On the botanic model of plant growth with intermediate vegetative-reproductive stage.

The application of dynamic optimization to mathematical models of ontogenic biological growth has been the subject of much research [see e.g. . J. Theor. Biol. 33, 299-307]. Kozłowsky and Ziółko [1988. Thor. Popul. Biol. 34, 118-129] and Ziółko and Kozłowski [1995. IEEE Trans. Automat. Contr. 40(10), 1779-1783] presented a model with gradual transition from vegetative to reproductive growth. The central point of their model is a mixed state-control constraint on the rate of reproductive growth, which leads to a mixed vegetative-reproductive growth period. Their model is modified here in order to take into account the difference of photosynthesis use efficiency when energy is accumulated in the vegetative and in the reproductive organs of a plant, respectively. The simple assumption on correlation between photosynthesis and temperature permits us to modify the model in a form that is useful for changing climate. Unfortunately, the mathematical solution of the optimal control problem in Kozłowsky and Ziółko (1988) and Ziółko and Kozłowski (1995) is incorrect. The strict mathematical solution is presented here, the numerical example from is solved, and the results are compared. The influence of the length of the season and the relative photosynthesis use efficiency, as well as of the potential sink demand of the reproductive organs, on the location and duration of the mixed vegetative-reproduction period of growth is investigated numerically. The results show that the mixed growth period is increased and shifted toward the end of the season when the lengths of the season is increased. Additional details of the sensitivity analysis are also presented.

[1]  D. Cohen,et al.  Maximizing final yield when growth is limited by time or by limiting resources. , 1971, Journal of theoretical biology.

[2]  V. Krotov,et al.  Global methods in optimal control theory , 1993 .

[3]  Y. Iwasa Dynamic optimization of plant growth , 2000 .

[4]  J. Kozłowski,et al.  Gradual Transition from Vegetative to Reproductive Growth Is Optimal When the Maximum Rate of Reproductive Growth Is Limited , 1988 .

[5]  S. Stearns THE EVOLUTION OF LIFE * : . 4120 HISTORY TRAITS : A Critique of the Theory and a Review of the Data , 2008 .

[6]  N. Bertin,et al.  High mineral contents explain the low construction cost of leaves, stems and fruits of tomato plants , 1998 .

[7]  S. A. Graham The Need of Standardized Quantitative Methods in Forest Biology , 1929 .

[8]  C. Darwin Charles Darwin The Origin of Species by means of Natural Selection or The Preservation of Favoured Races in the Struggle for Life , 2004 .

[9]  J. Roughgarden,et al.  Storage Allocation in Seasonal Races of an Annual Plant: Optimal Versus Actual Allocation , 1984 .

[10]  L. Marcelis,et al.  A simulation model for dry matter partitioning in cucumber. , 1994, Annals of botany.

[11]  I. Seginer,et al.  APPROXIMATE SEASONAL OPTIMIZATION OF THE GREENHOUSE ENVIRONMENT FOR A MULTI-STATE-VARIABLE TOMATO MODEL , 1998 .

[12]  K. I. Jönsson,et al.  Capital and income breeding as alternative tactics of resource use in reproduction , 1997 .

[13]  T. Vincent,et al.  Evolution of life history strategies for an asexual annual plant model. , 1980, Theoretical population biology.

[14]  Ep Heuvelink,et al.  Modelling biomass production and yield of horticultural crops: a review , 1998 .

[15]  Shmuel Amir,et al.  Optimal Reproductive Efforts and the Timing of Reproduction of Annual Plants in Randomly Varying Environments , 1990 .

[16]  M. Heino,et al.  Optimal resource allocation between growth and reproduction in clams : why does indeterminate growth exist ? , 1996 .

[17]  D. Cohen Optimizing reproduction in a randomly varying environment. , 1966, Journal of theoretical biology.

[18]  Heino,et al.  Evolution of resource allocation between growth and reproduction in animals with indeterminate growth , 1999 .

[19]  C. Gary,et al.  Ontogenic changes in the construction cost of leaves, stems, fruits, and roots of tomato plants , 1998 .

[20]  C. Darwin On the Origin of Species by Means of Natural Selection: Or, The Preservation of Favoured Races in the Struggle for Life , 2019 .

[21]  H. Goldstine A Branch of Mathematics. (Book Reviews: A History of the Calculus of Variations from the 17th through the 19th Century) , 1980 .

[22]  J. Amthor The McCree-de Wit-Penning de Vries-Thornley Respiration Paradigms: 30 Years Later , 2000 .

[23]  T. Whittam,et al.  Energy Allocation by an Annual Plant when the Effects of Seasonality on Growth and Reproduction are Decoupled , 1982, The American Naturalist.

[24]  F.W.T. Penning de Vries,et al.  Simulation of plant growth and crop production. , 1983 .

[25]  L. S. Pontryagin,et al.  Mathematical Theory of Optimal Processes , 1962 .

[26]  J. Kozłowski,et al.  Some optimization models of growth in biology , 1995, IEEE Trans. Autom. Control..

[27]  F.W.T. Penning de Vries,et al.  Simulation of growth processes and the model BACROS , 1982 .

[28]  Ilya Ioslovich,et al.  Seasonal Optimization of the Greenhouse Environment For a Simple Two-stage Crop Growth Model , 1998 .

[29]  R. Wiegert,et al.  Optimal allocation of energy to growth and reproduction. , 1986, Theoretical population biology.

[30]  S. Engen,et al.  Optimal allocation of resources to growth and reproduction , 1994 .

[31]  H. Challa,et al.  A dynamic tomato growth and yield model (TOMGRO) , 1991 .

[32]  J V Denholm Necessary condition for maximum yield in a senescing two-phase plant,. , 1975, Journal of theoretical biology.

[33]  Jonathan Roughgarden,et al.  Graded allocation between vegetative and reproductive growth for annual plants in growing seasons of random length , 1982 .

[34]  Ehud Dayan,et al.  Prediction and calculation of morphological characteristics and distribution of assimilates in the ROSGRO model , 2004, Math. Comput. Simul..

[35]  R. Sibly,et al.  DYNAMIC MODELS OF ENERGY ALLOCATION AND INVESTMENT , 1993 .

[36]  G. Fox Annual plant life histories and the paradigm of resource allocation , 1992, Evolutionary Ecology.

[37]  M. Nakaoka Optimal resource allocation of the marine bivalve Yoldia notabilis: The effects of size-limited reproductive capacity and size-dependent mortality , 1998, Evolutionary Ecology.

[38]  Gilles Lemaire,et al.  Production maximale de matière sèche et rayonnement solaire intercepté par un couvert végétal , 1986 .

[39]  D. P. Aikman,et al.  Growth of Lettuce, Onion, and Red Beet. 1. Growth Analysis, Light Interception, and Radiation Use Efficiency , 1996 .

[40]  G. Paltridge,et al.  Plant yield and the switch from vegetative to reproductive growth. , 1974, Journal of theoretical biology.

[41]  M. Cichoń Growth after maturity as a sub-optimal strategy , 1999 .