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GWO_toolbox.m
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GWO_toolbox.m
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function varargout = GWO_toolbox(varargin)
% Grey Wold Optimizer (GWO) Tool box version 1.1
%
% Developed in MATLAB R20121(7.14)
%
% Author and programmer: Seyedali Mirjalili
%
% e-Mail: ali.mirjalili@gmail.com
% seyedali.mirjalili@griffithuni.edu.au
%
% Homepage: http://www.alimirjalili.com/GWO.html
%
% Main paper: S. Mirjalili, S. M. Mirjalili, A. Lewis
% Grey Wolf Optimizer, Advances in Engineering
% Software, Volume 69, March 2014, Pages 46-61,
% http://dx.doi.org/10.1016/j.advengsoft.2013.12.007
%
%
% You can simply define your cost function in a seperate file.
% The default name of the objective function is CostFunction.
% If you have a look at the CostFunction.m file, you may notice
% that the cost function gets the variables in a vector ([x1 x2 ... xn]) and
% returns the objective value. You can either write you objective function
% in this file or create a new file and pass its name to the toolbox.
% Remember to follow the same structure for input and output if you decided
% to go for the second option.
%
% The lower bounds and upper bounds of variables should also be witten as
% lb1,lb2,...,lbn and ub1,ub2,...,ubn
%
% If all of the variables have equal lower and/or upper bounds you can just
% define lb and ub as two single number numbers: lb, ub
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @GWO_toolbox_OpeningFcn, ...
'gui_OutputFcn', @GWO_toolbox_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
if nargout
[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
% --- Executes just before GWO_toolbox is made visible.
function GWO_toolbox_OpeningFcn(hObject, eventdata, handles, varargin)
% This function has no output args, see OutputFcn.
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% varargin command line arguments to GWO_toolbox (see VARARGIN)
% Choose default command line output for GWO_toolbox
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes GWO_toolbox wait for user response (see UIRESUME)
% uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = GWO_toolbox_OutputFcn(hObject, eventdata, handles)
% varargout cell array for returning output args (see VARARGOUT);
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Get default command line output from handles structure
varargout{1} = handles.output;
labelStr = '<html><center><a href="">alimirjalili.com';
cbStr = 'web(''http://www.alimirjalili.com'');';
hButton = uicontrol('string',labelStr,'pos',[390,20,100,35],'callback',cbStr);
labelStr = '<html><center><a href="">Find the paper';
cbStr = 'web(''http://dx.doi.org/10.1016/j.advengsoft.2013.12.007'');';
hButton = uicontrol('string',labelStr,'pos',[500,20,100,35],'callback',cbStr);
function WolfNo_Callback(hObject, eventdata, handles)
% hObject handle to WolfNo (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of WolfNo as text
% str2double(get(hObject,'String')) returns contents of WolfNo as a double
% --- Executes during object creation, after setting all properties.
function WolfNo_CreateFcn(hObject, eventdata, handles)
% hObject handle to WolfNo (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function IterNo_Callback(hObject, eventdata, handles)
% hObject handle to IterNo (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of IterNo as text
% str2double(get(hObject,'String')) returns contents of IterNo as a double
% --- Executes during object creation, after setting all properties.
function IterNo_CreateFcn(hObject, eventdata, handles)
% hObject handle to IterNo (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function LowerBound_Callback(hObject, eventdata, handles)
% hObject handle to LowerBound (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of LowerBound as text
% str2double(get(hObject,'String')) returns contents of LowerBound as a double
% --- Executes during object creation, after setting all properties.
function LowerBound_CreateFcn(hObject, eventdata, handles)
% hObject handle to LowerBound (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function UpperBound_Callback(hObject, eventdata, handles)
% hObject handle to UpperBound (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of UpperBound as text
% str2double(get(hObject,'String')) returns contents of UpperBound as a double
% --- Executes during object creation, after setting all properties.
function UpperBound_CreateFcn(hObject, eventdata, handles)
% hObject handle to UpperBound (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function Dim_Callback(hObject, eventdata, handles)
% hObject handle to Dim (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of Dim as text
% str2double(get(hObject,'String')) returns contents of Dim as a double
% --- Executes during object creation, after setting all properties.
function Dim_CreateFcn(hObject, eventdata, handles)
% hObject handle to Dim (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function CostFunction_Callback(hObject, eventdata, handles)
% hObject handle to CostFunction (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of CostFunction as text
% str2double(get(hObject,'String')) returns contents of CostFunction as a double
% --- Executes during object creation, after setting all properties.
function CostFunction_CreateFcn(hObject, eventdata, handles)
% hObject handle to CostFunction (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function edit7_Callback(hObject, eventdata, handles)
% hObject handle to edit7 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit7 as text
% str2double(get(hObject,'String')) returns contents of edit7 as a double
% --- Executes during object creation, after setting all properties.
function edit7_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit7 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in pushbutton1.
function pushbutton1_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
SearchAgents_no=str2num(get(handles.WolfNo,'String'));
Max_iteration=str2num(get(handles.IterNo,'String'));
lb=str2num(get(handles.LowerBound,'String'));
ub=str2num(get(handles.UpperBound,'String'));
dim=str2num(get(handles.Dim,'String'));
fobj=str2func(get(handles.CostFunction,'String'));
cla(handles.axes2)
reset(handles.axes2)
box on
value = get(handles.checkbox1, 'Value')
[Best_score,Best_pos,GWO_cg_curve]=GWO(SearchAgents_no,Max_iteration,lb,ub,dim,fobj,handles,value);
set(handles.edit9,'String', num2str(Best_pos) );
set(handles.edit10,'String', num2str(Best_score) );
% --- Executes on button press in pushbutton2.
function pushbutton2_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton2 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
close(handles.figure1)
% --- Executes on button press in checkbox1.
function checkbox1_Callback(hObject, eventdata, handles)
% hObject handle to checkbox1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hint: get(hObject,'Value') returns toggle state of checkbox1
function edit8_Callback(hObject, eventdata, handles)
% hObject handle to edit8 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit8 as text
% str2double(get(hObject,'String')) returns contents of edit8 as a double
% --- Executes during object creation, after setting all properties.
function edit8_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit8 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in pushbutton3.
function pushbutton3_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton3 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
function edit9_Callback(hObject, eventdata, handles)
% hObject handle to edit9 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit9 as text
% str2double(get(hObject,'String')) returns contents of edit9 as a double
% --- Executes during object creation, after setting all properties.
function edit9_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit9 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function edit10_Callback(hObject, eventdata, handles)
% hObject handle to edit10 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit10 as text
% str2double(get(hObject,'String')) returns contents of edit10 as a double
% --- Executes during object creation, after setting all properties.
function edit10_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit10 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end