Optimization of intensity-modulated radiation therapy with biological objectives
Creators
- 1. Industrial Engineering Department, 1513 University Avenue, University of Wisconsin, Madison, WI 53706 (United States)
- 2. Medical Physics Department, 1300 University Avenue, University of Wisconsin, Madison, WI 53706 (United States)
- 3. Computer Sciences Department, 1210 W Dayton Street, University of Wisconsin, Madison, WI 53706 (United States)
Description
IMRT treatment planning via biological objectives gives rise to constrained nonlinear optimization problems. We consider formulations with nonlinear objectives based on the equivalent uniform dose (EUD), with bound constraints on the beamlet weights, and describe fast, flexible variants of the two-metric gradient-projection approach for solving them efficiently and in a mathematically sound manner. We conclude that an approach that calculates the Newton component of the step iteratively, by means of the conjugate-gradient algorithm and an implicit representation of the Hessian matrix, is most effective. We also present an efficient heuristic for obtaining an approximate solution with a smoother distribution of beamlet weights. The effectiveness of the methods is verified by testing on a medium-scale clinical case
Availability note (English)
Available online at http://stacks.iop.org/0031-9155/50/5357/pmb5_22_010.pdf or at the Web site for the journal Physics in Medicine and Biology (ISSN 1361-6560) http://www.iop.org/Additional details
Identifiers
- URL
- http://stacks.iop.org/0031-9155/50/5357/pmb5_22_010.pdf;
- DOI
- 10.1088/0031-9155/50/22/010;
- PII
- S0031-9155(05)03217-3;
Publishing Information
- Journal Title
- Physics in Medicine and Biology
- Journal Volume
- 50
- Journal Issue
- 22
- Journal Page Range
- p. 5357-5379
- ISSN
- 0031-9155
- CODEN
- PHMBA7
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 37048569
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ALGORITHMS; OPTIMIZATION; RADIATION DOSES; RADIOTHERAPY; SOUND WAVES; TESTING
- Descriptors DEC
- DOSES; MATHEMATICAL LOGIC; MEDICINE; NUCLEAR MEDICINE; RADIOLOGY; THERAPY