Abstract This paper presents the development of multi-objective Genetic Algorithms to optimize chlorination design and management in drinking water networks (DWN). Three objectives have been considered: the improvement of the chlorination uniformity (healthy objective). the minimization of chlorine booster stations number. and the injected chlorine mass (economic objectives). https://www.tourettebrewing.com/