This paper aims at improving the operation of water distribution networks (WDN) by developing a leak monitoring framework. To do that, an online statistical hypothesis test based on detection is proposed. The developed technique, so-called exponentially weighted reduced kernel generalized likelihood ratio (EW-ORKGLRT), addressed so that modeling phase performed using principal component analysi...