Multi-scale hybrid modeling of plant growth in response to environmental conditions and soil nutrients availability
Mathematical modelling of natural phenomena, Tome 19 (2024), article no. 21.

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Crop modeling plays a crucial role in agriculture, aiding our understanding and prediction of crop growth and yield in diverse environmental conditions. This study aims to develop a comprehensive mathematical model describing plant growth in response to environmental conditions and soil nutrient availability. To achieve this, we relied on a field experiment with lettuce plants under varying environmental conditions. Employing growth models such as logistic, Gompertz, Aikman Scaife, and Scaife, Cox Morris, we assessed the influence of time, day-degrees, and effective day-degrees across different plant densities and during distinct periods throughout the year. In general, describing plant growth in terms of day-degrees or effective day-degrees yielded an improved model fit and more precise estimations of growth parameters. As a result, we described the growth of plant length in terms of effective day-degrees instead of time in the equations of the Bessonov–Volpert system. Additionally, we modified the equation describing plant length growth using previously fitted functions. By incorporating these adjustments, we characterized the one-dimensional growth of plant weight under varying environmental conditions without branching, using the Bessonov–Volpert model. This study contributes valuable insights into crop modeling techniques, refining our understanding of optimizing plant growth under different environmental conditions.
DOI : 10.1051/mmnp/2024018

Hassan Chini 1, 2 ; Aissam Jebrane 1 ; Abdelilah Hakim 2

1 Centrale Casablanca, Complex Systems and Interactions Research Center, Ville Verte, Bouskoura, Morocco
2 LAMAI, Department of Mathematics, Faculty of Sciences and Technologies, Cadi Ayyad University, Marrakech, Morocco
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Hassan Chini; Aissam Jebrane; Abdelilah Hakim. Multi-scale hybrid modeling of plant growth in response to environmental conditions and soil nutrients availability. Mathematical modelling of natural phenomena, Tome 19 (2024), article  no. 21. doi : 10.1051/mmnp/2024018. http://geodesic.mathdoc.fr/articles/10.1051/mmnp/2024018/

[1] R.J. Hanks, V.P. Rasmussen Predicting crop production as related to plant water stress Adv. Agron. 1982 193 215

[2] J.E. Newman Symposium: responses of field crops to environmental factors summary statements Agron. J. 1963 31 31

[3] J.F. Farrar, M.L. Williams The effects of increased atmospheric carbon dioxide and temperature on carbon partitioning, source-sink relations and respiration Plant Cell Environ. 1991 819 830

[4] P. Stiling, T. Cornelissen How does elevated carbon dioxide (co2) affect plant–herbivore interactions? A field experiment and meta-analysis of co2-mediated changes on plant chemistry and herbivore performance Global Change Biol. 2007 1823 1842

[5] N.M. Crawford Nitrate: nutrient and signal for plant growth Plant Cell 1995 859

[6] Z. Wang, S. Li Effects of nitrogen and phosphorus fertilization on plant growth and nitrate accumulation in vegetables J. Plant Nutr. 2004 539 556

[7] D.P. Aikman, L.R. Benjamin A model for plant and crop growth, allowing for competition for light by the use of potential and restricted projected crown zone areas Ann. Bot. 1994 185 194

[8] A. Barnes The influence of the length of the growth period and planting density on total crop yield Ann. Bot. 1977 883 895

[9] L.R. Benjamin, D.P. Aikman Predicting growth in stands of mixed species from that in individual species Ann. Bot. 1995 31 42

[10] J. Goudriaan, J.L. Monteith A mathematical function for crop growth based on light interception and leaf area expansion Ann. Bot. 1990 695 701

[11] H.J.W. Mutsaers A dynamic equation for plant interaction and application to yield-density-time relations Ann. Bot. 1989 521 531

[12] M.A. Scaife, D. Jones The relationship between crop yield (or mean plant weight) of lettuce and plant density, length of growing period, and initial plant weight J. Agric. Sci. 1976 83 91

[13] D.P. Aikman, A. Scaife Modelling plant growth under varying environment conditions in a uniform canopy Ann. Bot. 1993 485 492

[14] A. Scaife, E.F. Cox, G.E.L. Morris The relationship between shoot weight, plant density and time during the propagation of four vegetable species Ann. Bot. 1987 325 334

[15] F. Tei, D.P. Aikman, A. Scaife Growth of lettuce, onion and red beet. 2. growth modelling Ann. Bot. 1996 645 652

[16] F. Tei, A. Scaife, D.P. Aikman Growth of lettuce, onion, and red beet. 1. Growth analysis, light interception, and radiation use efficiency Ann. Bot. 1996 633 643

[17] S.A. Barber, Soil Nutrient Bioavailability: A Mechanistic Approach. John Wiley Sons (1995).

[18] F.J. Molz Models of water transport in the soil-plant system: A review Water Resources Res. 1981 1245 1260

[19] T. Roose, A. Schnepf Mathematical models of plant–soil interaction Philos. Trans. Roy. Soc. A: Math. Phys. Eng. Sci. 2008 4597 4611

[20] N. Bessonov and V. Volpert, Dynamical models of plant growth. Mathematics Subject Classification (2000).

[21] N. Bessonov, F. Crauste, V. Volpert Modelling of plant growth with apical or basal meristem Math. Model. Natural Phenomena 2011 107 132

[22] J.P. Baldwin, P.B. Tinker, P.H. Nye Uptake of solutes by multiple root systems from soil: II. The theoretical effects of rooting density and pattern on uptake of nutrients from soil Plant Soil 1972 693 708

[23] L. Dupuy, P.J. Gregory, A.G. Bengough Root growth models: towards a new generation of continuous approaches J. Exp. Bot. 2010 2131 2143

[24] R. Pearl, L.J. Reed Skew-growth curves Proc. Natl. Acad. Sci. U.S.A. 1925 16 22

[25] P.-F. Verhulst Notice sur la loi que la population suit dans son accroissement Correspondence Math. Phys. 1838 113 129

[26] B. Gompertz, On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies. in a letter to francis baily, esq. frs by benjamin gompertz, esq. fr s, In Abstracts of the Papers Printed in the Philosophical Transactions of the Royal Society of London. The Royal Society London (1833) 252–253.

[27] D.P. Aikman Tuning and validation illustrated by a model of plant competition. In: The art and craft of modelling in applied biology Asp. Appl. Biol. 1991 122 134

[28] A.G. Bengough Modelling rooting depth and soil strength in a drying soil profile J. Theor. Biol. 1997 327 338

[29] D.J. Greenwood, T.J. Cleaver, S.M.H. Loquens, K.B. Niendorf Relationship between plant weight and growing period for vegetable crops in the United Kingdom Ann. Bot. 1977 987 997

[30] M.A.P. De León, B.N. Bailey Evaluating the use of Beer’s law for estimating light interception in canopy architectures with varying heterogeneity and anisotropy Ecol. Model. 2019 133 143

[31] M. Monsi The light factor in plant communities and its significance for dry matter production Jap. J. Bot. 1953 22

[32] J.S. Huxley, Problems of Relative Growth. Dial Press, New York (1932).

[33] H. Nagashima, I. Terashima Relationships between height, diameter and weight distributions of chenopodium album plants in stands: effects of dimension and allometry Ann. Bot. 1995 181 188

[34] A. Scaife, R.A. Sutherland et al., A new photothermal growth unit: the ‘ffective day-degree’, in First Congress of the European Society of Agronomy. European Society of Agronomy (1990).

[35] K. Shinozaki Intraspecific competition among higher plants. VII. Logistic theory of the cd effect J. Biol. Osaka City Univ. 1956 35 72

[36] H. Chini, Python code for “Multi-Scale Hybrid Modeling of Plant Growth in Response to Environmental Conditions and Soil Nutrients Availability” (2024). https://github.com/HassanChini/MultiScaleHybridModeling

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