A methodology is developed for deriving robust operating rules for the inte
rim control of a multipurpose reservoir. The methodology includes the gener
ation of policies using optimisation models, the derivation of robust opera
ting rules using artificial neural networks and the evaluation of the ident
ified policies through simulation. The approach developed is demonstrated t
hrough an application to the Kirazdere Reservoir located on the Kiraz River
in Turkey.