Soil moisture regulation of agro-hydrological systems using zone model predictive control

•A method to identify a linear parameter varying model between irrigation amount and root zone soil moisture.•An approach to design state and disturbance observers based on the LPV model.•A zone model predictive control with asymmetric zone tracking cost.•Extensive simulations that demonstrate the efficiency of the proposed methods in water conservation.