Multisensor device based on Case-Based Reasoning (CBR) for monitoring nutrient solutions in fertigation

Sensors and Actuators, B: Chemical

Volumn 135, Issue 2, 2009, Pages 530-536

  Darder, Margarita ^a   Valera, Andrés ^a   Nieto, Ernesto ^a   Colilla, Montserrat ^a   Fernández, Carlos J ^b   Romero Aranda, Remedios ^c   Cuartero, Jesús ^c   Ruiz Hitzky, Eduardo ^a  

^a INSTITUTO DE CIENCIA DE MATERIALES DE MADRID   (Spain)

^b UNIVERSIDAD COMPLUTENSE DE MADRID   (Spain)

^c CSIC   (Spain)

Author keywords

Case Based Reasoning (CBR); Chitosan clay nanocomposite; Electronic tongue; Modified electrodes; Multisensor system; Potentiometric sensors

Indexed keywords

AMINES; BITS; CHITIN; CHITOSAN; CLAY MINERALS; ELECTRODES; NANOCOMPOSITES; PATTERN RECOGNITION; POTENTIOMETERS (ELECTRIC MEASURING INSTRUMENTS); POTENTIOMETRIC SENSORS; SENSORS;

CASE-BASED REASONING (CBR); COMPLEX SOLUTIONS; ELECTRONIC TONGUE; FERTIGATION; GREENHOUSE CROPS; MODIFIED ELECTRODES; MULTISENSOR; MULTISENSOR SYSTEM; NUTRIENT SOLUTIONS; PATTERN RECOGNITION TECHNIQUES; SENSORS- ARRAYS;

CASE BASED REASONING;

EID: 57949104791     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2008.09.034     Document Type: Article

References (25)

1. Savvas D., and Manos G. Automated composition control of nutrient solution in closed soilless culture systems. J. Agric. Eng. Res. 73 (1999) 29-33
2. Lykas C., Katsoulas N., Giaglaras P., and Kittas C. Electrical conductivity and pH prediction in a recirculated nutrient solution of a greenhouse soilless rose crop. J. Plant Nutr. 29 (2006) 1585-1599
3. Fertigation, http://www.itc.es/fertigation.htm.
4. ®, http://www.hannainst.com.
5. 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
6. Lemos S.G., Nogueira A.R.A., Torre-Neto A., Parra A., and Alonso J. Soil calcium and pH monitoring sensor system. J. Agric. Food Chem. 55 (2007) 4658-4663
7. Gieling Th.H., van Straten G., Janssen H.J.J., and Wouters H. ISE and chemfet sensors in greenhouse cultivation. Sens. Actuators, B: Chem. 105 (2005) 74-80
8. Gutiérrez M., Alegret S., Cáceres R., Casadesús J., Marfà O., and del Valle M. Application of a potentiometric electronic tongue to fertigation strategy in greenhouse cultivation. Comput. Electron. Agric. 57 (2007) 12-22
9. Legin A., Rudnitskaya A., and Vlasov Y. Electronic tongues: sensors, systems, applications. Sens. Update 10 (2002) 143-188
10. Winquist F., Krantz-Rülcker C., and Lundström I. In: Pearce T.C., Schiffman S.S., Nagle H.T., and Gardner J.W. (Eds). Handbook of Machine Olfaction: Electronic Nose Technology (2003), Wiley-VCH, Weinheim 267-291 Chapter 11
11. Vlasov Y., Legin A., Rudnitskaya A., Di Natale C., and D'Amico A. Nonspecific sensor arrays ("electronic tongue") for chemical analysis of liquids (IUPAC Technical Report). Pure Appl. Chem. 77 (2005) 1965-1983
12. Deisingh A.K., Stone D.C., and Thompson M. Applications of electronic noses and tongues in food analysis. Int. J. Food Sci. Technol. 39 (2004) 587-604
13. Colilla M., Fernández C.J., and Ruiz-Hitzky E. Case-based reasoning (CBR) for multicomponent analysis using sensor arrays: application to water quality evaluation. Analyst 127 (2002) 1580-1582
14. Moreno L., Merlos A., Abramova N., Jiménez C., and Bratov A. Multi-sensor array used as an "electronic tongue" for mineral water analysis. Sens. Actuators, B: Chem. 116 (2006) 130-134
15. Vlasov Y., Legin A., and Rudnitskaya A. Electronic tongues and their analytical application. Anal. Bioanal. Chem. 373 (2002) 136-146
16. Riul A., de Sousa H.C., Malmegrim R.R., dos Santos D.S., Carvalho A.C.P.L.F., Fonseca F.J., Oliveira O.N., and Mattoso L.H.C. Wine classification by taste sensors made from ultra-thin films and using neural networks. Sens. Actuators, B: Chem. 98 (2004) 77-82
17. Ciosek P., Augustyniak E., and Wróblewski W. Polymeric membrane ion-selective and cross-sensitive electrode-based electronic tongue for qualitative analysis of beverages. Analyst 129 (2004) 639-644
18. Ciosek P., and Wróblewski W. The recognition of beer with flow-through sensor array based on miniaturized solid-state electrodes. Talanta 69 (2006) 1156-1161
19. Darder M., Colilla M., and Ruiz-Hitzky E. Biopolymer-clay nanocomposites based on chitosan intercalated in montmorillonite. Chem. Mater. 15 (2003) 3774-3780
20. Darder M., Colilla M., and Ruiz-Hitzky E. Chitosan-clay nanocomposites: application as electrochemical sensors. Appl. Clay Sci. 28 (2005) 199-208
21. Kolodner J. Case-Based Reasoning (1993), Morgan Kaufmann Publishers, Inc., San Mateo
22. F. Cánovas, In: F. Nuez (Ed.), El cultivo del tomate, Ed. Mundi-Prensa, Madrid, 1995, Ch. 7, pp. 227-254.
23. Ciosek P., Brzózka Z., and Wróblewski W. Classification of beverages using a reduced sensor array. Sens. Actuators, B: Chem. 103 (2004) 76-83
24. Holmberg M., and Artursson T. In: Pearce T.C., Schiffman S.S., Nagle H.T., and Gardner J.W. (Eds). Handbook of Machine Olfaction: Electronic Nose Technology (2003), Wiley-VCH, Weinheim 325-346 Chapter 13
25. Holmin S., Krantz-Rülcker C., Lundström I., and Winquist F. Drift correction of electronic tongue responses. Meas. Sci. Technol. 12 (2001) 1348-1354