Created
September 30, 2014 21:16
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Swarm algorithm visualised in gnuplot
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#! /bin/ruby | |
# swarm algorithm | |
require 'gnuplot' | |
class Particule | |
attr_reader :x, :y | |
def initialize(size_x, size_y) | |
@size_x = size_x | |
@size_y = size_y | |
@x = rand(@size_x) | |
@y = rand(@size_y) | |
@vx = rand(@size_x)/20.to_f | |
@vy = rand(@size_y)/20.to_f | |
@ox = @x | |
@oy = @y | |
end | |
def objective(x, y) | |
(x - @size_x / 2.to_f)**2 + (y - @size_y / 2.to_f)**2 | |
end | |
def iterate(delta, ogx, ogy, w) | |
@x += delta * @vx | |
@y += delta * @vy | |
@x = -@x if @x < 0 | |
@x = 2 * @size_x - @x if @x > @size_x | |
@y = -@y if @y < 0 | |
@y = 2 * @size_y - @y if @y > @size_y | |
if (objective(@x, @y) < objective(@ox, @oy)) | |
@ox = @x | |
@oy = @y | |
end | |
r1 = rand(200) / 200.to_f | |
r2 = rand(200) / 200.to_f | |
@vx = w * @vx + r1 * (@ox - @x) / delta + r2 * (ogx - @x) + delta | |
@vy = w * @vy + r1 * (@oy - @y) / delta + r2 * (ogy - @y) + delta | |
end | |
end | |
class Swarm | |
def initialize | |
@delta = 0.5 | |
@w = 1.4 | |
@size = 50 | |
@swarm = [] | |
@size_x = 20 | |
@size_y = 20 | |
@size.times { |i| @swarm.push(Particule.new(@size_x, @size_y)) } | |
@xg = @swarm.map { |i| i.x }.inject(0) { |sum, i| sum += i } / @size | |
@yg = @swarm.map { |i| i.y }.inject(0) { |sum, i| sum += i } / @size | |
@ox = @xg | |
@oy = @yg | |
end | |
def objective(x, y) | |
(x - @size_x / 2.to_f)**2 + (y - @size_y / 2.to_f)**2 | |
end | |
def iterate | |
@swarm.each { |i| i.iterate(@delta, @ox, @oy, @w) } | |
@xg = @swarm.map { |i| i.x }.inject(0) { |sum, i| sum += i } / @size | |
@yg = @swarm.map { |i| i.y }.inject(0) { |sum, i| sum += i } / @size | |
if (objective(@xg, @yg) < objective(@ox, @oy)) | |
@ox = @xg | |
@oy = @yg | |
end | |
@w *= 0.95 | |
end | |
def go(iter) | |
Gnuplot.open do |gp| | |
iter.times do |_| | |
iterate | |
x = @swarm.map { |i| i.x } | |
y = @swarm.map { |i| i.y } | |
sleep 0.1 | |
Gnuplot::Plot.new( gp ) do |plot| | |
plot.title "Swarm algorithm" | |
plot.xrange "[0:20]" | |
plot.yrange "[0:20]" | |
plot.data << Gnuplot::DataSet.new( [x, y] ) do |ds| | |
ds.with = "points" | |
ds.notitle | |
end | |
end | |
end | |
end | |
end | |
end | |
Swarm.new.go(100) |
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