A new model for water balance estimation on lettuce crops using effective diameter obtained with image analysis

作者: J.M. González-Esquiva , G. García-Mateos , D. Escarabajal-Henarejos , J.L. Hernández-Hernández , A. Ruiz-Canales

DOI: 10.1016/J.AGWAT.2016.11.019

关键词:

摘要: Digital processing and analysis of vegetation cover images allow a precise calculation some parameters related to crop development, which are linked the estimation irrigation requirements plants. In this paper, new methodology for visual monitoring horticultural crops computation corresponding water needs is presented. The proposed approach based on concept effective diameter, defined as equivalent diameter plant biomass seen from top view. It has been applied ‘Little Gem’ lettuce crop. percentage green (PGC), computed by means digital captured coverage images, used provide accurate estimates Then, value can be precisely with important in agronomy such root depth, height plants, coefficient Kc. Since Kc an essential parameter most existing methodologies balance estimation, extensive comparative study accuracy respect two alternative methods conducted. first PGC density data, while second exclusively image analysis. method behaved significantly better all cases, yielding determination, R2, actual values obtained Bowen station always above 0.95, maximum relative error only 2.1%. Moreover, also produced depth R2 0.986 below 9%. This not leads reduction consumption compared traditional methods, but it simplifies required computations field equipment.

参考文章(19)
Richard G. Allen, Dirk Raes, Martin Smith, Luis S. Pereira, Crop evapotranspiration : guidelines for computing crop water requirements FAO Irrigation and Drainage Paper (FAO). ,(1998)
N. Sánchez, J. Martínez-Fernández, J. González-Piqueras, M.P. González-Dugo, G. Baroncini-Turrichia, E. Torres, A. Calera, C. Pérez-Gutiérrez, Water balance at plot scale for soil moisture estimation using vegetation parameters Agricultural and Forest Meteorology. ,vol. 166-167, pp. 1- 9 ,(2012) , 10.1016/J.AGRFORMET.2012.07.005
M. Novello, I. Damião Soares, J. Tiomno, Geodesic motion and confinement in Gödel's universe Physical Review D. ,vol. 27, pp. 779- 788 ,(1983) , 10.1103/PHYSREVD.27.779
Daniel G. Fernández-Pacheco, David Escarabajal-Henarejos, Antonio Ruiz-Canales, Julián Conesa, Jose M. Molina-Martínez, A digital image-processing-based method for determining the crop coefficient of lettuce crops in the southeast of Spain ☆ Biosystems Engineering. ,vol. 117, pp. 23- 34 ,(2014) , 10.1016/J.BIOSYSTEMSENG.2013.07.014
Saeid Rahimi, Mohammad Ali Gholami Sefidkouhi, Mahmoud Raeini-Sarjaz, Mohammad Valipour, Estimation of actual evapotranspiration by using MODIS images (a case study: Tajan catchment) Archives of Agronomy and Soil Science. ,vol. 61, pp. 695- 709 ,(2015) , 10.1080/03650340.2014.944904
R. López-Urrea, F. Martín de Santa Olalla, A. Montoro, P. López-Fuster, Single and dual crop coefficients and water requirements for onion (Allium cepa L.) under semiarid conditions Agricultural Water Management. ,vol. 96, pp. 1031- 1036 ,(2009) , 10.1016/J.AGWAT.2009.02.004
D. Escarabajal-Henarejos, J.M. Molina-Martínez, D.G. Fernández-Pacheco, F. Cavas-Martínez, G. García-Mateos, Digital photography applied to irrigation management of Little Gem lettuce Agricultural Water Management. ,vol. 151, pp. 148- 157 ,(2015) , 10.1016/J.AGWAT.2014.08.009
Cort J. Willmott, Some Comments on the Evaluation of Model Performance Bulletin of the American Meteorological Society. ,vol. 63, pp. 1309- 1313 ,(1982) , 10.1175/1520-0477(1982)063<1309:SCOTEO>2.0.CO;2
Richard G. Allen, Luis S. Pereira, Estimating crop coefficients from fraction of ground cover and height Irrigation Science. ,vol. 28, pp. 17- 34 ,(2009) , 10.1007/S00271-009-0182-Z