DocumentCode :
2679908
Title :
Approximation and Segment Count Reduction in Intensity Modulated Radiation Therapy
Author :
Gunawardena, Athula D. ; Meyer, Robert R.
Author_Institution :
Dept. of Math. & Comput. Sci., Wisconsin Univ., Whitewater, WI
fYear :
2006
fDate :
8-11 Aug. 2006
Firstpage :
318
Lastpage :
323
Abstract :
For a given mtimesn nonnegative real matrix A, a binary segmentation with 1-norm relative error e is a set of pairs (alpha,S)={(alpha1, S1), (alpha2, S2), ..., (alphak, Sk)}, where each alphai is a positive number and Si is an mtimesn binary matrix, and e=|A-Sigmai k=alphaiSi |1/|A|1 where |A|1 is the 1-norm of a vector which consists of exactly all the entries of the matrix A. Given A and positive scalars gamma, delta, we consider the optimization problem of finding a binary segmentation alphaS that minimizes z=Sigmai k=alphai+gammak+deltae subject to certain constraints on Si. This problem provides a major challenge in preparing a clinically acceptable treatment plan for intensity modulated radiation therapy (IMRT) and is known to be NP-hard. In this paper, we present an effective heuristic algorithm for the above problem with an additional constraint klesK, where K is a given positive integer. Reducing k subject to achieving an acceptable value of e is very desirable in both IMRT and intensity modulated arc therapy (IMAT). Our algorithm can be used as a valuable tool to find a clinically deliverable solution with a tradeoff between these two competing metrics
Keywords :
computational complexity; optimisation; radiation therapy; 1-norm relative error; NP-hard problems; binary matrix; binary segmentation; clinically acceptable treatment planning; heuristic algorithm; intensity modulated arc therapy; intensity modulated radiation therapy; nonnegative real matrix; optimization problem; positive scalars; segment count reduction; Apertures; Biomedical applications of radiation; Computer errors; Computer industry; Constraint optimization; Information systems; Intensity modulation; Medical treatment; Neoplasms; Shape control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial and Information Systems, First International Conference on
Conference_Location :
Peradeniya
Print_ISBN :
1-4244-0322-7
Type :
conf
DOI :
10.1109/ICIIS.2006.365745
Filename :
4216606
Link To Document :
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