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clinearfafeaturecalculator.h

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00001 // Copyright (C) 2003
00002 // Gerhard Neumann (gneumann@gmx.net)
00003 // Stephan Neumann (sneumann@gmx.net) 
00004 //                
00005 // This file is part of RL Toolbox.
00006 // http://www.igi.tugraz.at/ril_toolbox
00007 //
00008 // All rights reserved.
00009 // 
00010 // Redistribution and use in source and binary forms, with or without
00011 // modification, are permitted provided that the following conditions
00012 // are met:
00013 // 1. Redistributions of source code must retain the above copyright
00014 //    notice, this list of conditions and the following disclaimer.
00015 // 2. Redistributions in binary form must reproduce the above copyright
00016 //    notice, this list of conditions and the following disclaimer in the
00017 //    documentation and/or other materials provided with the distribution.
00018 // 3. The name of the author may not be used to endorse or promote products
00019 //    derived from this software without specific prior written permission.
00020 // 
00021 // THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR
00022 // IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
00023 // OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.
00024 // IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT,
00025 // INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT
00026 // NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
00027 // DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
00028 // THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
00029 // (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF
00030 // THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
00031 
00032 #ifndef CLINEARFAFEATURE_H
00033 #define  CLINEARFAFEATURE_H
00034 
00035 #include "cstatemodifier.h"
00036 
00037 #include <map>
00038 
00039 class CState;
00040 class CStateCollection;
00041 
00043 
00048 class CFeatureOperatorOr : public CStateMultiModifier, public CFeatureCalculator
00049 {
00050 protected:
00051         std::map<CStateModifier *, double> *featureFactors;
00052 public:
00054         CFeatureOperatorOr();
00055         virtual ~CFeatureOperatorOr();
00056 
00058 
00061         virtual void getModifiedState(CStateCollection *state, CState *modifiedState);
00063 
00066         virtual void addStateModifier(CStateModifier *featCalc, double factor = 1.0);
00067 
00069 
00072         virtual void initFeatureOperator();
00073 
00075         CStateModifier *getStateModifier(int feature);
00076 
00078         //void getFeatureDerivationX(int feature, CStateCollection *state, ColumnVector *targetVector);
00079 };
00080 
00082 
00088 class CFeatureOperatorAnd : public CStateMultiModifier, public CFeatureCalculator
00089 {
00090 protected:
00091 public:
00092         CFeatureOperatorAnd();
00093 
00095 
00096         virtual void getModifiedState(CStateCollection *state, CState *modifiedState);
00097         
00099 
00102         virtual void addStateModifier(CStateModifier *featCalc);
00103 
00105 
00108         virtual void initFeatureOperator();
00109 
00111         //void getFeatureDerivationX(int feature, CStateCollection *state, ColumnVector *targetVector);
00112 };
00113 
00114 
00116 
00123 class CGridFeatureCalculator : public CFeatureCalculator
00124 {
00125 protected:
00126         unsigned int *partitions;
00127         unsigned int *dimensions;
00128         double *offsets;
00129         
00130         unsigned int numDim;
00131 
00132         unsigned int *dimensionSize;
00133 
00134         double *gridScale;
00135 
00136 public:
00137         
00141         CGridFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[], unsigned int numActiveFeatures);
00142         ~CGridFeatureCalculator();
00143 
00144         void setGridScale(int dimension, double scale);
00145 
00147         int unsigned getNumDimensions();
00148 
00150         int unsigned getFeatureIndex(int position[]);
00151 
00153         virtual void getFeaturePosition(unsigned int feature, ColumnVector *position);
00154         
00156         virtual unsigned int getActiveFeature(CState *state);
00157         
00159         virtual void getSingleActiveFeature(CState *state, unsigned int *activeFeature);
00160         
00162         virtual void getModifiedState(CStateCollection *state, CState *featState) = 0;
00163 };
00164 
00165 
00167 
00170 class CTilingFeatureCalculator : public CGridFeatureCalculator
00171 {
00172 
00173 public:
00174         CTilingFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[]);
00175         ~CTilingFeatureCalculator();
00176         
00178         virtual void getModifiedState(CStateCollection *state, CState *featState);
00179 };
00180 
00182 
00186 class CLinearMultiFeatureCalculator : public CGridFeatureCalculator
00187 {
00188 protected:
00189         unsigned int *areaSize;
00190         unsigned int areaNumPart;
00191 
00192         ColumnVector *activePosition;
00193         ColumnVector *featurePosition;
00194         unsigned int *actualPartition;
00195         unsigned int *singleStateFeatures;
00196 
00198 
00201         virtual double getFeatureFactor(CState *state, ColumnVector *featPos) = 0;
00203 
00207         virtual void initAreaSize();
00208 
00210 
00213         virtual void calcNumActiveFeatures();
00214 public:
00216         CLinearMultiFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[], unsigned int numFeatures);
00217         ~CLinearMultiFeatureCalculator();
00218         
00220 
00222         virtual void getModifiedState(CStateCollection *state, CState *featState);
00223 };
00224 
00226 
00233 class CRBFFeatureCalculator : public CLinearMultiFeatureCalculator
00234 {
00235 protected:
00236         double *sigma;
00237         double sigmaMaxSize;
00238         
00240         virtual double getFeatureFactor(CState *state, ColumnVector *featPos);
00242 
00245         virtual void initAreaSize();
00246 
00247 public:
00248         CRBFFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[], double sigma[]);
00249         CRBFFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[], double sigma[], unsigned int areaSize[]);
00250 
00251         ~CRBFFeatureCalculator();
00252 
00254         //virtual void getFeatureDerivationX(int feature, CStateCollection *state, ColumnVector *targetVector);
00255 };
00256 
00257 class CLinearInterpolationFeatureCalculator : public CLinearMultiFeatureCalculator
00258 {
00259         virtual double getFeatureFactor(CState *state, ColumnVector *featPos);
00260         
00261         virtual void initAreaSize();
00262 
00263 public:
00264         CLinearInterpolationFeatureCalculator(unsigned int numDim, unsigned int dimensions[], unsigned int partitions[], double offsets[]);
00265         ~CLinearInterpolationFeatureCalculator();
00266 
00267 };
00268 
00270 
00277 class CSingleStateFeatureCalculator : public CFeatureCalculator
00278 {
00279 protected:
00280         int dimension;
00281         int numPartitions;
00282         double *partitions;
00283 
00285 
00288         virtual double getFeatureFactor(int partition, double contState, double difference) = 0;
00289 public:
00291 
00294         CSingleStateFeatureCalculator(int dimension, int numPartitions, double *partitions, int numActiveFeatures);
00295         virtual ~CSingleStateFeatureCalculator();
00296 
00298 
00299         virtual void getModifiedState(CStateCollection *state, CState *featState);
00300 };
00301 
00303 
00307 class CSingleStateRBFFeatureCalculator : public CSingleStateFeatureCalculator
00308 {
00309 protected:
00310 
00311         
00313         virtual double getFeatureFactor(int partition, double difference, double nextPart);
00314 public:
00315         CSingleStateRBFFeatureCalculator(int dimension, int numPartitions, double *partitions, int numActiveFeatures);
00316         
00317 
00319         //virtual void getFeatureDerivationX(int feature, CStateCollection *state, ColumnVector *targetVector);
00320 
00321 };
00322 
00323 
00325 
00329 class CSingleStateLinearInterpolationFeatureCalculator : public CSingleStateFeatureCalculator
00330 {
00331 protected:
00332         virtual double getFeatureFactor(int partition, double difference, double nextPart);
00333 public:
00334         CSingleStateLinearInterpolationFeatureCalculator(int dimension, int numPartitions, double *partitions);
00335         ~CSingleStateLinearInterpolationFeatureCalculator();
00336 };
00337 
00338 class CFeatureStateNNInput : public CStateModifier
00339 {
00340 protected:
00341         CFeatureCalculator *featureStateCalc;
00342         CState *featureState;
00343 public:
00344         CFeatureStateNNInput(CFeatureCalculator *featureStateCalc);
00345         ~CFeatureStateNNInput();
00346 
00347 
00348         virtual void getModifiedState(CStateCollection *state, CState *featState);
00349 };
00350 
00351 #endif
00352 
00353 
00354