CONSTRAINED SIMULATED ANNEALING FOR OPTIMIZED RADIATION-THERAPY TREATMENT PLANNING

被引:27
作者
MORRILL, SM
LANE, RG
ROSEN, II
机构
[1] Department of Radiation Therapy, The University of Texas Medical Branch, Galveston, TX
关键词
RADIATION THERAPY; TREATMENT PLANNING; OPTIMIZATION; SIMULATION; TISSUE COMPLICATION PROBABILITIES;
D O I
10.1016/0169-2607(90)90035-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A variation of simulated annealing optimization called 'constrained simulated annealing' is used with a simple annealing schedule to automatically optimize beam weights and beam angles in radiation therapy treatment planning. This optimization technique permits the straightforward utilization of any objective function and any set of dose constraints, even those described by non-analytic functions. Constrained simulated annealing is demonstrated using an objective function which minimizes the probability of normal tissue complications subject to the constraint that the entire target volume receive a tumoricidal dose within specified maximum and minimum limits. Target volume dose constraints are determined by points located on the perimeter of the target volume. Probabilities of normal tissue complication are based on published normal tissue complication probability functions and computed from dose-volume histograms calculated on points spread throughout the normal anatomy.
引用
收藏
页码:135 / 144
页数:10
相关论文
共 30 条
[1]   METHOD OF LINEAR PROGRAMMING APPLIED TO RADIATION TREATMENT PLANNING [J].
BAHR, GK ;
KEREIAKES, JG ;
HORWITZ, H ;
FINNEY, R ;
GALVIN, J ;
GOODE, K .
RADIOLOGY, 1968, 91 (04) :686-+
[2]   GRADIENT METHOD OF OPTIMIZING EXTERNAL-BEAM RADIOTHERAPY TREATMENT [J].
COOPER, REM .
RADIOLOGY, 1978, 128 (01) :235-243
[3]  
Corey E. M., 1989, Computers in Physics, V3, P33
[4]  
CUNNINGHAM J R, 1972, Computer Programs in Biomedicine, V2, P192, DOI 10.1016/0010-468X(72)90029-3
[5]   SCATTER-AIR RATIOS [J].
CUNNINGHAM, JR .
PHYSICS IN MEDICINE AND BIOLOGY, 1972, 17 (01) :42-+
[6]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[7]   SEMIAUTOMATIC OPTIMIZATION OF EXTERNAL BEAM RADIATION TREATMENT PLANNING [J].
HODES, L .
RADIOLOGY, 1974, 110 (01) :191-196
[8]   OPTIMIZATION OF X-RAY TREATMENT PLANNING BY COMPUTER JUDGEMENT [J].
HOPE, CS ;
LAURIE, J ;
ORR, JS ;
HALNAN, KE .
PHYSICS IN MEDICINE AND BIOLOGY, 1967, 12 (04) :531-&
[9]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[10]   OPTIMIZATION OF BEAM WEIGHTS UNDER DOSE-VOLUME RESTRICTIONS [J].
LANGER, M ;
LEONG, J .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1987, 13 (08) :1255-1260