Photosynthetica, 2015 (vol. 53), issue 3

Photosynthetica 2015, 53(3):342-348 | DOI: 10.1007/s11099-015-0117-2

Simple and accurate allometric model for leaf area estimation in Vitis vinifera L. genotypes

D. Buttaro1, Y. Rouphael2,*, C. M. Rivera3, G. Colla3, M. Gonnella1,*
1 Institute of Sciences of Food Production (CNR-ISPA), Bari, Italy
2 Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
3 Department of Agriculture, Forestry, Nature and Energy, University of Tuscia, Viterbo, Italy

The aim of the present experiment was to evaluate the currently used allometric models for Vitis vinifera L., as well as to develop a simple and accurate model using linear measurements [leaf length (L) and leaf width (W)], for estimating the individual leaf area (LA) of nine grapevine genotypes. For model construction, a total of 1,630 leaves coming from eight genotypes in 2010 was sampled during different leaf developmental stages and encompassed the full spectrum of leaf sizes. The model with single measurement of L could be considered an interesting option because it requires measurement of only one variable, but at the expense of accuracy. To find a model to estimate individual LA accurately for grapevine plants of all genotypes, both measurements of L and W should be involved. The proposed linear model [LA = -0.465 + 0.914 (L × W)] was adopted for its accuracy: the highest coefficient of determination (> 0.98), the smallest mean square error, the smallest prediction sum of squares, and the reasonably close prediction sum of squares value to error sum of squares. To validate the LW model, an independent data set of 200 leaves coming from another genotype in 2011 was used. Correlation coefficients showed that there was a highly reliable relationships between predicted leaf area and the observed leaf area, giving an overestimation of 0.8% in the prediction.

Keywords: estimation model; linear regression; nondestructive method

Received: July 17, 2014; Accepted: December 5, 2014; Published: September 1, 2015Show citation

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Buttaro, D., Rouphael, Y., Rivera, C.M., Colla, G., & Gonnella, M. (2015). Simple and accurate allometric model for leaf area estimation in Vitis vinifera L. genotypes. Photosynthetica53(3), 342-348. doi: 10.1007/s11099-015-0117-2.
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References

  1. Antunes W.C., Pompelli M.F., Carretero D.M., DaMatta F.M.: Allometric models for non-destructive leaf area estimation in coffea (Coffea arabica and Coffea canephora). - Ann. Appl. Biol. 153: 33-40, 2008. Go to original source...
  2. Blanco F.F., Folegatti M.V.: Estimation of leaf area for greenhouse cucumber by linear measurements under salinity and grafting. - Sci. Agric. 62: 305-309, 2005. Go to original source...
  3. Bland J.M., Altman D.G.: Statistical methods for assessing agreement between two methods of clinical measurement. - Lancet 1: 307-310, 1986. Go to original source...
  4. Confalonieri R., Foi M., Casa R. et al.: Development of an app for estimating leaf area index using a smartphone. Trueness and precision determination and comparison with other indirect methods. - Comput. Electron. Agr. 96: 67-74, 2013. Go to original source...
  5. Cristofori V., Rouphael Y., Mendoza-de Gyves E., Bignami C.: A simple model for estimating leaf area of hazelnut from linear measurements. - Sci. Hortic.-Amsterdam 113: 221-225, 2007.
  6. Cristofori V., Fallovo C., Mendoza-de Gyves E. et al.: Nondestructive, analogue model for leaf area estimation in persimmon (Diospyros kaki L.f.) based on leaf length and width measurement. - Eur. J. Hortic. Sci. 73: 216-221, 2008.
  7. Demirsoy H., Demirsoy L.: A validated leaf area prediction model for some cherry cultivars in Turkey. - Pak. J. Bot. 35: 361-367, 2003.
  8. Demirsoy H., Demirsoy L., Uzun S., Ersoy B.: Nondestructive leaf area estimation in peach. - Eur. J. Hortic. Sci. 69: 144-146, 2004.
  9. de Swart E.A.M., Groenwold R., Kanne H.J. et al.: Nondestructive estimation of leaf area for different plant ages and accessions of Capsicum annuum L. - J. Hortic. Sci. Biotech. 79: 764-770, 2004.
  10. Elsner E.A., Jubb Jr. G.L.: Leaf area estimation of Concord grape leaves from simple linear measurements. - Am. J. Enol. Viticult. 39: 95-97, 1988.
  11. Fallovo C., Cristofori V., Mendoza-de Gyves E. et al.: Leaf area estimation model for small fruits from linear measurements. - HortScience 43: 2263-2267, 2008. Go to original source...
  12. Fascella G., Maggiore P., Zizzo G.V. et al.: A simple and lowcost method for leaf area measurement in Euphorbia × lomi Thai hybrids. - Adv. Hort. Sci. 23: 57-60, 2009.
  13. Gao M., Heijden G.W.A.M., Vos J. et al.: Estimation of leaf area for large scale phenotyping and modeling of rose genotypes. - Sci. Hortic.-Amsterdam 138: 227-234, 2012.
  14. Gill J.L.: Outliers, and influence in multiple regression. - J. Anim. Breed. Genet. 103: 161-175, 1986. Go to original source...
  15. Giuffrida F., Rouphael Y., Toscano S. et al.: Simple model for nondestructive leaf area estimation in bedding plants. - Photosynthetica 49: 380-388, 2011. Go to original source...
  16. Jiménez C.M., Díaz J.B.R.: A statistical model to estimate potential yields in peach before bloom. - J. Am. Soc. Hortic. Sci. 128: 297-301, 2003a. Go to original source...
  17. Jiménez C.M, Díaz J.B.R.: Statistical model estimates potential yields in pear cultivars 'Blanquilla' and 'Conference' before bloom. - J. Amer. Soc. Hort. Sci. 128: 452-457, 2003b. Go to original source...
  18. Lizaso J.I., Batchelor W.D., Westgate M.E.: A leaf area model to simulate cultivar-specific expansion and senescence of maize leaves. - Field Crop. Res. 80: 1-17, 2003. Go to original source...
  19. Manivel L., Weaver R.J.: Biometric correlations between leaf area and length measurements of 'Grenache' grape leaves. - HortScience 9: 27-28, 1974.
  20. Marini R.P.: Estimating mean fruit weight and mean fruit value for apple trees: comparison of two sampling methods with the true mean. - J. Am. Soc. Hortic. Sci. 126: 503-510, 2001. Go to original source...
  21. Marquardt D.W.: Generalized inverse, ridge regression and biased linear estimation. - Technometrics 12: 591-612, 1970. Go to original source...
  22. Marshall J.K.: Methods for leaf area measurement of large and small samples. - Photosynthetica 2: 41-7, 1968.
  23. Mazzini R.B., Ribeiro R.V., Pio R.M.: A simple and nondestructive model for individual leaf area estimation in citrus. - Fruits 65: 269-275, 2010. Go to original source...
  24. Mendoza-de Gyves E., Rouphael Y., Cristofori V., Rosana Mira F.: A non-destructive, simple and accurate model for estimating the individual leaf area of kiwi (Actinidia deliciosa). - Fruits 62: 171-176, 2007. Go to original source...
  25. Mendoza-de Gyves E., Cristofori V., Fallovo C. et al.: Accurate and rapid technique for leaf area measurement in medlar (Mespilus germanica L.). - Adv. Hort. Sci. 22: 223-226, 2008.
  26. Misle E., Kahlaoui B., Hachicha M., Alvarado P.: Leaf area estimation in muskmelon by allometry. - Photosynthetica 51: 613-620, 2013. Go to original source...
  27. Montero F.J., de Juan J.A., Cuesta A., Brasa A.: Nondestructive methods to estimate leaf area in Vitis vinifera L. - HortScience 35: 696-698, 2000. Go to original source...
  28. Neter J., Kutner M.H., Nachtshein C.J., Wasserman W.: Applied Linear Regression - Models. 3rd Ed. Pp. 1408. Homewood III, Irwin 1996.
  29. Olfati J.A., Peyvast G.H., Shabani H., Nosratie-Rad Z.: An estimation of individual leaf area in cabbage and broccoli using non-destructive methods. - J. Agr. Sci. Tech. 12: 627-632, 2010.
  30. Pompelli M.F., Antunes W.C., Ferreira D.T.R.G. et al.: Allometric models for non-destructive leaf area estimation of Jatropha curcas. - Biomass Bioenerg. 36: 77-85, 2012. Go to original source...
  31. Rana G., Katerji N., Introna M., Hammami A.: Microclimate and plant water relationship of the "overhead" table grape vineyard managed with three different covering techniques. - Sci. Hortic.-Amsterdam 102: 105-120, 2004.
  32. Rivera C.M., Rouphael Y., Cardarelli M., Colla G.: A simple and accurate equation for estimating individual leaf area of eggplant from linear measurements. - Eur. J. Hortic. Sci. 72: 228-230, 2007.
  33. Robbins S.N., Pharr D.M.: Leaf area prediction models for cucumber from linear measurements. - HortScience 22: 1264-1266, 1987.
  34. Rouphael Y., Colla G.: Radiation and water use efficiencies of greenhouse zucchini squash in relation to different climate parameters. - Eur. J. Agron. 23: 183-194, 2005. Go to original source...
  35. Rouphael Y., Colla G., Battistelli A. et al.: Yield, water requirement, nutrient uptake and fruit quality of zucchini squash grown in soil and closed soilless culture. - J. Hortic. Sci. Biotech. 79: 423-430, 2004. Go to original source...
  36. Rouphael Y., Colla G., Fanasca S., Karam F.: Leaf area estimation of sunflower leaves from simple linear measurements. - Photosynthetica 45: 306-308, 2007. Go to original source...
  37. Rouphael Y., Mouneimne A.H., Ismail A. et al.: Modeling individual leaf area of rose (Rosa hybrida L.) based on leaf length and width measurement. - Photosynthetica 48: 9-15, 2010a. Go to original source...
  38. Rouphael Y., Mouneimne A.H., Rivera C.M. et al.: Allometric models for non-destructive leaf area estimation in grafted and ungrafted watermelon (Citrillus lanatus Thunb.). - J. Food Agric. Environ. 8: 161-165, 2010b.
  39. Rouphael Y., Rivera C.M., Cardarelli M. et al.: Leaf area estimation from linear measurements in zucchini plants of different ages. - J. Hortic. Sci. Biotech. 81: 238-241, 2006. Go to original source...
  40. Salerno A., Rivera C.M., Rouphael Y. et al.: Leaf area estimation of radish from simple linear measurements. - Adv. Hort. Sci. 19: 213-215, 2005.
  41. Schultz H.R.: An empirical model for the simulation of leaf appearance and leaf area development of primary shoots of several grapevine (Vitis vinifera L.) canopy-systems. - Sci. Hortic.-Amsterdam 52: 179-200, 1992. Go to original source...
  42. Sepúlveda G.R., Kliewer W.M.: Estimation of leaf area of two grapevine cultivars (Vitis vinifera L.) using laminae linear measurements and fresh weight. - Am. J. Enol. Viticult. 34: 221-226, 1983.
  43. Stoppani M.I., Wolf R., Francescangeli N., Martí H.R.: A nondestructive and rapid method for estimating leaf area of broccoli. - Adv. Hort. Sci. 17: 173-175, 2003.
  44. Tsialtas J.T., Maslaris N.: Leaf area estimation in a sugar beet cultivar by linear models. - Photosynthetica 43: 477-479, 2005. Go to original source...
  45. Tsialtas J.T., Koundouras S., Zioziou E.: Leaf area estimation by simple measurements and evaluation of leaf area prediction models in cabernet-Sauvignon grapevine leaves. - Photosynthetica 46: 452-456, 2008. Go to original source...
  46. Uzun S., Celik H.: Leaf area prediction models (Uzcelik-I) for different horticultural plants. - Turk. J. Agric. Forest. 23: 645-650, 1999.
  47. Walther B.A., Moore J.L.: The concepts of bias, precision and accuracy, and their use in testing the performance of species richness estimators, with a literature review of estimator performance. - Ecography 28: 815-829, 2005. Go to original source...
  48. Weisberg S.: Applied Linear Regression, 2nd Ed. Pp. 324. J. Wiley & Sons, Inc., New York 1985.
  49. Williams L., Martinson T.E.: Nondestructive leaf area estimation of 'Niagara' and 'DeChaunac' grapevines. - Sci. Hortic.-Amsterdam 98: 493-498, 2003.
  50. Zhang L., Liu X.-S.: Non-destructive leaf-area estimation for Bergenia purpurascens across timberline ecotone, southeast Tibet. - Ann. Bot. Fenn. 47: 346-352, 2010. Go to original source...