//----------------------------------------------------------------------------- // eoBin.h //----------------------------------------------------------------------------- #ifndef eoBin_h #define eoBin_h //----------------------------------------------------------------------------- #include // ostream, istream #include // bit_vector #include // string #include // EO #include // eoMonOp #include // eoUniform #include // eoRnd //----------------------------------------------------------------------------- /// eoBin: implementation of binary chromosome. /// based on STL's bit_vector (vector) //----------------------------------------------------------------------------- template class eoBin: public EO, public bit_vector { public: typedef bool Type; /// (Default) Constructor. /// @param size Size of the binary string. eoBin(const unsigned& size = 0, const bool& value = false): bit_vector(size, value) {} /// (Default) Constructor. /// @param size Size of the binary string. eoBin(const unsigned& size, const eoRnd& rnd): bit_vector(size) { generate(begin(), end(), rnd); } /// Constructor from istream. /// @param is The istream to read from. eoBin(istrstream& is) { readFrom(is); } /// My class name. string className() const { return "eoBin"; } /// To print me on a stream. /// @param os The ostream. void printOn(ostream& os) const { copy(begin(), end(), ostream_iterator(os)); } /// To read me from a stream. /// @param is The istream. void readFrom(istream& is) { string bits; is >> bits; if (is) { resize(bits.size()); transform(bits.begin(), bits.end(), begin(), bind2nd(equal_to(), '1')); } } }; //----------------------------------------------------------------------------- // eoBinRandom --> mofify a chromosome in a random way //----------------------------------------------------------------------------- template class eoBinRandom: public eoMonOp { public: /// The class name. string className() const { return "eoBinRandom"; } /// Randomizes a cromosome. /// @param chrom The cromosome to be randomize. void operator()(Chrom& chrom) const { eoUniform uniform(0.0, 1.0); for (unsigned i = 0; i < chrom.size(); i++) chrom[i] = (uniform() < 0.5) ? false : true; } }; //----------------------------------------------------------------------------- // eoBinBitFlip --> chages a bit //----------------------------------------------------------------------------- template class eoBinBitFlip: public eoMonOp { public: /// The class name. string className() const { return "eoBinBitFlip"; } /// Change one bit. /// @param chrom The cromosome which one bit is going to be changed. void operator()(Chrom& chrom) const { eoUniform uniform(0.0, 1.0); for (unsigned i = 0; i < chrom.size(); i++) chrom[i] = (uniform() < 0.5) ? false : true; } }; //----------------------------------------------------------------------------- // eoBinMutation --> classical mutation //----------------------------------------------------------------------------- template class eoBinMutation: public eoMonOp { public: /// (Default) Constructor. /// @param _rate Rate of mutation. eoBinMutation(const double& _rate = 0.01): rate(_rate), uniform(0.0, 1.0) {} /// The class name. string className() const { return "eoBinMutation"; } /// Mutate a chromosome. /// @param chrom The chromosome to be mutated. void operator()(Chrom& chrom) const { for (unsigned i = 0; i < chrom.size(); i++) if (uniform() < rate) chrom[i] = !chrom[i]; } private: double rate; mutable eoUniform uniform; }; //----------------------------------------------------------------------------- // eoBinInversion --> inverts the bits of the chromosome between an interval //----------------------------------------------------------------------------- template class eoBinInversion: public eoMonOp { public: /// The class name. string className() const { return "eoBinInversion"; } /// Inverts a range of bits in a binary chromosome. /// @param chrom The chromosome whos bits are going to be inverted (a range). void operator()(Chrom& chrom) const { eoUniform uniform(0, chrom.size() + 1); unsigned u1 = uniform(), u2; do u2 = uniform(); while (u1 == u2); unsigned r1 = min(u1, u2), r2 = max(u1, u2); reverse(chrom.begin() + r1, chrom.begin() + r2); } }; //----------------------------------------------------------------------------- // eoBinNext --> next binary value //----------------------------------------------------------------------------- template class eoBinNext: public eoMonOp { public: /// The class name. string className() const { return "eoBinNext"; } /// Change the bit string x to be x+1. /// @param chrom The chromosome to be added one. void operator()(Chrom& chrom) const { for (int i = chrom.size() - 1; i >= 0; i--) if (chrom[i]) { chrom[i] = 0; continue; } else { chrom[i] = 1; break; } } }; //----------------------------------------------------------------------------- // eoBinPrev --> previos binary value //----------------------------------------------------------------------------- template class eoBinPrev: public eoMonOp { public: /// The class name. string className() const { return "eoBinPrev"; } /// Change the bit string x to be x-1. /// @param chrom The chromosome to be substracted one. void operator()(Chrom& chrom) const { for (int i = chrom.size() - 1; i >= 0; i--) if (chrom[i]) { chrom[i] = 0; break; } else { chrom[i] = 1; continue; } } }; //----------------------------------------------------------------------------- // eoBinCrossover --> classic crossover //----------------------------------------------------------------------------- template class eoBinCrossover: public eoBinOp { public: /// The class name. string className() const { return "eoBinCrossover"; } /// 2-point crossover for binary chromosomes. /// @param chrom1 The first chromosome. /// @param chrom2 The first chromosome. void operator()(Chrom& chrom1, Chrom& chrom2) const { eoUniform uniform(1, min(chrom1.size(), chrom2.size())); swap_ranges(chrom1.begin(), chrom1.begin() + uniform(), chrom2.begin()); } }; //----------------------------------------------------------------------------- // eoBinNxOver --> n-point crossover //----------------------------------------------------------------------------- template class eoBinNxOver: public eoBinOp { public: /// (Defualt) Constructor. eoBinNxOver(const unsigned& _num_points = 2): num_points(_num_points) { if (num_points < 1) { cerr << "NxOver --> invalid number of points " << num_points << endl; exit(EXIT_FAILURE); } } /// The class name. string className() const { return "eoBinNxOver"; } /// n-point crossover for binary chromosomes. /// @param chrom1 The first chromosome. /// @param chrom2 The first chromosome. void operator()(Chrom& chrom1, Chrom& chrom2) const { unsigned max_size = min(chrom1.size(), chrom2.size()); unsigned max_points = min(max_size - 1, num_points); vector points(max_size, false); eoUniform uniform(1, max_size); // select ranges of bits to swap do { unsigned bit = uniform(); if (points[bit]) continue; else { points[bit] = true; max_points--; } } while (max_points); // swap bits between chromosomes bool change = false; for (unsigned bit = 1; bit < points.size(); bit++) { if (points[bit]) change = !change; if (change) swap(chrom1[bit], chrom2[bit]); } } private: unsigned num_points; }; //----------------------------------------------------------------------------- // eoBinGxOver --> gene crossover //----------------------------------------------------------------------------- template class eoBinGxOver: public eoBinOp { public: /// Constructor. eoBinGxOver(const unsigned _gene_size, const unsigned _num_points = 2): gene_size(_gene_size), num_points(_num_points) { if (gene_size < 1) { cerr << "GxOver --> invalid gene size " << gene_size << endl; exit(EXIT_FAILURE); } if (num_points < 1) { cerr << "GxOver --> invalid number of points " << num_points << endl; exit(EXIT_FAILURE); } } /// The class name string className() const { return "eoBinGxOver"; } /// Gene crossover for binary chromosomes. /// @param chrom1 The first chromosome. /// @param chrom2 The first chromosome. void operator()(Chrom& chrom1, Chrom& chrom2) const { unsigned max_genes = min(chrom1.size(), chrom2.size()) / gene_size; unsigned cut_genes = min(max_genes, num_points); vector points(max_genes, false); eoUniform uniform(0, max_genes); // selects genes to swap do { unsigned bit = uniform(); if (points[bit]) continue; else { points[bit] = true; cut_genes--; } } while (cut_genes); // swaps genes for (unsigned i = 0; i < points.size(); i++) if (points[i]) swap_ranges(chrom1.begin() + i * gene_size, chrom1.begin() + i * gene_size + gene_size, chrom2.begin() + i * gene_size); } private: unsigned gene_size; unsigned num_points; }; //----------------------------------------------------------------------------- // eoBinUxOver --> uniform crossover //----------------------------------------------------------------------------- template class eoBinUxOver: public eoBinOp { public: /// (Default) Constructor. eoBinUxOver(const float _rate = 0.5): rate(_rate) { if (rate < 0 || rate > 1) { cerr << "UxOver --> invalid rate " << rate << endl; exit(EXIT_FAILURE); } } /// The class name. string className() const { return "eoBinUxOver"; } /// Uniform crossover for binary chromosomes. /// @param chrom1 The first chromosome. /// @param chrom2 The first chromosome. void operator()(Chrom& chrom1, Chrom& chrom2) const { unsigned min_size = min(chrom1.size(), chrom2.size()); eoUniform uniform(0, 1); for (unsigned bit = 0; bit < min_size; bit++) if (uniform() < rate) swap(chrom1[bit], chrom2[bit]); } public: float rate; }; //----------------------------------------------------------------------------- #endif eoBin_h