Water distribution network design is a complex multi-objective optimization problem and evolutionary algorithms (MOEAs) such as NSGA II have been widely used to solve this problem. However, networks get larger, struggles find the diverse uniform solutions that are critical in optimization. This research proposes an improved version of uses three new-generation methods target different regions P...