Sm. Morrill et al., VERY FAST SIMULATED REANNEALING IN RADIATION-THERAPY TREATMENT PLAN OPTIMIZATION, International journal of radiation oncology, biology, physics, 31(1), 1995, pp. 179-188
Citations number
21
Categorie Soggetti
Oncology,"Radiology,Nuclear Medicine & Medical Imaging
Purpose: Very Fast Simulated Reannealing is a relatively new (1989) an
d sophisticated algorithm for simulated annealing applications. It off
ers the advantages of annealing methods while requiring shorter execut
ion times. The purpose of this investigation was to adapt Very Past Si
mulated Reannealing to conformal treatment planning optimization. Meth
ods and Materials: We used Very Fast Simulated Reannealing to optimize
treatments for three clinical cases with two different cost functions
. The first cost function was linear (minimum target dose) with nonlin
ear dose-volume normal tissue constraints. The second cost function (p
robability of uncomplicated local control) was a weighted product of n
ormal tissue complication probabilities and the tumor control probabil
ity. Results: For the cost functions used in this study, the Very Fast
Simulated Reannealing algorithm achieved results within 5-10% of the
final solution (100,000 iterations) after 1000 iterations and within 3
-5% of the final solution after 5000-10000 iterations. These solutions
were superior to those produced by a conventional treatment plan base
d on an analysis of the resulting dose-volume histograms. However, thi
s technique is a stochastic method and results vary in a statistical m
anner. Successive solutions may differ by up to 10%. Conclusion: Very
Fast Simulated Reannealing, with modifications, is suitable for radiat
ion therapy treatment planning optimization. It produced results withi
n 3-10% of the optimal solution, produced using another optimization a
lgorithm (Mixed Integer Programming), in clinically useful execution t
imes.