Van Genuchten–Gupta model

{{more citations needed|date=February 2018}}

The Van Genuchten–Gupta model is an inverted S-curve applicable to crop yield and soil salinity relations.M. Th. van Genuchten and S.K. Gupta, 1993. USDA-ARS, U.S. Salinity Laboratory 4500 Glenwood Drive, Riverside, California, USA, 92501. A reassessment of the Crop Tolerance Response Function. Journal of the Indian Society of Soil Science, Vol. 41, No. 4, pp 730–737. It is named after Martinus Theodore van Genuchten and Satyandra K. Gupta's work from the 1990s.

File:Van Genugten-Gupta model.png

Equation

The mathematical expression is:

: Y = \frac{Y_{\rm m} }{1 + (C / C_{50})^P }

where Y is the yield, Ym is the maximum yield of the model, C is salt concentration of the soil, C50 is the C value at 50% yield, and P is an exponent to be found by optimization and maximizing the model's goodness of fit to the data.

In the figure: Ym = 3.1, C50 = 12.4, P = 3.75

Alternative one

File:S-curve model.png

As an alternative, the logistic S-function can be used.

The mathematical expression is:

: Y^{\wedge} = \frac{1 }{1 + \exp(A X^C + B) }

where:

: Y^{\wedge} = \frac{Y-Y_{\rm n} }{Y_{\rm m}-Y_{\rm n} }

with Y being the yield, Yn the minimum Y, Ym the maximum Y, X the salt concentration of the soil, while A, B and C are constants to be determined by optimization and maximizing the model's goodness of fit to the data.

If the minimum Yn=0 then the expression can be simplified to:

: Y = \frac{Y_{\rm m} }{1 + \exp(A X^C + B)}

In the figure: Ym = 3.43, Yn = 0.47, A = 0.112, B = -3.16, C = 1.42.

Alternative two

File:Cubic regression.png

The third degree or cubic regression also offers a useful alternative.

The equation reads:

:Y=AX^3+BX^2+CX+D

with Y the yield, X the salt concentration of the soil, while A, B, C and D are constants to be determined by the regression.

In the figure: A = 0.0017, B = 0.0604, C=0.3874, D = 2.3788. These values were calculated with Microsoft Excel

The curvature is more pronounced than in the other models.

See also

References

{{reflist}}

{{DEFAULTSORT:Van Genuchten Gupta model}}

Category:Soil science

Category:Mathematical modeling

Category:Crops

{{soil-sci-stub}}