this critical limitation, we propose a new convex-moment-based optimization approach. Our main idea is to replace the non-convex DVH constraints by a set of convex moment constraints. In turn, the proposed approach is able to generate a Pareto-optimal plan whose DVHs are close to, or if possible even outperform, the desired DVHs. In particular, our experiment on a prostate cancer patient case demonstrates the effectiveness of this approach by employing two and three moment formulations to approximate the desired DVHs. © 2013 Institute of Physics and Engineering in Medicine.
Publication Date
3-21-2013
Publication Title
Physics in Medicine and Biology
Volume
58
Issue
6
Number of Pages
1869-1887
Document Type
Article
Personal Identifier
scopus
DOI Link
https://doi.org/10.1088/0031-9155/58/6/1869
Copyright Status
Unknown
Socpus ID
84874865982 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/84874865982
STARS Citation
Zarepisheh, M.; Shakourifar, M.; Trigila, G.; Ghomi, P. S.; and Couzens, S., "A Moment-Based Approach For Dvh-Guided Radiotherapy Treatment Plan Optimization" (2013). Scopus Export 2010-2014. 6781.
https://stars.library.ucf.edu/scopus2010/6781