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precond_GUI.m
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function varargout = precond_GUI(varargin)
% PRECOND_GUI M-file for precond_GUI.fig
% PRECOND_GUI, by itself, creates a new PRECOND_GUI or raises the existing
% singleton*.
%
% H = PRECOND_GUI returns the handle to a new PRECOND_GUI or the handle to
% the existing singleton*.
%
% PRECOND_GUI('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in PRECOND_GUI.M with the given input arguments.
%
% PRECOND_GUI('Property','Value',...) creates a new PRECOND_GUI or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before precond_GUI_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to precond_GUI_OpeningFcn via varargin.
%
% *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one
% instance to run (singleton)".
%
% See also: GUIDE, GUIDATA, GUIHANDLES
% Edit the above text to modify the response to help precond_GUI
% Last Modified by GUIDE v2.5 12-Sep-2012 15:22:42
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @precond_GUI_OpeningFcn, ...
'gui_OutputFcn', @precond_GUI_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 precond_GUI is made visible.
function precond_GUI_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 precond_GUI (see VARARGIN)
% Choose default command line output for precond_GUI
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes precond_GUI wait for user response (see UIRESUME)
% uiwait(handles.figure1);
global maxiter
maxiter = 10000;
tol = 10^(-12);
set(handles.tolerance,'string',tol);
set(handles.text14,'backgroundcolor', 0.8*[0.5625 0.8 0.4])
set(handles.text15,'backgroundcolor', [ 0 0.4 1.0000])
axis off
% A = get_matrix(handles);
%Test DA CANCELLARE
% A = randi(3,10);
% A = A'*A;
%%%
A = eye(10);
set(handles.matrixA,'string','eye(10)');
b = randi(5,10,1);
set(handles.vectorb,'string','randi(5,10,1)');
P = eye(10);
set(handles.precondP,'string','eye(10)');
M = P'*A*P;
cla
hold on
c = [0.5625 0.8 0.4];
stairplot(A,c,'no',handles);
c = [ 0 0.4 1.0000];
stairplot(M,c,'yes',handles);
hold off
update_knumbers(handles);
% --- Outputs from this function are returned to the command line.
function varargout = precond_GUI_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;
function matrixA_Callback(hObject, eventdata, handles)
% hObject handle to matrixA (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 matrixA as text
% str2double(get(hObject,'String')) returns contents of matrixA as a double
update_knumbers(handles);
% --- Executes during object creation, after setting all properties.
function matrixA_CreateFcn(hObject, eventdata, handles)
% hObject handle to matrixA (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 precondP_Callback(hObject, eventdata, handles)
% hObject handle to precondP (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 precondP as text
% str2double(get(hObject,'String')) returns contents of precondP as a double
update_knumbers(handles);
% --- Executes during object creation, after setting all properties.
function precondP_CreateFcn(hObject, eventdata, handles)
% hObject handle to precondP (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[] = stairplot(A,c,shift,handles)
hold on
axes(handles.axes1)
%c is the colour of the plot (string of the form eg c = 'r)'
[n, ~] = size(A);
d = sortrows(eig(A));
if strcmp(shift,'no')
x = 1:n;
else
x = 1:n;
x = x + 0.3;
end
y = d';
%Round eigenvalues to 3 d.p. for stylistic purposes
N = 10^(-2);
lab = round(y/N) * N;
h = bar(handles.axes1,x,y,0.3);
set(h,'FaceColor',c)
axis image
axis square
set(get(h,'BaseLine'),'LineWidth',2,'LineStyle',':')
% --- Executes on selection change in preconditioner_menu.
function preconditioner_menu_Callback(hObject, eventdata, handles)
% hObject handle to preconditioner_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: contents = cellstr(get(hObject,'String')) returns preconditioner_menu contents checkas cell array
% contents{get(hObject,'Value')} returns selected item from preconditioner_menu
update_knumbers(handles);
% --- Executes during object creation, after setting all properties.
function preconditioner_menu_CreateFcn(hObject, eventdata, handles)
% hObject handle to preconditioner_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: popupmenu 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[x_k, counter] = precconjgradmeth(A,b,P,tol)
global maxiter
%Presets
A = P'*A*P;
size(P);
size(b);
b = P'*b;
x_k = 0;
r_k = b;
d_k = r_k;
accept = 1;
counter = 0;
while and(accept == 1, counter < maxiter);
counter = counter + 1;
%Step 2
v_k = A*d_k;
w_k = ((norm(r_k))^2/(d_k'*v_k));
%Step 3
x_k = x_k + w_k*d_k;
temp = r_k;
r_k = r_k - w_k*v_k;
%Step 4
if norm(r_k) <= tol;
accept = 0;
x_k = P*x_k;
break
end
%Step 5
b_k = ((norm(r_k))^2)/((norm(temp))^2);
d_k = r_k + b_k*d_k;
%Step 6
%Do nothing!
end
if counter == maxiter
waitfor(msgbox('WARNING: Maximum number of iterations reached.',...
'Warning','warning','modal'));
end
function vectorb_Callback(hObject, eventdata, handles)
% hObject handle to vectorb (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 vectorb as text
% str2double(get(hObject,'String')) returns contents of vectorb as a double
% --- Executes during object creation, after setting all properties.
function vectorb_CreateFcn(hObject, eventdata, handles)
% hObject handle to vectorb (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 showbutton.
function showbutton_Callback(hObject, eventdata, handles)
% hObject handle to showbutton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
try
b = get_vectorb(handles);
tol = get_tolerance(handles);
[A, P] = get_matrices(handles);
assert(~isnan(tol) && isreal(tol) && ~isinf(tol) && tol > eps,...
'Invalid tolerance! (Is it too small?)');
assert( ndims(b)==2 && ndims(A) == 2 && ndims(P) == 2 &&...
size(A,1) == size(A,2) && size(A,2) == size(P,1) &&...
size(P,1) == size(P,2) && size(P,2) == size(b,1) && ...
size(b,2)==1 && size(P,2)>=2,...
['A and P must be square matrices of equal size, '...
'and b must be a column vector' ...
'conformable with A and P for multiplication!']);
n = size(A);
[sol1, counter1] = precconjgradmeth(A,b,eye(n),tol);
[sol2, counter2] = precconjgradmeth(A,b,P,tol);
set(handles.noiterA,'string',counter1)
set(handles.noiterPAP,'string',counter2)
fprintf('\n --------------------------------------- \n ')
fprintf(' The exact solution x of your system is: \n')
x = A\b;
disp(x);
fprintf(' The l2 error of the not preconditioned system is: \n')
disp(norm(x - sol1));
fprintf(' The l2 error of the preconditioned system is: \n')
disp(norm(x - sol2));
M = P'*A*P;
cla
hold on
c = [0.5625 0.8 0.4];
stairplot(A,c,'no',handles);
c = [ 0 0.4 1.0000];
stairplot(M,c,'yes',handles);
hold off
d1 = sortrows(eig(A));
set(handles.listboxA,'string',num2str(d1));
d2 = sortrows(eig(M));
set(handles.listboxPAP,'string',num2str(d2));
catch err
waitfor(msgbox(err.message,'Error','error','modal'));
end
% --- Executes when selected object is changed in preconditioner_panel.
function preconditioner_panel_SelectionChangeFcn(hObject, eventdata, handles)
% hObject handle to the selected object in preconditioner_panel
% eventdata structure with the following fields (see UIBUTTONGROUP)
% EventName: string 'SelectionChanged' (read only)
% OldValue: handle of the previously selected object or empty if none was selected
% NewValue: handle of the currently selected object
% handles structure with handles and user data (see GUIDATA)
update_knumbers(handles);
% --- Executes on selection change in listboxA.
function listboxA_Callback(hObject, eventdata, handles)
% hObject handle to listboxA (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: contents = cellstr(get(hObject,'String')) returns listboxA contents as cell array
% contents{get(hObject,'Value')} returns selected item from listboxA
% --- Executes during object creation, after setting all properties.
function listboxA_CreateFcn(hObject, eventdata, handles)
% hObject handle to listboxA (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: listbox 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 selection change in listboxPAP.
function listboxPAP_Callback(hObject, eventdata, handles)
% hObject handle to listboxPAP (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: contents = cellstr(get(hObject,'String')) returns listboxPAP contents as cell array
% contents{get(hObject,'Value')} returns selected item from listboxPAP
% --- Executes during object creation, after setting all properties.
function listboxPAP_CreateFcn(hObject, eventdata, handles)
% hObject handle to listboxPAP (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: listbox 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 closebutton.
function closebutton_Callback(hObject, eventdata, handles)
% hObject handle to closebutton (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);
function tolerance_Callback(hObject, eventdata, handles)
% hObject handle to tolerance (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 tolerance as text
% str2double(get(hObject,'String')) returns contents of tolerance as
% a double
% --- Executes during object creation, after setting all properties.
function tolerance_CreateFcn(hObject, eventdata, handles)
% hObject handle to tolerance (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 update_knumbers (handles)
try
[A, P] = get_matrices(handles);
assert( ndims(A) == 2 && ndims(P) == 2 &&...
size(A,1) == size(A,2) && size(A,2) == size(P,1) &&...
size(P,1) == size(P,2) && size(P,2)>=2,...
'A and P must be square matrices of equal size!');
set(handles.condPAP, 'string', num2str(precondition_number(P'*A*P)));
set(handles.condA, 'string', num2str(precondition_number(A)));
set(handles.showbutton,'Enable','on');
catch err
set(handles.showbutton,'Enable','off');
waitfor(msgbox(err.message,'Error','error','modal'));
end
function b = get_vectorb (handles)
b = str2num(get(handles.vectorb, 'string'));
function k = precondition_number ( M )
e = abs(eig(M));
k = max(e)/min(e);
function pre_method = get_preconditioner_method ( handles )
if get(handles.custom_radiobutton, 'value') == 1
pre_method = 'custom';
else
pre_method = 'preset';
end
function [A, P] = get_matrices (handles)
A = str2num(get(handles.matrixA,'string'));
A = A'*A;
switch get_preconditioner_method(handles)
case 'custom'
P = str2num(get(handles.precondP, 'String'));
case 'preset'
[n, ~] = size(A);
h = get(handles.preconditioner_menu, 'value');
switch h
case 1
P = eye(n);
case 2 %LU factorisation
[L,~,~] = lu(A);
P = inv(L)';
case 3 %Cholesky factorisation
S = diag(diag(A));
Q = chol(S);
P = inv(Q);
end
end
function tol = get_tolerance ( handles )
tol = str2double(get(handles.tolerance, 'String'));