Final published version
Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Multi-objective optimisation of positively homogeneous functions and an application in radiation therapy
AU - Cabrera G., Guillermo
AU - Ehrgott, Matthias
AU - Mason, Andrew
AU - Philpott, Andy
PY - 2014/6/1
Y1 - 2014/6/1
N2 - Unconstrained multi-objective optimisation problems with p positively homogeneous objective functions are considered. We prove that such problems reduce to multi-objective optimisation problems with p−1 objectives and a single equality constraint. Thus, problems with two objectives can be solved with standard single objective optimisation methods and, for problems with p>2 objectives, we can compute infinitely many efficient solutions by solving a finite number of single objective problems. The proposed procedure is applied on radiotherapy for cancer treatment.
AB - Unconstrained multi-objective optimisation problems with p positively homogeneous objective functions are considered. We prove that such problems reduce to multi-objective optimisation problems with p−1 objectives and a single equality constraint. Thus, problems with two objectives can be solved with standard single objective optimisation methods and, for problems with p>2 objectives, we can compute infinitely many efficient solutions by solving a finite number of single objective problems. The proposed procedure is applied on radiotherapy for cancer treatment.
KW - Multi-objective optimisation
KW - Positively homogeneous function
KW - Intensity modulated radiation therapy
KW - Generalised equivalent uniform dose
U2 - 10.1016/j.orl.2014.04.007
DO - 10.1016/j.orl.2014.04.007
M3 - Journal article
VL - 42
SP - 268
EP - 272
JO - Operations Research Letters
JF - Operations Research Letters
SN - 0167-6377
IS - 4
ER -