C. Cotrutz et al., A multiobjective gradient-based dose optimization algorithm for external beam conformal radiotherapy, PHYS MED BI, 46(8), 2001, pp. 2161-2175
A multiobjective gradient-based algorithm has been developed for the purpos
e of dose distribution optimization in external beam conformal radiotherapy
. This algorithm is based on the concept of gathering the values of all obj
ectives into a single value. The weighting factors of the composite objecti
ve values are varied in different steps, allowing the reconstruction of the
trade-off surfaces (three or more objectives) or curves (two objectives) w
hich define the boundary between the feasible and non-feasible domain regio
ns. The analysis of these curves allows the decision-maker to select the so
lution that best fits the clinical goals. In contrast to all the other algo
rithms, our method provides not a single solution but a sample of solutions
representing all possible clinical importance factors (weights) for the ob
jectives used. The application of this algorithm to two test cases shows th
at a correct selection for the importance factors to multiply the individua
l objectives in the global objective value is not trivial and that the loca
tion and shape of the boundary region between the feasible and non-feasible
solution regions are case dependent. Provided that the individual objectiv
e functions are analytically differentiable and that the number of objectiv
es is the range of two to three, the computation times are acceptable for c
linical use. Furthermore, the optimization for a unique combination of impo
rtance factors within the aggregate objective function is performed in less
than I min.