Generation.h

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00001 /***************************************************************************
00002  *   Copyright (C) 2008-2011 LpzRobots development team                    *
00003  *    Joerg Weider   <joergweide84 at aol dot com> (robot12)               *
00004  *    Georg Martius  <georg dot martius at web dot de>                     *
00005  *    Frank Guettler <guettler at informatik dot uni-leipzig dot de        *
00006  *    Frank Hesse    <frank at nld dot ds dot mpg dot de>                  *
00007  *    Ralf Der       <ralfder at mis dot mpg dot de>                       *
00008  *    Joern Hoffmann <jhoffmann at informatik dot uni-leipzig dot de       *
00009  *                                                                         *
00010  *   This program is free software; you can redistribute it and/or modify  *
00011  *   it under the terms of the GNU General Public License as published by  *
00012  *   the Free Software Foundation; either version 2 of the License, or     *
00013  *   (at your option) any later version.                                   *
00014  *                                                                         *
00015  *   This program is distributed in the hope that it will be useful,       *
00016  *   but WITHOUT ANY WARRANTY; without even the implied warranty of        *
00017  *   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the         *
00018  *   GNU General Public License for more details.                          *
00019  *                                                                         *
00020  *   You should have received a copy of the GNU General Public License     *
00021  *   along with this program; if not, write to the                         *
00022  *   Free Software Foundation, Inc.,                                       *
00023  *   59 Temple Place - Suite 330, Boston, MA  02111-1307, USA.             *
00024  *                                                                         *
00025  ***************************************************************************/
00026 
00027 #ifndef GENERATION_H_
00028 #define GENERATION_H_
00029 
00030 // standard includes
00031 #include <string>
00032 #include <vector>
00033 #include <map>
00034 #include <selforg/randomgenerator.h>
00035 #include <selforg/inspectable.h>
00036 
00037 // forward declarations
00038 class Individual;
00039 struct RESTORE_GA_GENERATION;
00040 
00041 // gen. alg. includes
00042 
00043 /**
00044  * The Generation class
00045  *
00046  *   This class is used for grouping some individuals which representing
00047  *   one step in the gen. alg. (called generation). For this it save all
00048  *   individual which are part of this generation. Also it have an Number
00049  *   like a ID, which make this generation individual.
00050  *
00051  *   All Generations inside the gen.alg. are only saved in the GenEngine.
00052  */
00053 class Generation : public Inspectable {
00054 public:
00055         /**
00056          * constructor to create a Generation. Information which the class need are
00057          * the generation number, the size of it and how many individual don t come
00058          * in the next generation (killRate).
00059          *
00060          * @param generationNumber (int) The ID of the Generation.
00061          * @param size (int) The Size of this Generation. Means how many individual are lives in this generation
00062          * @param numChildren (int) Number of individual which will be created by crossover
00063          */
00064         Generation(int generationNumber, int size, int numChildren);
00065 
00066         /**
00067          * destructor to delete a GenContext.
00068          */
00069         virtual ~Generation();
00070 
00071         /**
00072          * [inline], [const]
00073          * This function gives the ID (number) of the generation back.
00074          *
00075          * @return (int) The ID
00076          */
00077         inline int getGenerationNumber(void)const {return m_generationNumber;}
00078 
00079         /**
00080          * [inline], [const]
00081          * This function gives the size which is planed for this generation back.
00082          *
00083          * @return (int) The planed size
00084          */
00085         inline int getSize(void)const {return m_size;}
00086 
00087         /**
00088          * [inline], [const]
00089          * This function gives the actual size (number of individuals inside the generation) back.
00090          *
00091          * @return (int) current size
00092          */
00093         inline int getCurrentSize(void)const {return m_individual.size();}
00094 
00095         /**
00096          * [inline], [const]
00097          * This function gives the number of children back, which will be created by crossover.
00098          *
00099          * @return (int) the number of children
00100          */
00101         inline int getNumChildren(void)const {return m_numChildren;}
00102 
00103         /**
00104          * [individual], [const]
00105          * This function gives one individual from this generation back.
00106          *
00107          * @param x (int) the index of the searched individual
00108          *
00109          * @return (Individual*) The individual. If 0, if the param x is not inside the index range
00110          */
00111         inline Individual* getIndividual(int x)const {if(x<getCurrentSize())return m_individual[x];return NULL;}
00112 
00113         /**
00114          * [inline], [const]
00115          * This function gives all individual back.
00116          *
00117          * @return (vector<Individual*>&) all individual inside the generation
00118          */
00119         inline const std::vector<Individual*>& getAllIndividual(void)const {return m_individual;}
00120 
00121         /**
00122    * [inline], [const]
00123    * This function gives all individual back which aren't have the fitness value calculated.
00124    *
00125    * @return (vector<Individual*>&) all individual inside the generation
00126    */
00127   std::vector<Individual*>* getAllUnCalculatedIndividuals(void)const;
00128 
00129         /**
00130          * This function insert an individual in the generation.
00131          *
00132          * @param individual (Individual*) the individual which should be insert in the generation
00133          */
00134         void addIndividual(Individual* individual);
00135 
00136         /**
00137          * This function makes an crossOver whit the existing individuals to become from the current size the planed size.
00138          *
00139          * @param random (RandGen*) a pseudo number generator.
00140          */
00141         void crossover(RandGen* random);
00142 
00143         /**
00144          * returns a string which represent all individual in this generation.
00145          *
00146          * @return (string) the string
00147          */
00148         std::string getAllIndividualAsString(void)const;
00149 
00150         /**
00151          * returns all fitness values from the individuals.
00152          *
00153          * @return (vector<double> the fitness values.
00154          */
00155         std::vector<double>* getAllFitness(void)const;
00156 
00157         /**
00158          * This function updates the statistical values
00159          * @param factor (double) normal 1.5    Is needed for the data analysation
00160          */
00161         void update(double factor = 1.5);
00162 
00163         /**
00164          * store a generation in a file
00165          * @param f (FILE*) the file in which should be stored
00166          * @return (bool) true if all ok
00167          */
00168         bool store(FILE* f)const;
00169 
00170         /**
00171          * restore all generation from a restore structure
00172          *
00173          * remember the individuals must be restored before
00174          *
00175          * @param numberGeneration (int) number of generations which should be restored
00176          * @param generationSet (map<int,RESTORE_GA_GENERATION*>) the structures which should be restored
00177          * @param linkSet (map<int,vector<int>>) the linkings between the generation and the individuals
00178          * @return (bool) true if all ok
00179          */
00180         static bool restore(int numberGeneration, std::map<int,RESTORE_GA_GENERATION*>& generationSet, std::map<int,std::vector<int> >& linkSet);
00181 
00182 protected:
00183         /**
00184          * (int)
00185          * The generation number (ID)
00186          */
00187         int m_generationNumber;
00188 
00189         /**
00190          * (vector<Individual*>)
00191          * The storage for the individuals, which are part of this generation. (NO deleting)
00192          */
00193         std::vector<Individual*> m_individual;
00194 
00195         /**
00196          * (int)
00197          * The planed size of the generation.
00198          */
00199         int m_size;
00200 
00201         /**
00202          * (int)
00203          * The number of children
00204          */
00205         int m_numChildren;
00206 
00207 private:
00208         /**
00209          * disable the default constructor
00210          */
00211         Generation();
00212 
00213         /**
00214          * the under quartil
00215          */
00216         double m_q1;
00217 
00218         /**
00219          * the upper quartil
00220          */
00221         double m_q3;
00222 
00223         /**
00224          * the min
00225          */
00226         double m_min;
00227 
00228         /**
00229          * the max
00230          */
00231         double m_max;
00232 
00233         /**
00234          * the average
00235          */
00236         double m_avg;
00237 
00238         /**
00239          * the median
00240          */
00241         double m_med;
00242 
00243         /**
00244          * the under whisker
00245          */
00246         double m_w1;
00247 
00248         /**
00249          * the upper whisker
00250          */
00251         double m_w3;
00252 
00253         /**
00254          * the best fitness value inside the generation
00255          */
00256         double m_best;
00257 
00258         /**
00259          * the number of individual inside the generation (will be)
00260          */
00261         double m_dSize;
00262 
00263         /**
00264          * the number of individual which will be created by crossover.
00265          */
00266         double m_dNumChildren;
00267 };
00268 
00269 #endif /* GENERATION_H_ */
Generated on Thu Jun 28 14:45:36 2012 for Robot Simulator of the Robotics Group for Self-Organization of Control by  doxygen 1.6.3