source: src/FunctionApproximation/FunctionModel.hpp@ c8302f3

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Last change on this file since c8302f3 was d03292, checked in by Frederik Heber <heber@…>, 12 years ago

Implemented box constraints for FunctionModel, using a feature of LevMar.

  • we need lower and upper bounds for each parameter. These can be passed on to specific function of LevMar.
  • LevMartester checks whether isBoxConstraints apply and requires parameter derivatives in this case.
  • Property mode set to 100644
File size: 3.1 KB
Line 
1/*
2 * FunctionModel.hpp
3 *
4 * Created on: 02.10.2012
5 * Author: heber
6 */
7
8#ifndef FUNCTIONMODEL_HPP_
9#define FUNCTIONMODEL_HPP_
10
11// include config.h
12#ifdef HAVE_CONFIG_H
13#include <config.h>
14#endif
15
16#include <vector>
17
18#include "FunctionApproximation/FunctionArgument.hpp"
19
20/** This class represents the interface for a given function to model a
21 * high-dimensional data set in FunctionApproximation.
22 *
23 * As the parameters may be stored differently, the interface functions for
24 * getting and setting them are as light-weight (and not speed-optimized)
25 * as possible.
26 *
27 */
28class FunctionModel
29{
30public:
31 //!> typedef for a single parameter degree of freedom of the function
32 typedef double parameter_t;
33 //!> typedef for the whole set of parameters of the function
34 typedef std::vector<parameter_t> parameters_t;
35 //!> typedef for the argument vector as input to the function
36 typedef std::vector<argument_t> arguments_t;
37 //!> typedef for a single result degree of freedom
38 typedef double result_t;
39 //!> typedef for the result vector as returned by the function
40 typedef std::vector<result_t> results_t;
41public:
42 FunctionModel() {}
43 virtual ~FunctionModel() {}
44
45 /** Setter for the parameters of the model function.
46 *
47 * \param params set of parameters to set
48 */
49 virtual void setParameters(const parameters_t &params)=0;
50
51 /** Getter for the parameters of this model function.
52 *
53 * \return current set of parameters of the model function
54 */
55 virtual parameters_t getParameters() const=0;
56
57 /** Getter for the number of parameters of this model function.
58 *
59 * \return number of parameters
60 */
61 virtual size_t getParameterDimension() const=0;
62
63 /** Evaluates the function with the given \a arguments and the current set of
64 * parameters.
65 *
66 * \param arguments set of arguments as input variables to the function
67 * \return result of the function
68 */
69 virtual results_t operator()(const arguments_t &arguments) const=0;
70
71 /** Evaluates the derivative of the function with the given \a arguments
72 * with respect to a specific parameter indicated by \a index.
73 *
74 * \param arguments set of arguments as input variables to the function
75 * \param index derivative of which parameter
76 * \return result vector containing the derivative with respect to the given
77 * input
78 */
79 virtual results_t parameter_derivative(const arguments_t &arguments, const size_t index) const=0;
80
81 /** States whether lower and upper boundaries should be used to constraint
82 * the parameter search for this function model.
83 *
84 * \return true - constraints should be used, false - else
85 */
86 virtual bool isBoxConstraint() const=0;
87
88 /** Returns a vector which are the lower boundaries for each parameter_t
89 * of this FunctionModel.
90 *
91 * \return vector of parameter_t resembling lowest allowed values
92 */
93 virtual parameters_t getLowerBoxConstraints() const=0;
94
95 /** Returns a vector which are the upper boundaries for each parameter_t
96 * of this FunctionModel.
97 *
98 * \return vector of parameter_t resembling highest allowed values
99 */
100 virtual parameters_t getUpperBoxConstraints() const=0;
101};
102
103#endif /* FUNCTIONMODEL_HPP_ */
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