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Simulation of transpiration, drainage, N uptake, nitrate leaching, and N uptake concentration in tomato grown in open substrate

Author

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  • Gallardo, M.
  • Thompson, R.B.
  • Rodríguez, J.S.
  • Rodríguez, F.
  • Fernández, M.D.
  • Sánchez, J.A.
  • Magán, J.J.

Abstract

Free-drainage or "open" substrate system used for vegetable production in greenhouses is associated with appreciable NO3- leaching losses and drainage volumes. Simulation models of crop N uptake, N leaching, water use and drainage of crops in these systems will be useful for crop and water resource management, and environmental assessment. This work (i) modified the TOMGRO model to simulate N uptake for tomato grown in greenhouses in SE Spain, (ii) modified the PrHo model to simulate transpiration of tomato grown in substrate and (iii) developed an aggregated model combining TOMGRO and PrHo to calculate N uptake concentrations and drainage NO3- concentration. The component models simulate NO3--N leached by subtracting simulated N uptake from measured applied N, and drainage by subtracting simulated transpiration from measured irrigation. Three tomato crops grown sequentially in free-draining rock wool in a plastic greenhouse were used for calibration and validation. Measured daily transpiration was determined by the water balance method from daily measurements of irrigation and drainage. Measured N uptake was determined by N balance, using data of volumes and of concentrations of NO3- and NH4+ in applied nutrient solution and drainage. Accuracy of the two modified component models and aggregated model was assessed by comparing simulated to measured values using linear regression analysis, comparison of slope and intercept values of regression equations, and root mean squared error (RMSE) values. For the three crops, the modified TOMGRO provided accurate simulations of cumulative crop N uptake, (RMSE=6.4, 1.9 and 2.6% of total N uptake) and NO3--N leached (RMSE=11.0, 10.3, and 6.1% of total NO3--N leached). The modified PrHo provided accurate simulation of cumulative transpiration (RMSE=4.3, 1.7 and 2.4% of total transpiration) and cumulative drainage (RMSE=13.8, 6.9, 7.4% of total drainage). For the four cumulative parameters, slopes and intercepts of the linear regressions were mostly not statistically significant (P

Suggested Citation

  • Gallardo, M. & Thompson, R.B. & Rodríguez, J.S. & Rodríguez, F. & Fernández, M.D. & Sánchez, J.A. & Magán, J.J., 2009. "Simulation of transpiration, drainage, N uptake, nitrate leaching, and N uptake concentration in tomato grown in open substrate," Agricultural Water Management, Elsevier, vol. 96(12), pages 1773-1784, December.
  • Handle: RePEc:eee:agiwat:v:96:y:2009:i:12:p:1773-1784
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    References listed on IDEAS

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    1. Magán, J.J. & Gallardo, M. & Thompson, R.B. & Lorenzo, P., 2008. "Effects of salinity on fruit yield and quality of tomato grown in soil-less culture in greenhouses in Mediterranean climatic conditions," Agricultural Water Management, Elsevier, vol. 95(9), pages 1041-1055, September.
    2. Orgaz, F. & Fernandez, M.D. & Bonachela, S. & Gallardo, M. & Fereres, E., 2005. "Evapotranspiration of horticultural crops in an unheated plastic greenhouse," Agricultural Water Management, Elsevier, vol. 72(2), pages 81-96, March.
    3. Thompson, R.B. & Martinez-Gaitan, C. & Gallardo, M. & Gimenez, C. & Fernandez, M.D., 2007. "Identification of irrigation and N management practices that contribute to nitrate leaching loss from an intensive vegetable production system by use of a comprehensive survey," Agricultural Water Management, Elsevier, vol. 89(3), pages 261-274, May.
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    1. Pedro Garcia-Caparros & Juana Isabel Contreras & Rafael Baeza & Maria Luz Segura & Maria Teresa Lao, 2017. "Integral Management of Irrigation Water in Intensive Horticultural Systems of Almería," Sustainability, MDPI, vol. 9(12), pages 1-21, December.
    2. Liang, Hao & Lv, Haofeng & Batchelor, William D. & Lian, Xiaojuan & Wang, Zhengxiang & Lin, Shan & Hu, Kelin, 2020. "Simulating nitrate and DON leaching to optimize water and N management practices for greenhouse vegetable production systems," Agricultural Water Management, Elsevier, vol. 241(C).
    3. Sun, Yuan & Zhang, Jing & Wang, Hongyuan & Wang, Ligang & Li, Hu, 2019. "Identifying optimal water and nitrogen inputs for high efficiency and low environment impacts of a greenhouse summer cucumber with a model method," Agricultural Water Management, Elsevier, vol. 212(C), pages 23-34.
    4. Massa, D. & Incrocci, L. & Maggini, R. & Carmassi, G. & Campiotti, C.A. & Pardossi, A., 2010. "Strategies to decrease water drainage and nitrate emission from soilless cultures of greenhouse tomato," Agricultural Water Management, Elsevier, vol. 97(7), pages 971-980, July.
    5. Puccinelli, Martina & Carmassi, Giulia & Pardossi, Alberto & Incrocci, Luca, 2023. "Wild edible plant species grown hydroponically with crop drainage water in a Mediterranean climate: Crop yield, leaf quality, and use of water and nutrients," Agricultural Water Management, Elsevier, vol. 282(C).
    6. Pérez-Castro, A. & Sánchez-Molina, J.A. & Castilla, M. & Sánchez-Moreno, J. & Moreno-Úbeda, J.C. & Magán, J.J., 2017. "cFertigUAL: A fertigation management app for greenhouse vegetable crops," Agricultural Water Management, Elsevier, vol. 183(C), pages 186-193.
    7. Cedeño, J. & Magán, J.J. & Thompson, R.B. & Fernández, M.D. & Gallardo, M., 2023. "Reducing nutrient loss in drainage from tomato grown in free-draining substrate in greenhouses using dynamic nutrient management," Agricultural Water Management, Elsevier, vol. 287(C).
    8. Blok, Chris & Voogt, Wim & Barbagli, Tommaso, 2023. "Reducing nutrient imbalance in recirculating drainage solution of stone wool grown tomato," Agricultural Water Management, Elsevier, vol. 285(C).
    9. Wang, H. & Sánchez-Molina, J.A. & Li, M. & Berenguel, M. & Yang, X.T. & Bienvenido, J.F., 2017. "Leaf area index estimation for a greenhouse transpiration model using external climate conditions based on genetics algorithms, back-propagation neural networks and nonlinear autoregressive exogenous ," Agricultural Water Management, Elsevier, vol. 183(C), pages 107-115.
    10. Sánchez-Molina, J.A. & Rodríguez, F. & Guzmán, J.L. & Ramírez-Arias, J.A., 2015. "Water content virtual sensor for tomatoes in coconut coir substrate for irrigation control design," Agricultural Water Management, Elsevier, vol. 151(C), pages 114-125.

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