PSO Coding Class Error
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Hi,
I Generating a PSO Coding and having some obstacles.. please, see below coding for main.m and particle.m (class) and CostFunction.m (function). I appreciate if someone can help me with the error shown below.
main.m
%% Initialization
% Parameters nPop = 50; MaxIt = 50; w = 1; c1 = 2; c2 = 2;
% Initialize Global Best globalbest = inf;
% Generate Particle Template sample_particle = particle();
% Create Population Array particle(nPop) = particle();
% Array to Hold Best Cost Value on Each Iteration BestCosts = zeros(MaxIt, 1);
%% Main Loop of PSO
for it=1:MaxIt
for i=1:nPop
% Update Velocity
particle(i).velocity = w*particle(i).velocity ...
+ c1*rand(particle(i).VarSize).*(particle(i).bestPosition - particle(i).position) ...
+ c2*rand(particle(i).VarSize).*(particle(i).globalbest - particle(i).position);
% Update Position
particle(i).position = particle(i).position + particle(i).velocity;
% Evaluation
particle(i) = CostFunction(particle(i).position);
% Update Personal Best
if particle(i).cost < particle(i).bestCost
particle(i).Best.Position = particle(i).position;
particle.Best.Cost = particle.Cost;
% Update Global Best
if particle(i).Best.Cost < globalbest.cost
globalbest.cost = particle.Best;
l
end
end
end
% Store the Best Cost Value
BestCosts(it) = globalbest;
%%Plotting the swarm
clf
plot(BestCosts, 'x') % drawing swarm movements
axis([-10 10 -10 10]);
pause(.1)
% Display Iteration Information
disp(['Iteration' num2str(it) ': Best Cost = ' num2str(BestCosts(it))]);
end
particle.m
classdef particle
properties
% Parameters
VarMin = -10;
VarMax = 10;
nVar = 1; % Number of Variables
VarSize = [1 nVar];
% Template
position = [];
velocity = [];
cost = [];
bestPosition = [];
bestCost = [];
% Initialize Global Best
globalbest = inf;
end
methods
function [ obj ] = particle( varargin )
% Generate Random Solution
obj.position = rand(obj.VarMin, obj.VarMax, obj.VarSize);
% Initialize Velocity
obj.velocity = zeros(obj.VarSize);
% Evaluation
obj.cost = CostFunction(obj.position);
% Update the Personal Best
obj.bestPosition = obj.position;
obj.bestCost = obj.cost;
% Update Global Best
if obj.bestCost < obj.globalbest
obj.globalbest = obj.bestCost;
end
end
end
end
CostFunction.m
function z = CostFunction(x)
z = (x.^2);
end
and the error that I got..
Error using main (line 17) Invalid default value for property 'VarSize' in class 'particle': Undefined function or variable 'nVar'.
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Answers (2)
Gnana Prasuna
on 17 Nov 2021
Error in pso1 (line 31)
if particle(i).Best.Cost < GlobalBest.Cost
I'm getting this error when ever I do other optimization techniques which is not sphere eg. for leon, easom etc
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