GompertzCurve Class

Represents a Gompertz curve used for modeling growth processes with an asymmetry in the growth rate.

Definition

Namespace: Numerics.NET.Curves.Nonlinear
Assembly: Numerics.NET (in Numerics.NET.dll) Version: 10.0.0
C#
public class GompertzCurve : NonlinearCurve
Inheritance
Object  →  Curve  →  NonlinearCurve  →  GompertzCurve

Remarks

Use the GompertzCurve class to represent a four-parameter Gompertz curve commonly used to model growth processes, particularly where the growth rate decreases exponentially over time.

The Gompertz curve is named after Benjamin Gompertz who proposed it in 1825 for modeling human mortality. It has since found applications in modeling tumor growth, population dynamics, and epidemic spread. Unlike the logistic curve, the Gompertz curve is asymmetric, with the point of inflection occurring at approximately 37% of the maximum value rather than 50%.

The equation is:

y(x) = A \exp(-b e^{-cx}) + C

Parameters:

  • A – Asymptotic amplitude (maximum value minus baseline). See Amplitude.
  • b – Displacement along the x-axis. See Displacement.
  • c – Growth rate (controls the steepness). See GrowthRate.
  • C – Baseline offset (lower asymptote). See Offset.

Applications:

  • Tumor growth modeling
  • Population growth with saturation
  • Epidemic modeling
  • Cell culture growth
  • Market saturation curves
  • Mortality modeling

For details on how to fit a curve of this type, see the NonlinearCurveFitter class.

Constructors

GompertzCurve Constructs a new Gompertz curve.

Properties

Amplitude Gets or sets the asymptotic amplitude (A).
Displacement Gets or sets the displacement parameter (b).
GrowthRate Gets or sets the growth rate parameter (c).
Offset Gets or sets the baseline offset (C).
Parameters Gets the collection of parameters that determine the shape of this Curve.
(Inherited from Curve)

Methods

Clone Constructs an exact copy of this instance.
(Inherited from Curve)
EqualsDetermines whether the specified object is equal to the current object.
(Inherited from Object)
FillNumericalPartialDerivatives Fills a dense vector with the partial derivatives of the curve with respect to each of the curve parameters computed using numerical differentiation.
(Inherited from NonlinearCurve)
FillPartialDerivatives Fills a dense vector with the partial derivatives of the curve with respect to each of the curve parameters.
(Overrides NonlinearCurve.FillPartialDerivatives(Double, DenseVector<Double>))
FinalizeAllows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection.
(Inherited from Object)
FindRoots Gets the set of X-coordinates where the curve crosses the X-axis.
(Inherited from Curve)
GetCurveFitter Returns a CurveFitter object that can be used to fit the curve to data.
(Inherited from NonlinearCurve)
GetDerivative Returns a Curve that represents the derivative of this Curve.
(Inherited from Curve)
GetHashCodeServes as the default hash function.
(Inherited from Object)
GetInitialFitParameters Returns a vector containing initial values for the parameters for a curve fit through the specified data.
(Overrides NonlinearCurve.GetInitialFitParameters(Vector<Double>, Vector<Double>))
GetPartialDerivatives Returns a vector with the partial derivatives of the curve with respect to each of the curve parameters.
(Inherited from NonlinearCurve)
GetTypeGets the Type of the current instance.
(Inherited from Object)
Integral Gets the definite integral of the curve between the specified X-coordinates.
(Inherited from Curve)
MemberwiseCloneCreates a shallow copy of the current Object.
(Inherited from Object)
OnParameterChanged Called after a Curve parameter has been changed.
(Inherited from Curve)
OnParameterChanging Called before the value of a curve parameter is changed.
(Inherited from Curve)
SetParameter Sets a curve parameter to the specified value.
(Inherited from Curve)
SlopeAt(Double[]) Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve)
SlopeAt(Double) Gets the slope of the curve at the specified X-coordinate.
(Overrides Curve.SlopeAt(Double))
SlopeAt(ReadOnlySpan<Double>) Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve)
SlopeAt(Vector<Double>) Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve)
SlopeAt(ReadOnlySpan<Double>, Span<Double>) Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve)
Solve Finds the x value where the curve reaches the specified y value.
(Inherited from Curve)
TangentAt Gets the tangent line to the curve at the specified X-coordinate.
(Inherited from Curve)
ToStringReturns a string that represents the current object.
(Inherited from Object)
ValueAt(Double[]) Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve)
ValueAt(Double) Gets the Y-value of the curve at the specified X-coordinate.
(Overrides Curve.ValueAt(Double))
ValueAt(ReadOnlySpan<Double>) Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve)
ValueAt(Vector<Double>) Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve)
ValueAt(ReadOnlySpan<Double>, Span<Double>) Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve)

See Also