Water distribution network calibration is mathematically unsolvable. Then, trial and error, optimization and artificial intelligence methods have been used to solve it. Artificial intelligence has given some effectiveness. However, some artificial intelligence methods are too slow, static or hard to adapt to changes in problem, etc. Therefore, some experiments are proposed to determine advantages and disadvantages of each AI method used to calibrate water distribution networks.