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Comparing different approaches to calculate the effects of heterogeneous root distribution on nutrient uptake: a case study on subsoil nitrate uptake by a barley root system

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Abstract

Simulation models of nutrient uptake of root systems starting with one-dimensional single root approaches up to complex three-dimensional models are increasingly used for examining the interacting of root distribution and nutrient uptake. However, their accuracy was seldom systematically tested. The objective of the study is to compare one-dimensional and two-dimensional modelling approaches and to test their applicability for simulation of nutrient uptake of heterogeneously distributed root systems giving particular attention to the impact of spatial resolution. Therefore, a field experiment was carried out with spring barley (Hordeum vulgare L. cv. Barke) in order to obtain data of in situ root distribution patterns as model input. Results indicate that a comparable coarse spatial resolution can be used with sufficient modelling results when a steady state approximation is applied to the sink cells of the two-dimensional model. Furthermore, the accuracy of the model was clearly improved compared to a simple zero sink approach assuming both near zero concentrations within the sink cell and a linear gradient between the sink cell and its adjacent neighbours. However, for modelling nitrate uptake of a heterogeneous root system a minimum number of grid cells is still necessary. The tested single root approach provided a computational efficient opportunity to simulate nitrate uptake of an irregular distributed root system. Nevertheless, two-dimensional models are better suited for a number of applications (e.g. surveys made on the impact of soil heterogeneity on plant nutrient uptake). Different settings for the suggested modelling techniques are discussed.

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References

  • Annandale JG, Jovanovic NZ, Campbell GS, Du Sautoy N, Benade N (2003) A two-dimensional water balance model for micro-irrigated hedgerow tree crops. Irrig Sci 22:157–170

    Article  Google Scholar 

  • Baldwin JP, Tinker PB, Nye PH (1972) 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 36:693–708

    Article  CAS  Google Scholar 

  • Baldwin JP, Nye PH, Tinker PB (1973) Uptake of solutes by multiple root systems from soil. III. A model for calculating the solute uptake by a randomly dispersed root system developing in a finite volume of soil. Plant Soil 38:621–635

    Article  CAS  Google Scholar 

  • Barber SA, Cushman JH (1981) Nitrogen uptake model for agronomic crops. In: Iskander IK (ed) Modeling waste water renovation – land treatment. Wiley-Interscience, New York, pp 382–409

    Google Scholar 

  • Barley KP (1970) The configuration of the root system in relation to nutrient uptake. Adv Agron 22:159–201

    Article  Google Scholar 

  • Barraclough PB (1986) The growth and activity of winter wheat roots in the field: nutrient inflows of high-yielding crops. J Agric Sci 106:53–59

    Google Scholar 

  • Barraclough PB (1989) Root growth, macro-nutrient uptake dynamics and soil fertility requirements of a high-yielding winter oilseed rape crop. Plant Soil 119:59–70

    Article  CAS  Google Scholar 

  • Barraclough PB, Tinker PB (1981) The determination of ionic diffusion coefficients in field soils. I. Diffusion coefficients in sieved soils in relation to water content and bulk density. J Soil Sci 32:225–236

    Article  CAS  Google Scholar 

  • Benjamin JG, Ahuja LR, Allmaras RR (1996) Modelling corn rooting patterns and their effects on water uptake and nitrate leaching. Plant Soil 179:223–232

    Article  CAS  Google Scholar 

  • Böhm W (1979) Methods of studying root systems. Springer, Berlin Heidelberg New York, pp 188

    Google Scholar 

  • Bruckler L, Lafolie F, Doussan C, Bussières F (2004) Modeling soil-root water transport with non-uniform water supply and heterogeneous root distribution. Plant Soil 260:205–224

    Article  CAS  Google Scholar 

  • Burns IG (1980) Influence of the spatial distribution of nitrate on the uptake of N by plants: a review and a model for rooting depth. Eur J Soil Sci 31:155–173

    Article  CAS  Google Scholar 

  • Claassen N, Barber SA (1976) Simulation model for nutrient uptake from soil by a growing plant root system. Agron J 68:961–964

    Article  Google Scholar 

  • Claassen N, Steingrobe B (1999) Mechanistic simulation models for a better understanding of nutrient uptake from soil. In: Rengel Z (ed) Mineral nutrition of crops. Fundamental mechanisms and implications. Food Products Press, New York, London, Oxford, pp 327–367

    Google Scholar 

  • Comerford NB, Porter PS, Escamilla JA (1994) Use of Theissen areas in models of nutrient uptake in forested ecosystems. Soil Sci Soc Am J 58:210–215

    Article  Google Scholar 

  • Craine JM (2006) Competition for nutrients and optimal root allocation. Plant Soil 285:171–185

    Article  CAS  Google Scholar 

  • Craine JM, Fargione J, Sugita S (2005) Supply pre-emption, not concentration reduction, is the mechanism of competition for nutrients. New Phytol 166:933–940

    Article  PubMed  Google Scholar 

  • Cushman JH (1979) An analytical solution to solute transport near root surfaces for low initial concentrations: I. Equation development. Soil Sci Soc Am J 43:1087–1090

    Article  CAS  Google Scholar 

  • de Willigen P, van Noordwijk M (1987a) Roots, plant production and nutrient use efficiency. Doctoral Thesis. Agricultural University, Wageningen, pp 282

  • de Willigen P, van Noordwijk M (1987b) Uptake potential of non-regularly distributed roots. J Plant Nutr 10:1273–1280

    Article  Google Scholar 

  • de Willigen P, van Noordwijk M (1994a) Mass flow and diffusion of nutrients to a root with constant or zero-sink uptake I. Constant uptake. Soil Sci 157:162–170

    Article  Google Scholar 

  • de Willigen P, van Noordwijk M (1994b) Mass flow and diffusion of nutrients to a root with constant or zero-sink uptake II. Zero-sink uptake. Soil Sci 157:171–175

    Article  Google Scholar 

  • de Willigen P, Nielsen NE, Claassen N, Castrignanò AM (2000) Modelling water and nutrient uptake. In: Smit AL, Bengough AG, Engels C, Noordwijk Mv, Pellerin S, Geijn SCvd (ed) Root methods. Springer, Berlin Heidelberg New York, pp 509–543

    Google Scholar 

  • Douglas J Jr, Peaceman D (1955) Numerical solution of two-dimensional heat flow problems. AIChE J 1:505–512

    Article  CAS  Google Scholar 

  • Douglas J, Rachford HH (1956) On the numerical solution of heat conduction problems in two or three space variables. Trans Amer Math Soc 82:421–439

    Article  Google Scholar 

  • Doussan C, Pages L, Pierret A (2003) Soil exploration and resource acquisition by plant roots: an architectural and modelling point of view. Agronomie 23:419–431

    Article  Google Scholar 

  • Drew MC, Saker LR (1975) Nutrient supply and the growth of the seminal root system in barley. II. Localized, compensatory increases in lateral root growth and rates of nitrate uptake when nitrate supply is restricted to only part of the root system. J Exp Bot 26:79–90

    Article  CAS  Google Scholar 

  • Drew MC, Saker LR (1978) Nutrient supply and the growth of the seminal root system in barley. III. Compensatory increases in growth of lateral roots and in rates of phosphate uptake in response to a localized supply of phosphate. J Exp Bot 29:435–451

    Article  CAS  Google Scholar 

  • Dunbabin V, Diggle A, Rengel Z, van Hugten R (2002a) Modelling the interactions between water and nutrient uptake and root growth. Plant Soil 239:19–38

    Article  CAS  Google Scholar 

  • Dunbabin V, Diggle AJ, Rengel Z (2002b) Simulation of field data by a basic three-dimensional model of interactive root growth. Plant Soil 239:39–54

    Article  CAS  Google Scholar 

  • Dunbabin V, Diggle A, Rengle Z (2003) Is there an optimal root architecture for nitrate capture in leaching environments? Plant Cell Environ 26:835–844

    Article  PubMed  Google Scholar 

  • Dunbabin V, Rengel Z, Diggle A (2004) Simulating form and function of root systems: efficiency of nitrate uptake is dependent on root system architecture and the spatial and temporal variability of nitrate supply. Funct Ecol 18:204–211

    Article  Google Scholar 

  • Dunbabin V, McDermott S, Bengough AG (2006) Upscaling from rhizosphere to whole root system: modelling the effects of phospholipid surfactants on water and nutrient uptake. Plant Soil 283:57–72

    Article  CAS  Google Scholar 

  • Fitter AH, Stickland TR, Harvey ML, Wilson GW (1991) Architectural analysis of plant root systems. 1. Architectural correlates of exploitation efficiency. New Phytol 118:375–382

    Article  Google Scholar 

  • Gardner WR (1960) Dynamic aspects of water availability to plants. Soil Sci 89:63–73

    Article  Google Scholar 

  • Hoffland E, Bloemhof HS, Leffelaar PA, Findenegg GR, Nelemans JA (1990) Simulation of nutrient uptake by a growing root system considering increasing root density and inter-root competition. Plant Soil 124:149–155

    Article  CAS  Google Scholar 

  • Hutchings MJ, John EA, Wijesinghe DK (2003) Toward understanding the consequences of soil heterogeneity for plant populations and communities. Ecology 84:2322–2334

    Article  Google Scholar 

  • Ishaq M, Ibrahim M, Lal R (2003) Persistence of subsoil compaction effects on soil properties and growth of wheat and cotton. Exp Agric 39:341–348

    Article  CAS  Google Scholar 

  • Itoh S, Barber SA (1983) A numerical solution of whole plant nutrient uptake for soil-root systems with root hairs. Plant Soil 70:403–413

    Article  CAS  Google Scholar 

  • Kage H (1997) Is low rooting density of faba beans a cause of high residual nitrate content of soil at harvest? Plant Soil 190:47–60

    Article  CAS  Google Scholar 

  • Kaselowsky J (1990) Wirkung von Lagerungsdichte und Wassergehalt des Bodens auf die Verfügbarkeit von Phosphat und Kalium sowie das Nährstoffaneignungsvermögen von Pflanzen. Doctoral Thesis. Universität Göttingen, Göttingen, pp 209

  • Kirk GJD, Kronzucker HJ (2005) The potential for nitrification and nitrate uptake in the rhizosphere of wetland plants: a modelling study. Ann Bot 96:639–646

    Article  PubMed  CAS  Google Scholar 

  • Lehto NJ, Davison W, Zhang H, Tych W (2006) Analysis of micro-nutrient behaviour in the rhizosphere using a DGT parameterised dynamic plant uptake model. Plant Soil 282:227–238

    Article  CAS  Google Scholar 

  • Nye PH, Marriott FHC (1969) A theoretical study of the distribution of substances around roots resulting from simultaneous diffusion and mass flow. Plant Soil 30:459–472

    Article  Google Scholar 

  • Nye PH, Spiers JA (1964) Simultaneous diffusion and mass flow to plant roots. In Proceedings of the 8th International Congress of Soil Science, Rompresfilatelia, Bucharest, Hungary, pp 535–544

  • Nye PH, Brewster JL, Bhat KKS (1975) The possibility of predicting solute uptake and plant growth response from independently measured soil and plant characteristics. Plant Soil 42:161–170

    Article  CAS  Google Scholar 

  • Pregitzer KS, Hendrick RL, Fogel R (1993) The demography of fine roots in response to patches of water and nitrogen. New Phytol 125:575–580

    Article  Google Scholar 

  • Rappoldt C (1992) Diffusion in aggregated soil. Doctoral Thesis. Wageningen Argricultural University, Wageningen, pp 162

  • R Development Core Team (2005) R: a language and environment for statistical computing, version 2.2.1. R Foundation for Statistical Computing. Vienna, Austria

  • Robinson D (1994) The responses of plants to nonuniform supplies of nutrients. New Phytol 127:635–674

    Article  CAS  Google Scholar 

  • Sharifi M, Zebarth BJ (2006) Nitrate influx kinetic parameters of five potato cultivars during vegetative growth. Plant Soil 288:91–99

    Article  CAS  Google Scholar 

  • Silberbush M (2002) Simulation of ion uptake from the soil. In: Waisel Y, Eshel A, Kafkafi U (ed) Plant roots. The hidden half. Marcel Dekker, New York, Basel, pp 651–661

    Google Scholar 

  • Šimunek J, Sejna M, van Genuchten MT (1999) The HYDRUS-2D software package for simulating two-dimensional movement of water, heat, and multiple solutes in variably saturated media, version 2.0. Int. Ground Water Model. Cent., Colo. Sch. of Mines, Golden, pp 251

  • Smethurst PJ, Comerford NB, Neary DG (1993) Predicting the effects of weeds on K and P uptake by young slash pine on a spodosol. For Ecol Manag 60:27–39

    Article  Google Scholar 

  • Somma F, Clausnitzer V, Hopmans JW (1997) An algorithm for three-dimensional, simultaneous modeling of root growth, transient soil water flow, and solute transport and uptake version 2.1. Department of Land, Air and Water Resources Paper No. 100034. University of California, Davis

  • Somma F, Hopmans JW, Clausnitzer V (1998) Transient three-dimensional modeling of soil water and solute transport with simultaneous root growth, root water and nutrient uptake. Plant Soil 202:281–293

    Article  CAS  Google Scholar 

  • Tardieu F (1988a) Analysis of the spatial variability of maize root density II. Distances between roots. Plant Soil 107:267–272

    Article  Google Scholar 

  • Tardieu F (1988b) Analysis of the spatial variability of maize root density. I. Effect of wheel compaction on the spatial arrangement of roots. Plant Soil 107:259–266

    Article  Google Scholar 

  • Tardieu F, Bruckler L, Lafolie F (1992) Root clumping may affect the root water potential and the resistance to soil-root water transport. Plant Soil 140:291–301

    Article  Google Scholar 

  • Timlin DJ, Pachepsky YA (1997) A modular soil and root process simulator. Ecol Model 94:67–80

    Article  Google Scholar 

  • Tinker PB, Nye PH (2000) Solute Movement in the Rhizosphere. Oxford University Press, New York, Oxford, pp 444

    Google Scholar 

  • van Noordwijk M, Brouwer G, Meijboum F, Oliveira MdRG, Bengough AG (2000) Trench profile techniques and core break methods. In: Smit AL, Bengough AG, Engels C, Noordwijk Mv, Pellerin S, Geijn SCvd (ed) Root methods. Springer, Berlin Heidelberg New York, pp. 211–234

    Google Scholar 

  • van Rees KCJ, Hoskins JA, Hoskins WD (1994) Analyzing root competition with Dirichlet tessellation for wheat on three landscape positions. Soil Sci Soc Am J 58:423–432

    Article  Google Scholar 

  • Vrugt JA, Hopmans JW, Šimunek J (2001a) Calibration of a two-dimensional root water uptake model. Soil Sci Soc Am J 65:1027–1037

    Article  CAS  Google Scholar 

  • Vrugt JA, van Wijk MT, Hopmans JW, Šimunek J (2001b) One-, two-, and three-dimensional root water uptake functions for transient modeling. Water Resour Res 37:2457–2470

    Article  Google Scholar 

  • Wang EL, Smith CJ (2004) Modelling the growth and water uptake function of plant root systems: a review. Aust J Agric Res 55:501–523

    Article  Google Scholar 

  • Wang D, Shannon MC, Grieve CM, Shouse PJ, Suarez DL (2002) Ion partitioning among soil and plant components under drip, furrow, and sprinkler irrigation regimes: field and modeling assessments. J Environ Qual 31:1684–1693

    Article  PubMed  CAS  Google Scholar 

  • Yanai RD (1994) A steady-state model of nutrient uptake accounting for newly grown roots. Soil Sci Soc Am J 58:1562–1571

    Article  Google Scholar 

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Acknowledgments

We are grateful to the staff of the experimental farm Hohenschulen and Torben Sjuts for their assistance. The study was financially supported by the German Research Foundation (DFG).

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Correspondence to Michael Kohl.

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Responsible Editor: Herbert Johannes Kronzucker.

Appendix

Appendix

List of the used main symbols

Symbol

Definition

Units

a

Radius of root axis

m

A pi

Representative polygon area of the i-th class

m2

B l

Lower boundary of the i-th area class

m2

B u

Upper boundary of the i-th area class

m2

b

Buffering

C i

Initial concentration of solute in liquid phase

mol m−3

C la

Concentration of solute at root surface

mol m−3

C l

Concentration of solute in liquid phase

mol m−3

\( \ifmmode\expandafter\bar\else\expandafter\=\fi{C}_{{\text{l}}} \)

average concentration of solute in liquid phase

mol m−3

D l

Diffusion coefficient of solute in water

m2 s−1

D e

Effective diffusion coefficient (diffusion coefficient of solute in soil)

m2 s−1

dx

grid width in x direction and diffusion distance, respectively

mm

dy

grid width in y direction

mm

f

Impedance factor

k

Number of used classes

L v

Mean root length density

km m−3

I

Nutrient influx rate per root length unit

mol s−1 m−1

I i

Nutrient influx rate of the i-th class

mol s−1 m−1

I tot

Weighted nutrient influx rate of all classes

mol s−1 m−1

n

Number of used intervals

n gc

Number of grid cells

P m

Mineralisation rate

mol s−1 m−3

P mi

Mineralisation rate of grid cell i

mol s−1 m−3

r

Radial coordinate

m

r s

radius of the single root cylinder

m

t

Time

s

W i , W j

Weighting factors

x, y

Cartesian coordinates in two-dimensional space

m

α

Root absorbing power

m s−1

ν j

Area of the j-th interval

m2

θ

Soil moisture fraction by volume

m3 m−3

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Kohl, M., Böttcher, U. & Kage, H. Comparing different approaches to calculate the effects of heterogeneous root distribution on nutrient uptake: a case study on subsoil nitrate uptake by a barley root system. Plant Soil 298, 145–159 (2007). https://doi.org/10.1007/s11104-007-9347-9

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