| 1 | #ifndef MARS_MSimulatedAnnealing
|
|---|
| 2 | #define MARS_MSimulatedAnnealing
|
|---|
| 3 |
|
|---|
| 4 | #ifndef MARS_MAGIC
|
|---|
| 5 | #include "MAGIC.h"
|
|---|
| 6 | #endif
|
|---|
| 7 |
|
|---|
| 8 | #ifndef ROOT_TMatrix
|
|---|
| 9 | #include <TMatrix.h>
|
|---|
| 10 | #endif
|
|---|
| 11 |
|
|---|
| 12 | #ifndef ROOT_TVector
|
|---|
| 13 | #include <TVector.h>
|
|---|
| 14 | #endif
|
|---|
| 15 |
|
|---|
| 16 | class MHSimulatedAnnealing;
|
|---|
| 17 | class TRandom;
|
|---|
| 18 |
|
|---|
| 19 | class MSimulatedAnnealing : public TObject
|
|---|
| 20 | {
|
|---|
| 21 | private:
|
|---|
| 22 |
|
|---|
| 23 | static const Float_t gsYtryStr; // Fixed high value to keep the simplex inside the borders
|
|---|
| 24 | static const Float_t gsYtryCon; // Fixed high value to keep the simplex inside the borders
|
|---|
| 25 | static const Int_t gsMaxDim; // Fixed maximum number of dimensions
|
|---|
| 26 | static const Int_t gsMaxStep; // Fixed maximum number of loops with temperature=0
|
|---|
| 27 |
|
|---|
| 28 | MHSimulatedAnnealing *fResult; //! The histogram output container
|
|---|
| 29 |
|
|---|
| 30 | TRandom *fRandom; // The random number generator -> random numbers between 0 and 1
|
|---|
| 31 |
|
|---|
| 32 | Real_t fTolerance; // The convergence break condition
|
|---|
| 33 |
|
|---|
| 34 | UShort_t fNdim; // The number of parameters
|
|---|
| 35 | UShort_t fMpts; // The number of simplex points (=fNdim+1)
|
|---|
| 36 |
|
|---|
| 37 | UShort_t fNumberOfMoves; // The total number of moves (== CPU time)
|
|---|
| 38 |
|
|---|
| 39 | Real_t fStartTemperature; // The start temperature -> will slowly get decreased to 0
|
|---|
| 40 |
|
|---|
| 41 | Bool_t fFullStorage; // kTRUE -> the whole simplex gets stored in MHSimlutedAnnealing
|
|---|
| 42 | Bool_t fInit; // kTRUE -> initialization was succesful
|
|---|
| 43 |
|
|---|
| 44 | TMatrix fP; // The (ndim+1,ndim) matrix containing the simplex
|
|---|
| 45 |
|
|---|
| 46 | TVector fPsum; // The sum of each point of the simplex
|
|---|
| 47 |
|
|---|
| 48 | TVector fP0; // The boundary conditions on the weak side
|
|---|
| 49 | TVector fP1; // The boundary conditions on the strong side
|
|---|
| 50 | TVector fY; // The array containing the function evaluation results
|
|---|
| 51 |
|
|---|
| 52 | Real_t fYb; // The best function evaluation value ever found
|
|---|
| 53 | Real_t fYconv; // The function evaluation value at the convergence point
|
|---|
| 54 |
|
|---|
| 55 | TVector fPb; // The parameters belonging to fYb
|
|---|
| 56 | TVector fPconv; // The parameters belonging to fYconv
|
|---|
| 57 |
|
|---|
| 58 | Int_t Amebsa(Int_t iter,
|
|---|
| 59 | const Real_t temp); // The function deciding if the simplex has to get reflected, expanded or contracted
|
|---|
| 60 |
|
|---|
| 61 | Real_t Amotsa(const Float_t fac,
|
|---|
| 62 | const UShort_t ihi,
|
|---|
| 63 | Real_t &yhi,
|
|---|
| 64 | const Real_t temp); // The function reflecting, expanding and contracting the simplex: fac=-1 -> reflection, fac=0.5 -> contraction, fac=2.0 -> expansion
|
|---|
| 65 |
|
|---|
| 66 | void GetPsum();
|
|---|
| 67 |
|
|---|
| 68 | protected:
|
|---|
| 69 |
|
|---|
| 70 | virtual Float_t FunctionToMinimize(const TVector &arr); // The optimization function
|
|---|
| 71 |
|
|---|
| 72 | public:
|
|---|
| 73 | enum BorderFlag_t { kENoBorder, kEStrictBorder, kEContractBorder };
|
|---|
| 74 | enum Verbosity_t { kEDefault, kEVerbose, kEDebug };
|
|---|
| 75 |
|
|---|
| 76 | private:
|
|---|
| 77 | BorderFlag_t fBorder;
|
|---|
| 78 | Verbosity_t fVerbose;
|
|---|
| 79 |
|
|---|
| 80 | public:
|
|---|
| 81 | MSimulatedAnnealing();
|
|---|
| 82 | virtual ~MSimulatedAnnealing();
|
|---|
| 83 |
|
|---|
| 84 | void ModifyTolerance(Float_t tol) { fTolerance = tol; }
|
|---|
| 85 | void ModifyBorderFlag(BorderFlag_t border) { fBorder = border; }
|
|---|
| 86 |
|
|---|
| 87 | Bool_t Initialize(const TMatrix &p, const TVector &y,
|
|---|
| 88 | const TVector &p0, const TVector &p1);
|
|---|
| 89 |
|
|---|
| 90 | void SetNumberOfMoves(UShort_t moves) { fNumberOfMoves = moves; }
|
|---|
| 91 | void SetStartTemperature(Float_t temp) { fStartTemperature = temp; }
|
|---|
| 92 | void SetFullStorage() { fFullStorage = kTRUE; }
|
|---|
| 93 | void SetVerbosityLevel(Verbosity_t level) { fVerbose = level; }
|
|---|
| 94 | void SetRandom(TRandom *rand) { fRandom = rand; }
|
|---|
| 95 |
|
|---|
| 96 | const TVector &GetPb() const { return fPb; }
|
|---|
| 97 | Float_t GetYb() const { return fYb; }
|
|---|
| 98 |
|
|---|
| 99 | const TVector &GetPconv() const { return fPconv; }
|
|---|
| 100 | Float_t GetYconv() const { return fYconv; }
|
|---|
| 101 |
|
|---|
| 102 |
|
|---|
| 103 | MHSimulatedAnnealing *GetResult() { return fResult; }
|
|---|
| 104 |
|
|---|
| 105 | Bool_t RunMinimization();
|
|---|
| 106 |
|
|---|
| 107 | ClassDef(MSimulatedAnnealing,1) // Class to perform a Simulated Annealing Minimization
|
|---|
| 108 | };
|
|---|
| 109 |
|
|---|
| 110 | #endif
|
|---|