A virtual peach fruit model simulating changes in fruit quality during the final stage of fruit growth.

A virtual fruit model simulating seasonal changes in several peach (Prunus persica (L.) Batsch) fruit quality traits during the final growth stage is presented. The quality traits considered are fruit size, the proportion of total fruit mass consisting of fruit flesh, dry matter content of the flesh and the concentrations of sucrose, glucose, fructose and sorbitol in the flesh, which are used to calculate a sweetness index. The virtual peach fruit model was developed by adapting and integrating three existing process-based models describing fruit dry mass growth, fruit fresh mass growth and sugar accumulation in the flesh into one complex system. Data sets of peach fruit growth and quality obtained from one field site over several years were used to estimate parameters and evaluate the virtual peach fruit model. Output from the model showed good agreement with the field data. Insight into the complex nature of the virtual peach fruit model, i.e., its ability to show emergent properties, was accomplished by conducting a series of theoretical experiments. The virtual peach fruit model was shown to be sensitive to management and environmental factors (leaf:fruit ratio, stem water potential and, to a lesser extent, weather). Its ability to generate simple laws relating to physiological variables and quality parameters was also demonstrated. Finally, the virtual peach fruit model was able to reveal complex behaviors resulting from changes in water potentials or leaf:fruit ratios over time.

[1]  P. Bussières Dry Matter and Water Import Rates in the Tomato Fruit: a Model Incorporating the Changes in Sap Viscosity and Osmotic Potential with Temperature , 1995 .

[2]  F. Tardieu Virtual plants: modelling as a tool for the genomics of tolerance to water deficit. , 2003, Trends in plant science.

[3]  H. Sinoquet,et al.  Does variability in shoot carbon assimilation within the tree crown explain variability in peach fruit growth? , 2004, Tree physiology.

[4]  J. Lockhart An analysis of irreversible plant cell elongation. , 1965, Journal of theoretical biology.

[5]  D. R. Lee A unidirectional water flux model of fruit growth , 1990 .

[6]  James W. Jones,et al.  Effects of climate change on US crop production: simulation results using two different GCM scenarios. Part I: Wheat, potato, maize, and citrus , 2002 .

[7]  E. Barlow,et al.  Effects of crop load on fruit water relations and fruit growth in peach , 1996 .

[8]  D. W. Williams,et al.  A model of grape growth and development: the mathematical structure and biological considerations , 1985 .

[9]  Daniel Wallach,et al.  Parameter Estimation for Crop Models , 2001 .

[10]  D. Bouranis,et al.  Cell Wall Metabolism in Growing and Ripening Stone Fruits , 1992 .

[11]  J. Goudriaan,et al.  ON APPROACHES AND APPLICATIONS OF THE WAGENINGEN CROP MODELS , 2003 .

[12]  J. Wolf Comparison of two soya bean simulation models under climate change : II Application of climate change scenarios , 2002 .

[13]  L. Gomez,et al.  A new procedure for extraction and measurement of soluble sugars in ligneous plants , 2002 .

[14]  A. Trewavas Aspects of plant intelligence: an answer to Firn. , 2004, Annals of botany.

[15]  M. Génard,et al.  Variation in surface conductance to water vapor diffusion in peach fruit and its effects on fruit growth assessed by a simulation model. , 2001, Tree physiology.

[16]  M. Génard,et al.  Modeling the response of peach fruit growth to water stress. , 1996, Tree physiology.

[17]  R. Scorza,et al.  CHANGES IN THE PHYSICO-CHEMICAL PROPERTIES OF PEACH FRUIT PECTIN DURING ON-TREE RIPENING AND STORAGE , 1993 .

[18]  M. Génard,et al.  Modelling citrate metabolism in fruits: responses to growth and temperature. , 2003, Journal of experimental botany.

[19]  H. Yakushiji,et al.  Sugar accumulation and partitioning in Satsuma mandarin tree tissues and fruit in response to drought stress , 1998 .

[20]  M. Abdel-Razik,et al.  A model of the productivity of olive trees under optional water and nutrient supply in desert conditions , 1989 .

[21]  H. Schultz,et al.  Field evaluation of water transport in grape berries during water deficits , 1996 .

[22]  Carlos H. Crisosto,et al.  Irrigation Regimes Affect Fruit Soluble Solids Concentration and Rate of Water Loss of `O'Henry' Peaches , 1994 .

[23]  Terence L. Robinson,et al.  Canopy Development, Yield, and Fruit Quality of `Empire' and `Delicious' Apple Trees Grown in Four Orchard Production Systems for Ten Years , 1991 .

[24]  P. Bussières Water import in the young tomato fruit limited by pedicel resistance and calyx transpiration. , 2002, Functional plant biology : FPB.

[25]  E. Stefanoudaki,et al.  WATER USE, GROWTH, YIELD AND FRUIT QUALITY OF 'BONANZA' ORANGES UNDER DIFFERENT SOIL WATER REGIMES , 1999 .

[26]  M. Génard,et al.  A biophysical model of fruit growth: simulation of seasonal and diurnal dynamics of mass , 1998 .

[27]  J. W. Patrick,et al.  PHLOEM UNLOADING: Sieve Element Unloading and Post-Sieve Element Transport. , 1997, Annual review of plant physiology and plant molecular biology.

[28]  J. Wolf Comparison of two potato simulation models under climate change. II Application of climate change scenarios. , 2002 .

[29]  P. Nobel,et al.  Introduction to biophysical plant physiology , 1974 .

[30]  J. Kervella,et al.  Ecophysiological analysis of genotypic variation in peach fruit growth. , 2002, Journal of experimental botany.

[31]  M. Génard,et al.  Modeling the peach sugar contents in relation to fruit growth , 1996 .

[32]  M. Génard,et al.  A simulation model of growth at the shoot-bearing fruit level. II. Test and effect of source and sink factors in the case of peach. , 1998 .

[33]  P. Bussières Water Import Rate in Tomato Fruit: A Resistance Model , 1994 .

[34]  M. Génard,et al.  Pmax as related to leaf: fruit ratio and fruit assimilate demand in peach , 1996 .

[35]  Ep Heuvelink,et al.  Dry-matter partitioning in a tomato crop: Comparison of two simulation models , 1994 .

[36]  M. Salam,et al.  Comparing Simulated and Measured Values Using Mean Squared Deviation and its Components , 2000 .

[37]  K. Kulp,et al.  Functionality of carbohydrate ingredients in bakery products , 1991 .

[38]  J. G. Buwalda,et al.  A mathematical model of carbon acquisition and utilisation by kiwifruit vines , 1991 .

[39]  Y. L. Grossman,et al.  PEACH: A simulation model of reproductive and vegetative growth in peach trees. , 1994, Tree physiology.

[40]  Alain Charcosset,et al.  Combining Quantitative Trait Loci Analysis and an Ecophysiological Model to Analyze the Genetic Variability of the Responses of Maize Leaf Growth to Temperature and Water Deficit1 , 2003, Plant Physiology.

[41]  Andrew Paul Gutierrez,et al.  A demographic model of assimilation and allocation of carbon and nitrogen in grapevines , 1991 .

[42]  M. Génard,et al.  Changes in fruit sugar concentrations in response to assimilate supply, metabolism and dilution: a modeling approach applied to peach fruit (Prunus persica). , 2003, Tree physiology.

[43]  Anthony Trewavas,et al.  Aspects of plant intelligence. , 2003, Annals of botany.

[44]  Françoise Lescourret,et al.  A simulation model of growth at the shoot-bearing fruit level: I. Description and parameterization for peach , 1998 .

[45]  M. Génard,et al.  Leaf-to-fruit ratio affects water and dry-matter content of mango fruit , 2002 .

[46]  S. Sansavini Integrated fruit production in Europe: research and strategies for a sustainable industry , 1997 .

[47]  James W. Jones,et al.  Carbon-based model to predict peanut pod detachment , 1994 .

[48]  T. Dejong,et al.  Water stress and crop load effects on fruit fresh and dry weights in peach (Prunus persica). , 1996, Tree physiology.

[49]  C. Ginestar,et al.  Responses of young clementine citrus trees to water stress during different phenological periods , 1996 .

[50]  R. Habib,et al.  Mobilizable carbon reserves in young peach trees as evidenced by trunk girdling experiments , 1996 .

[51]  C. Offler,et al.  Post-sieve element transport of photoassimilates in sink regions. , 1996, Journal of experimental botany.