Unfit::Examples::ODE2D Class Reference

Fit a two parameter first order ordinary differential equation (ODE) More...

#include <ODE2D.hpp>

Inheritance diagram for Unfit::Examples::ODE2D:

Public Member Functions
	ODE2D (const std::vector< double > &x, double dt)
std::vector< double >	operator() (const std::vector< double > &param)
Public Member Functions inherited from Unfit::GenericCostFunction
virtual	~GenericCostFunction ()

Private Attributes
const std::vector< double >	x_
const double	dt_

Detailed Description

Fit a two parameter first order ordinary differential equation (ODE)

This is an example data fitting problem with two parameters for a single first order ordinary differential equation (ODE). Here the goal is to fit the following ODE to some experimental data:

dx/dt = Ax + B

The goal is to find the values of A & B that best fit the data. In terms of the model, A = param[0] and B = param[1].

Constructor & Destructor Documentation

ODE2D()

Unfit::Examples::ODE2D::ODE2D ( const std::vector< double > &  x, double  dt  )

inline

Create the cost function. Here the experimental data must be passed in, and cannot be changed (if you want to, just create another cost function object). Here the experimental data is a vector, and we also require the time step between observations.

Intended use : ODE2D cost_func(x, dt);

Parameters

x	A vector of experimental data
dt	The time step between observations

Member Function Documentation

operator()()

std::vector<double> Unfit::Examples::ODE2D::operator() ( const std::vector< double > &  param )

inlinevirtual

Calculate the linear distance (residuals) between our model and the data. This method encapsulates the model, and expects the current estimates of the unknown parameters as an input. See the class documentation for details about the model.

Intended use : residuals = cost_func(param)

Parameters

param

A vector containing the current estimates of the parameters we are trying to fit

Returns

A vector containing the residuals

Implements Unfit::GenericCostFunction.

Member Data Documentation

dt_

const double Unfit::Examples::ODE2D::dt_

private

The time step between observations

x_

const std::vector<double> Unfit::Examples::ODE2D::x_

private

A vector to store the experimental data x

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The documentation for this class was generated from the following file:

• examples/ODE2D.hpp