The proposed global solution consists of an early warning Deep Tech platform (MONICAS) that allows the estimation of the physicochemical parameters of water in a NON-INTRUSIVE way, through images of water taken from the outside, without the need for direct contact with it. This project consists of the optimization, development, training, implementation and validation of this Deep Tech early warning platform.