TY - JOUR 
A1 - Navarro Hellín, Honorio
AU - Martínez del Rincón, Jesús
AU - Domingo Miguel, Rafael
AU - Soto Vallés, Fulgencio
AU - Torres Sánchez, Roque
T1 - A decision support system for managing irrigation in agriculture
Y1 - 2016
SN - 0168-1699
UR - http://hdl.handle.net/10317/5809
AB - In this paper, an automatic Smart Irrigation Decision Support System, SIDSS, is proposed to manage
irrigation in agriculture. Our system estimates the weekly irrigations needs of a plantation, on the basis
of both soil measurements and climatic variables gathered by several autonomous nodes deployed in
field. This enables a closed loop control scheme to adapt the decision support system to local perturbations
and estimation errors. Two machine learning techniques, PLSR and ANFIS, are proposed as reasoning
engine of our SIDSS. Our approach is validated on three commercial plantations of citrus trees located in
the South-East of Spain. Performance is tested against decisions taken by a human expert
KW - Producción Vegetal
KW - Decision support system
KW - Water optimisation
KW - Machine learning
KW - Irrigation
KW - 5102.01 Agricultura
LA - eng
PB - Elsevier
ER -