Application of a potentiometric electronic tongue to fertigation strategy in greenhouse cultivation

• Published in: Computers and electronics in agriculture 2007-05, Vol.57 (1), p.12-22
• Main Authors: Gutiérrez, M., Alegret, S., Cáceres, R., Casadesús, J., Marfà, O., del Valle, M.
• Format: Article
• Language: English
• Subjects: Agronomy. Soil science and plant productions; Artificial neural networks; Biological and medical sciences; Electronic tongue; Fertigation; Fundamental and applied biological sciences. Psychology; General agronomy. Plant production; neural networks; potentiometers; Potentiometric sensors; Protected cultivation; sensors; Soilless culture; Soilless cultures. Co2 fertilization; Soilless cultures. Protected cultivation
• ISSN: 0168-1699; 1872-7107
• DOI: 10.1016/j.compag.2007.01.012

The use of an electronic tongue is proposed for the first time in the supervision of the nutrient solution composition produced by a fertigation system. This new approach in chemical analysis consists of an array of non-specific sensors coupled with a multivariate calibration tool. For the studied case, the proposed system was formed by a sensor array of eight potentiometric sensors based on polymeric (PVC) membranes. The subsequent cross-response processing was based on a multilayer artificial neural network (ANN) model. This model predicted the concentration values of ammonium, potassium and nitrate, and the undesired saline sodium and chloride compounds in nutrient solution, drainage solution and tap water, departing from the information supplied by the sensor array plus temperature. Results showed good prediction ability for the different chemical species except for chloride, where the strong interfering effects of nitrate could not be balanced. The approach appears as a feasible method for the in-line assessment of nutrients and undesired compounds in fertigation solutions.