Gm. Cattaneo et al., OPTIMIZING THE MOVEMENT OF A SINGLE ABSORBER FOR 1D NONUNIFORM DOSE DELIVERY BY (FAST) SIMULATED ANNEALING, Physics in medicine and biology, 42(1), 1997, pp. 107-121
A new simplified technique for 1D non-uniform dose delivery using a si
ngle dynamic absorber, driven by a computer system, has been recently
proposed together with a simple analytic algorithm. This technique use
s an optimized 'stepped' absorber's speed profile and the generated fl
uence profile is an approximation of the desired radiation beam. In th
e case of non-uniform beam profiles with multiple maxima/minima, the o
riginal proposed 'stepping algorithm' has some limitations and produce
s a too rough approximation of the desired profiles. In order to incre
ase the agreement between desired and generated profiles, more sophist
icated optimization schemes are required. In this paper we have applie
d a variant of simulated annealing (SA) as a statistical optimization
algorithm to further investigate the possibilities and the limits of t
he single-absorber technique in the field of 1D intensity modulation.
In the current application the cost function used is the mean square r
oot of the percentage differences between desired and generated profil
es, the absorber's resting times have been chosen as optimization vari
ables and at each iteration just one variable is randomly changed, add
ing an incremental 'grain'. A Cauchy generating function is used, diff
erent cooling schedules are evaluated; constraints related to our appa
ratus are introduced and starting annealing parameters are set after s
ome initial optimization tests. The method is tested in reproducing th
eoretical non-uniform beams, by comparing desired modulated fluence pr
ofiles with calculated fluence profiles obtainable with the single abs
orber after the derivation of optimized speed profiles by the proposed
SA approach. The results of these simulations show that the applicati
on of the SA method optimizes the single absorber's performance and th
at clinically important modulated beams useful for conformal radiother
apy can be accurately reproduced.