Technical Papers
Dec 24, 2014

New Adaptive Hybrid-Automatic Irrigation Control System for Soilless Culture

Publication: Journal of Irrigation and Drainage Engineering
Volume 141, Issue 7

Abstract

In soilless culture, irrigation scheduling is an important and difficult task, as water and nutrients must be frequently and precisely applied, due to the reduced volume and low water holding capacity of most of the substrates. This paper describes an efficient control system for irrigation management of soilless culture based on an irrigation tray and a new adaptive hybrid automatic irrigation control algorithm. The proposed irrigation scheduling criteria are based on applying constant amounts in every irrigation application and variable timing as a function of crop water consumption. The control system analyzes the water balance in the control tray from the information provided by the sensors on the measured inputs and outputs of water from the tray. A hybrid algorithm composed of two stages is proposed. An estimation of the irrigation interval between irrigations is made by using an average daily crop water uptake pattern obtained from the feedback information of the tray. Short-term variations of the crop water uptake from the average daily pattern are adjusted by applying a proportional-integral (PI) controller. A field test was conducted to assess the performance of the proposed control system. The irrigation controller performed reasonably well as it fitted the leaching fraction for most of the irrigation events to the target value and its productive results were comparable to the ones obtained in a radiation-based control treatment.

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Acknowledgments

The writers acknowledge the support of the Spanish Ministry for Science and Innovation (under Contracts CTM2007-66639, CGL2010-21865, and AGL2010-18391), and the General Direction of Superior Technology Education (DGEST) of the Government of Mexico and the Technological Institute of Roque (Mexico).

References

Bonachela, S., González, A. M., and Fernández, M. D. (2006). “Irrigation scheduling of plastic greenhouse vegetable crops based on historical weather data.” Irrig. Sci., 25(1), 53–62.
Cáceres, R., Casadesús, J., and Marfa, O. (2007). “Adaptation of an automatic irrigation-control tray system for outdoor nurseries.” Biosyst. Eng., 96(3), 419–425.
Camacho, E., Pérez-Lucena, C., Roldán-Cañas, J., and Alcaide, M. (1997). “IPE: Model for management and control of furrow irrigation in real time.” J. Irrig. Drain. Eng., 264–269.
Car, N. J., Christen, E. W., Hornbuckle, J. W., and Moore, G. A. (2012). “Using a mobile phone short messaging service (SMS) for irrigation scheduling in Australia—Farmers’ participation and utility evaluation.” Comput. Electron. Agric., 84, 132–143.
Carmassi, G., Incrocci, L., Maggini, R., Malorgio, F., Tognoni, F., and Pardossi, A. (2007). “An aggregated model for water requirements of greenhouse tomato grown in closed rockwool culture with saline water.” Agric. Water Manage., 88(1–3), 73–82.
Cockshull, K. E. (1998). “Plant responses and adaptation to water issues in the greenhouse environment.” Acta Hortic., 458(1), 201–206.
Davis, S., and Dukes, M. (2014a). “Irrigation of residential landscapes using the Toro Intelli-Sense controller in southwest Florida.” J. Irrig. Drain Eng., 04013020.
Davis, S., and Dukes, M. (2014b). “Methodologies for successful implementation of smart irrigation controllers.” J. Irrig. Drain Eng., 04014055.
Gallardo, M., et al. (2009). “Simulation of transpiration, drainage, N uptake, nitrate leaching, and N uptake concentration in tomato grown in open substrate.” Agric. Water Manage., 96(12), 1773–1784.
Kuehl, R. O. (2000). Design of experiments: Statistical principles of research design and analysis, Duxbury Press, New York.
Lizárraga, A., Boesveld, H., Huibers, F., and Robles, C. (2003). “Evaluating irrigation scheduling of hydroponic tomato in Navarra, Spain.” Irrig. Drain., 52(2), 177–188.
Massa, D., et al. (2011). “Simulation of crop water and mineral relations in greenhouse soilless culture.” Environ. Modell. Softw., 26(6), 711–722.
Massa, D., Incrocci, L., Maggini, R., Carmassi, G., Campiotti, C. A., and Pardossi, A. (2010). “Strategies to decrease water drainage and nitrate emission from soilless cultures of greenhouse tomato.” Agric. Water Manage., 97(7), 971–980.
Medrano, E., Lorenzo, P., Sánchez, M. C., and Montero, J. I. (2005). “Evaluation and modelling of greenhouse cucumber-crop transpiration under high and low radiation conditions.” Sci. Hortic., 105(2), 163–175.
Montesinos, P., Camacho, E., and Álvarez, S. (2002). “Application of genetic algorithms for optimal seasonal furrow irrigation.” J. Hydroinf., 4(3), 145–156.
Nemali, K. S., Montesano, F., Dove, S. K., and Van Iersel, M. W. (2007). “Calibration and performance of moisture sensors in soilless substrates: ECH2O and theta probes.” Sci. Hortic., 112(2), 227–234.
Nixon, J. B., Dandy, G. C., and Simpson, A. R. (2001). “A genetic algorithm for optimizing off-farm irrigation scheduling.” J. Hydroinf., 3(1), 11–22.
Orgaz, F., Fernández, M. D., Bonachela, S., Gallardo, M., and Fereres, E. (2005). “Evapotranspiration of horticultural crops in an unheated plastic greenhouse.” Agric. Water Manage., 72(2), 81–96.
Rodríguez, D., Reca, J., Martínez, J., Lao, M. T., and Urrestarazu, M. (2014). “Effect of controlling the leaching fraction on the fertigation and production of a tomato crop under soilless culture.” Sci. Hortic., 179, 153–157.
Rodríguez, D., Reca, J., Martínez, J., López-Luque, R., and Urrestarazu, M. (2015). “Development of a new control algorithm for automatic irrigation scheduling in soilless culture.” Appl. Math. Inf. Sci., 9(1), 47–56.
Sánchez, M. C., Lorenzo, P., Medrano, E., Baille, A., and Castilla, N. (2009). “Effects of EC-based irrigation scheduling and CO2 enrichment on water use efficiency of a greenhouse cucumber crop.” Agric. Water Manage., 96(3), 429–436.
Schütze, N., de Paly, M., and Shamir, U. (2012). “Novel simulation-based algorithms for optimal open-loop and closed-loop scheduling of deficit irrigation systems.” J. Hydroinf., 14(1), 136–151.
Sigrimis, N., Arvanitis, K. G., Pasgianos, G. D., and Ferentinos, K. (2001). “Hydroponics water management using adaptive scheduling with an on-line optimizer.” Comput. Electron. Agric., 31(1), 31–46.
Sinclair, T. R., Tanner, C. B., and Bennett, J. M. (1984). “Water-use efficiency in crop production.” BioScience, 34(1), 36–40.
Sonneveld, C. (2000). “Effect of salinity on substrate grown vegetables and ornamentals in greenhouse horticulture.” Ph.D. thesis, Wageningen Univ., Wageningen, Netherlands.
Sonneveld, C., and Voogt, W. (2009). Plant nutrition of greenhouse crops, Springer, New York.
Stanghellini, C. (1987). “Transpiration of greenhouse crops: An aid to climate management.” Ph.D. thesis, Wageningen Agricultural Univ., Wageningen, Netherlands.
Statgraphics Centurion XVI [Computer software]. Warrenton, VA, Statpoint Technologies.
Urrestarazu, M. (2004). Tratado de cultivos sin suelo, Mundi-Prensa, Madrid, Spain.
Visual Basic version 6.0 [Computer software]. Redmond, Microsoft.
Winsor, C. P. (1932). “The Gompertz curve as a growth curve.” Proc. Natl. Acad. Sci., 18(1), 1–8.

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Published In

Go to Journal of Irrigation and Drainage Engineering
Journal of Irrigation and Drainage Engineering
Volume 141Issue 7July 2015

History

Received: Sep 24, 2014
Accepted: Nov 14, 2014
Published online: Dec 24, 2014
Discussion open until: May 24, 2015
Published in print: Jul 1, 2015

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Authors

Affiliations

Daniel Rodríguez [email protected]
Assistant Professor, Technical Institute of Roque, km. 8 Carretera Celaya-Juventino Rosas, C P. 38110, Celaya, Guanajuato, México. E-mail: [email protected]
Associate Professor, Dept. of Engineering, Univ. of Almería, 04120 Almería, Spain (corresponding author). E-mail: [email protected]
Juan Martínez [email protected]
Associate Professor, Dept. of Engineering, Univ. of Almería, 04120 Almería, Spain. E-mail: [email protected]
Miguel Urrestarazu [email protected]
Associate Professor, Dept. of Agronomy, Univ. of Almería, 04120 Almería, Spain. E-mail: [email protected]

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