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use strict; |
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use warnings; |
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use lib qw(../../..); |
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=encoding utf8 |
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=head1 NAME |
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Algorithm::Evolutionary::Op::GaussianMutation - Changes numeric chromosome components following the gaussian distribution. |
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=cut |
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=head1 SYNOPSIS |
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my $op = new Algorithm::Evolutionary::Op::GaussianMutation( 0, 0.05) # With average 0, and 0.05 standard deviation |
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=cut |
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=head1 Base Class |
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L |
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=cut |
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=head1 DESCRIPTION |
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Mutation operator for a GA: applies gaussian mutation to a number |
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=cut |
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package Algorithm::Evolutionary::Op::GaussianMutation; |
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our $VERSION = '3.4'; |
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use Carp; |
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use Math::Random; |
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use Clone qw(clone); |
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use base 'Algorithm::Evolutionary::Op::Base'; |
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#Class-wide constants |
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our $APPLIESTO = 'Algorithm::Evolutionary::Individual::Vector'; |
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our $ARITY = 1; |
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=head2 new( [$average = 0] [, $standard deviation = 1] [, $rate = 1 ] |
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Creates a new mutation operator with an application rate. Rate defaults to 1. |
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=cut |
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sub new { |
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my $class = shift; |
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my $avg = shift || 0; |
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my $stddev = shift || 1; |
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my $rate = shift || 1; |
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my $hash = {avg => $avg, |
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stddev => $stddev }; |
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my $self = Algorithm::Evolutionary::Op::Base::new( 'Algorithm::Evolutionary::Op::GaussianMutation', $rate, $hash ); |
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return $self; |
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} |
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=head2 create |
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Creates a new mutation operator with an application rate. Rate defaults to 0.1. |
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Called create to distinguish from the classwide ctor, new. It just |
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makes simpler to create a Mutation Operator |
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71
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=cut |
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73
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sub create { |
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my $class = shift; |
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my $avg = shift || 0; |
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my $stddev = shift || 1; |
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my $self = {_avg => $avg, |
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_stddev => $stddev }; |
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bless $self, $class; |
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return $self; |
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} |
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=head2 apply( $chromosome ) |
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87
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Applies mutation operator to a "Chromosome", a vector of stuff, |
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really. Can be applied only to I with the C<_array> instance |
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variable; but it checks before application (roughly) that both operands are of |
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type L. |
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92
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=cut |
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sub apply ($$) { |
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my $self = shift; |
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my $arg = shift || croak "No victim here!"; |
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croak "Incorrect type".(ref $arg) if !$arg->{_array}; |
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my $victim = clone($arg); |
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my @deltas = random_normal( @{$victim->{_array}} + 1, #+1 is needed, returns empty if not |
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$self->{_avg}, $self->{_stddev} ); |
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for ( @{$victim->{_array}} ) { |
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my $adjust = pop @deltas; |
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$_ += $adjust; |
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# makes sure that the new value stays within its confines |
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if($_ < $victim->{_rangestart}) { |
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$_ = $victim->{_rangestart}; |
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} elsif($_ > $victim->{_rangeend}) { |
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$_ = $victim->{_rangeend}; |
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} |
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} |
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$victim->{_fitness} = undef; |
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return $victim; |
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} |
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115
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=head1 THANKS |
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117
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This file has been improved with input from Christoph Meißner. |
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119
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=head1 Copyright |
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121
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This file is released under the GPL. See the LICENSE file included in this distribution, |
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or go to http://www.fsf.org/licenses/gpl.txt |
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=cut |