1 | #ifndef MARS_MSimulatedAnnealing
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2 | #define MARS_MSimulatedAnnealing
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3 |
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4 | #ifndef MARS_MAGIC
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5 | #include "MAGIC.h"
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6 | #endif
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7 |
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8 | #ifndef ROOT_TMatrix
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9 | #include <TMatrix.h>
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10 | #endif
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11 |
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12 | class MHSimulatedAnnealing;
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13 | class TRandom;
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14 |
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15 | class MSimulatedAnnealing : public TObject
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16 | {
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17 | private:
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18 |
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19 | static const Float_t gsYtryStr; // Fixed high value to keep the simplex inside the borders
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20 | static const Float_t gsYtryCon; // Fixed high value to keep the simplex inside the borders
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21 | static const Int_t gsMaxDim; // Fixed maximum number of dimensions
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22 | static const Int_t gsMaxStep; // Fixed maximum number of loops with temperature=0
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23 |
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24 | MHSimulatedAnnealing *fResult; //! The histogram output container
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25 |
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26 | TRandom *fRandom; // The random number generator -> random numbers between 0 and 1
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27 |
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28 | Real_t fTolerance; // The convergence break condition
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29 |
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30 | UShort_t fNdim; // The number of parameters
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31 | UShort_t fMpts; // The number of simplex points (=fNdim+1)
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32 |
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33 | UShort_t fNumberOfMoves; // The total number of moves (== CPU time)
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34 |
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35 | Real_t fStartTemperature; // The start temperature -> will slowly get decreased to 0
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36 |
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37 | Bool_t fFullStorage; // kTRUE -> the whole simplex gets stored in MHSimlutedAnnealing
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38 | Bool_t fInit; // kTRUE -> initialization was succesful
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39 |
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40 | TMatrix fP; // The (ndim+1,ndim) matrix containing the simplex
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41 |
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42 | TVector fPsum; // The sum of each point of the simplex
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43 |
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44 | TVector fP0; // The boundary conditions on the weak side
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45 | TVector fP1; // The boundary conditions on the strong side
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46 | TVector fY; // The array containing the function evaluation results
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47 |
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48 | Real_t fYb; // The best function evaluation value ever found
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49 | Real_t fYconv; // The function evaluation value at the convergence point
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50 |
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51 | TVector fPb; // The parameters belonging to fYb
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52 | TVector fPconv; // The parameters belonging to fYconv
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53 |
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54 | Int_t Amebsa(Int_t iter,
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55 | const Real_t temp); // The function deciding if the simplex has to get reflected, expanded or contracted
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56 |
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57 | Real_t Amotsa(const Float_t fac,
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58 | const UShort_t ihi,
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59 | Real_t &yhi,
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60 | const Real_t temp); // The function reflecting, expanding and contracting the simplex: fac=-1 -> reflection, fac=0.5 -> contraction, fac=2.0 -> expansion
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61 |
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62 | void GetPsum();
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63 |
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64 | protected:
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65 |
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66 | virtual Float_t FunctionToMinimize(const TVector &arr); // The optimization function
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67 |
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68 | public:
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69 | enum BorderFlag_t { kENoBorder, kEStrictBorder, kEContractBorder };
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70 | enum Verbosity_t { kEDefault, kEVerbose, kEDebug };
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71 |
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72 | private:
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73 | BorderFlag_t fBorder;
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74 | Verbosity_t fVerbose;
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75 |
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76 | public:
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77 | MSimulatedAnnealing();
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78 | virtual ~MSimulatedAnnealing();
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79 |
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80 | void ModifyTolerance(Float_t tol) { fTolerance = tol; }
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81 | void ModifyBorderFlag(BorderFlag_t border) { fBorder = border; }
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82 |
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83 | Bool_t Initialize(const TMatrix &p, const TVector &y,
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84 | const TVector &p0, const TVector &p1);
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85 |
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86 | void SetNumberOfMoves(UShort_t moves) { fNumberOfMoves = moves; }
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87 | void SetStartTemperature(Float_t temp) { fStartTemperature = temp; }
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88 | void SetFullStorage() { fFullStorage = kTRUE; }
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89 | void SetVerbosityLevel(Verbosity_t level) { fVerbose = level; }
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90 | void SetRandom(TRandom *rand) { fRandom = rand; }
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91 |
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92 | const TVector &GetPb() const { return fPb; }
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93 | Float_t GetYb() const { return fYb; }
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94 |
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95 | const TVector &GetPconv() const { return fPconv; }
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96 | Float_t GetYconv() const { return fYconv; }
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97 |
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98 |
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99 | MHSimulatedAnnealing *GetResult() { return fResult; }
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100 |
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101 | Bool_t RunMinimization();
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102 |
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103 | ClassDef(MSimulatedAnnealing,1) // Class to perform a Simulated Annealing Minimization
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104 | };
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105 |
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106 | #endif
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