Lemma is an Electromagnetics API
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CubicSplineInterpolator.h 5.7KB

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  1. /* This file is part of Lemma, a geophysical modelling and inversion API.
  2. * More information is available at http://lemmasoftware.org
  3. */
  4. /* This Source Code Form is subject to the terms of the Mozilla Public
  5. * License, v. 2.0. If a copy of the MPL was not distributed with this
  6. * file, You can obtain one at http://mozilla.org/MPL/2.0/.
  7. */
  8. /**
  9. * @file
  10. * @date 09/25/2013 08:20:14 AM
  11. * @version $Id$
  12. * @author Trevor Irons (ti)
  13. * @email Trevor.Irons@xri-geo.com
  14. * @copyright Copyright (c) 2013, XRI Geophysics, LLC
  15. * @copyright Copyright (c) 2013, Trevor Irons
  16. */
  17. #ifndef CUBICSPLINEINTERPOLATOR_INC
  18. #define CUBICSPLINEINTERPOLATOR_INC
  19. #include "LemmaObject.h"
  20. namespace Lemma {
  21. // Simple struct to hold spline terms
  22. struct SplineSet{
  23. VectorXr a;
  24. VectorXr b;
  25. VectorXr c;
  26. VectorXr d;
  27. VectorXr x;
  28. SplineSet( ) {
  29. }
  30. SplineSet(const int&n) {
  31. a = VectorXr::Zero(n+1);
  32. b = VectorXr::Zero(n);
  33. c = VectorXr::Zero(n+1);
  34. d = VectorXr::Zero(n);
  35. x = VectorXr::Zero(n+1);
  36. }
  37. };
  38. /**
  39. \brief Real 1D Natural cubic spline interpolator.
  40. \details Splines are fit between knots \f$j\f$ according to the forulae
  41. \f[ S_j(x) = a_j + b_j(x - x_j) + c_j(x-x_j)^2 + d_j(x-x_y)^3 \f]
  42. The spline must satisfy the following conditions
  43. \f{eqnarray} {
  44. S_i(x_i) & = & y_i = S_{i-1}(x_i), i = 1,..., n-1 \\
  45. S'_i(x_i) & = & S'_{i-1}(x_i), i = 1,..., n-1 \\
  46. S''_i(x_i) & = & S''_{i-1}(x_i), i = 1,..., n-1 \\
  47. S''_0(x_0) & = & S''_{n-1}(x_n) = 0
  48. \f}
  49. */
  50. class CubicSplineInterpolator : public LemmaObject {
  51. friend std::ostream &operator<<(std::ostream &stream,
  52. const CubicSplineInterpolator &ob);
  53. public:
  54. // ==================== LIFECYCLE =======================
  55. /**
  56. * Factory method for generating concrete class.
  57. * @return a std::shared_ptr of type CubicSplineInterpolator
  58. */
  59. static std::shared_ptr<CubicSplineInterpolator> NewSP();
  60. /**
  61. * Uses YAML to serialize this object.
  62. * @return a YAML::Node
  63. */
  64. YAML::Node Serialize() const;
  65. /**
  66. * Constructs an object from a YAML::Node.
  67. */
  68. static std::shared_ptr< CubicSplineInterpolator > DeSerialize(const YAML::Node& node);
  69. // ==================== OPERATORS =======================
  70. // ==================== OPERATIONS =======================
  71. /** Sets the knots to use for interpolation.
  72. @param[in] x are the absissa values
  73. @param[in] y are the ordinate values
  74. */
  75. void SetKnots(const VectorXr& x, const VectorXr& y);
  76. /** Resets the knots to use for interpolation, when abscissa values haven't changed.
  77. @param[in] y are the ordinate values
  78. */
  79. void ResetKnotOrdinate( const VectorXr& y );
  80. /** Interpolate a monotonically increasing ordered set.
  81. @param[in] x are the interpolation abscissa points
  82. @return the ordinate values at x
  83. */
  84. VectorXr InterpolateOrderedSet(const VectorXr& x);
  85. /** integrates the spline from x0 to x1. Uses composite Simpson's rule and n is the number of segments
  86. * @param[in] x0 is left argument
  87. * @param[in] x1 is right argument
  88. * @param[in] n is the number of points, must be even
  89. */
  90. Real Integrate(const Real& x0, const Real& x1, const int& n);
  91. /** integrates using cubic spline values. Taken from AMRIRA P223F project code Leroi, which in turn was based on
  92. This is a modification of the FUNCTION PPVALU in the book
  93. "A PRACTICAL GUIDE TO SPLINES" by C. DE BOOR
  94. */
  95. Real Integrate(const Real& x0, const Real& x1);
  96. /** @returns the know abscissa values
  97. */
  98. VectorXr GetKnotAbscissa();
  99. /** @returns the know abscissa values
  100. */
  101. VectorXr GetKnotOrdinate();
  102. /** Interpolation at a single point.
  103. @param[in] x is the interpolation abscissa point
  104. @param[in] i is an optional index to start searching at. Defaults to zero
  105. @return the ordinate value at x
  106. */
  107. Real Interpolate(const Real& x, int& i);
  108. /** Interpolation at a single point.
  109. @param[in] x is the interpolation abscissa point
  110. @return the ordinate value at x
  111. */
  112. Real Interpolate(const Real& x);
  113. // ==================== ACCESS =======================
  114. // ==================== INQUIRY =======================
  115. /** Returns the name of the underlying class, similiar to Python's type */
  116. virtual inline std::string GetName() const {
  117. return CName;
  118. }
  119. protected:
  120. // ==================== LIFECYCLE =======================
  121. /** Default protected constructor, use New */
  122. CubicSplineInterpolator ( );
  123. /** Protected DeDerializing constructor, use factory DeSerialize method*/
  124. CubicSplineInterpolator (const YAML::Node& node);
  125. /** Default protected destructor, smart pointers auto delete */
  126. ~CubicSplineInterpolator ();
  127. /**
  128. * @copybrief LemmaObject::Release()
  129. * @copydetails LemmaObject::Release()
  130. */
  131. void Release();
  132. // ==================== OPERATIONS =======================
  133. /** Finds the interval of knots in spline to use for integration.
  134. */
  135. int Interval(const Real& x);
  136. private:
  137. /** ASCII string representation of the class name */
  138. static constexpr auto CName = "CubicSplineInterpolator";
  139. SplineSet Spline;
  140. int ilo;
  141. int mflag;
  142. // ==================== DATA MEMBERS =========================
  143. }; // ----- end of class CubicSplineInterpolator -----
  144. } // ----- end of Lemma name -----
  145. #endif // ----- #ifndef CUBICSPLINEINTERPOLATOR_INC -----
  146. /* vim: set tabstop=4 expandtab: */
  147. /* vim: set filetype=cpp: */