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

Computers and Electronics in Agriculture

Volumn 57, Issue 1, 2007, Pages 12-22

  Gutierrez M ^a   Alegret, S ^a   Caceres R ^b   Casadesus J ^b   Marfa O ^b   del Valle, M ^a  

^a UNIVERSITAT AUTÒNOMA DE BARCELONA   (Spain)

^b IRTA   (Spain)

Author keywords

Artificial neural networks; Electronic tongue; Fertigation; Potentiometric sensors; Soilless culture

Indexed keywords

CULTIVATION; ELECTRONIC EQUIPMENT; GREENHOUSE EFFECT; NEURAL NETWORKS;

ELECTRONIC TONGUE; FERTIGATION; SOILLESS CULTURE;

POTENTIOMETRIC SENSORS;

AMMONIUM; ARTIFICIAL NEURAL NETWORK; CALIBRATION; ELECTRONIC EQUIPMENT; FERTILIZER APPLICATION; GREENHOUSE ECOSYSTEM; IRRIGATION; NITRATE; POTASSIUM; SENSOR; SODIUM;

CULTIVATION; ELECTRONIC EQUIPMENT; GREENHOUSE EFFECT; NEURAL NETWORKS; SENSORS;

EID: 33947687190     PISSN: 01681699     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compag.2007.01.012     Document Type: Article

References (29)

1. Alegret S., and Martínez-Fábregas E. Biosensors based on conducting filled polymer all-solid-state PVC matrix membranes electrodes. Biosensors 4 (1989) 287-297
2. Bailey B.J., Haggett B.G.D., Hunter A., Albery W.J., and Svanberg L.R. Monitoring nutrient film solutions using ion-selective electrodes. J. Agric. Eng. Res. 40 (1988) 129-142
3. Baret M., Massart D.L., Fabry P., Conesa F., Eichner C., and Menardo M. Application of neural network calibrations to an halide ISE array. Talanta 51 (2000) 863-877
4. Bos M., Bos A., and Van der Linden W.E. Data processing by neural networks in quantitative chemical analysis. Analyst 118 (1993) 323-328
5. Brun R., Paris I., and Hammelin I. Fertigation management of rose plants grown in greenhouse on rockwool. Adv. Hortic. 7 (1993) 145-148
6. Ciosek P., Brzózka Z., Wróblewski W., Martinelli E., Di Natale C., and D'Amico A. Direct and two-stage data analysis procedures based on PCA, PLS-DA and ANN for ISE-based electronic tongue-effect of supervised feature extraction. Talanta 67 (2005) 590-596
7. Davies O.G., Moody G.J., and Thomas J.D.R. Optimisation of poly(vinyl chloride) matrix membrane ion-selective electrodes for ammonium ions. Analyst 113 (1988) 497-500
8. In: Demuth H., and Beale M. (Eds). Neural Network Toolbox, for Use with MATLAB (1992), Mathworks Inc., Natick, MA
9. Durán, J.M., Navas, L.M., 2000. Monitorización de soluciones nutritivas recirculantes mediante electrodos selectivos de iones. In: Marfà, O. (Ed.), Recirculación en Cultivos sin Suelo. Ediciones de Horticultura S.L., Reus, pp. 39-52.
10. In: Freeman J.A., and Skapura D.M. (Eds). Neural Networks, Algorithms, Applications, and Programming Techniques (1991), Addison-Wesley, Reading, MA
11. Gallardo J., Alegret S., Muñoz R., de Román M., Leija L., Hernández P.R., and del Valle M. An electronic tongue using potentiometric all-solid-state PVC-membrane sensors for the simultaneous quantification of ammonium and potassium ions in water. Anal. Bioanal. Chem. 377 (2003) 248-256
12. Gallardo J., Alegret S., Muñoz R., Leija L., Hernández P.R., and del Valle M. Use of an electronic tongue based on all-solid-state potentiometric sensors for the quantitation of alkaline ions. Electroanalysis 17 (2005) 348-355
13. Gieling T.H., Van Straten G., Janssen H.J.J., and Wouters H. ISE and Chemfet sensors in greenhouse cultivation. Sens. Actuator B: Chem. 105 (2005) 74-80
14. In: Harris D.C. (Ed). Quantitative Chemical Analysis. 5th ed (1998), W.H. Freeman and Company, New York 391-399
15. Hashimoto Y., Morimoto T., Fukuyama T., Watake H., Tamaguchi S., and Kikuchi H. Identification and control of hydroponic system using ion sensors. Acta Hortic. 245 (1989) 490-497
16. Heinen M., and Harmanny K. Evaluation of the performance of ion-selective electrodes in an automated NFT system. Acta Hortic. 304 (1992) 273-280
17. Isildak I., and Asan A. Simultaneous detection of monovalent anions and cations using all solid-state contact PVC membrane anion and cation-selective electrodes as detectors in single column ion chromatography. Talanta 48 (1999) 967-978
18. Kläring H.P. Strategies to control water and nutrient supplies to greenhouse crops. To review. Agronomie 21 (2001) 311-321
19. Legin A., Rudnitskaya A., Vlasov Y., Di Natale C., Mazzone E., and D'Amico A. Application of electronic tongue for qualitative and quantitative analysis of complex liquid media. Sens. Actuator B: Chem. 65 (2000) 232-234
20. Legin A., Makarychev S., Kirsanov D., Mortensen J., and Vlasov Y. Solvent polymeric membranes based on tridodecylmethylammonium chloride studied by potentiometry and electrochemical impedance spectroscopy. Anal. Chim. Acta 514 (2004) 107-113
21. Magalhaes J.M.C.S., and Machado A.A.S.C. Array of potentiometric sensors for the analysis of creatinine in urine simples. Analyst 127 (2002) 1069-1075
22. Marfà, O., 2000. Los cultivos sin suelo desde una perspectiva mediterránea. In: Marfà, O. (Ed.), Recirculación en Cultivos sin Suelo. Ediciones de Horticultura S.L., Reus, pp. 11-20.
23. Pérez-Olmos R., Rios A., Fernández J.R., Lapa R.A.S., and Lima J.L.F.C. Construction and evaluation of ion selective electrodes for nitrate with a summing operational amplifier. Application to tobacco analysis. Talanta 53 (2001) 741-748
24. Savvas D. Automated replenishment of recycled greenhouse effluents with individual nutrients in hydroponics by means of two alternative models. Biosyst. Eng. 83 (2002) 225-236
25. Savvas D., and Manos G. Automated composition control of nutrient solution in closed soilless culture systems. J. Agric. Eng. Res. 73 (1999) 29-33
26. 2+ in water samples. Analyst 123 (1998) 2181-2184
27. Tamura H., Shono T., and Kimura K. Coated wire sodium and potassium selective electrodes based on bis(crown ether) compounds. Anal. Chem. 54 (1982) 1224-1227
28. In: Umezawa Y. (Ed). Handbook of Ion-Selective Electrodes Selectivity Coefficients (1990), CRC Press, Boca Raton, FL
29. Van den Vlekkert H.H., Kouvenhoven J.P.M., and Van Wingerden A.A.M. Application of ISFETs in closed-loop systems for horticulture. Acta Hortic. 304 (1992) 309-320