← Back
Publicaciones

Pulse-based, Periodic MPC for Irrigation in Smart and Sustainable Agriculture

Authors

CÁCERES RODRIGUEZ, GABRIELA BELÉN, PEREIRA MARTÍN, MARIO, MILLÁN GATA, PABLO, Lozano D.

External publication

No

Means

Proc Am Control Conf

Scope

Conference Paper

Nature

Científica

JCR Quartile

SJR Quartile

SJR Impact

0.599

Publication date

05/09/2022

Scopus Id

2-s2.0-85138490840

Abstract

The growing population, together with global warming and the difficulty of accessing water, makes the increase of efficient and sustainable agriculture a priority. Undoubtedly, the recent development of low-cost IoT-based sensors and actuators presents great opportunities in this direction, since these devices can be easily deployed to implement advanced monitoring and irrigation control techniques at a farm scale. This paper proposes a pulse-based, periodic, economic predictive controller. Its goal is to find the irrigation pulse trains that optimize water and energy consumption while ensuring adequate levels of soil moisture for the crops. For this purpose, the developed MPC makes use of soil moisture data at different depths, sent by a set of field sensors, and formulates a constrained optimization problem that takes into account water costs, electricity prices, and an accurate dynamical nonlinear agro-hydrological model. Its performance is tested by simulating real case studies, which show that water and energy consumption can be significantly reduced. © 2022 American Automatic Control Council.

Keywords

Constrained optimization; Costs; Energy utilization; Global warming; Irrigation; Advanced monitoring; Energy-consumption; Irrigation controls; Low-costs; Monitoring control; Sensors and actuators; Smart agricultures; Sustainable agriculture; Water and energies; Water consumption; Soil moisture