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LAMPIRAN LISTING PROGRAM beranda.m

LAMPIRAN LISTING PROGRAM beranda.m

  function varargout = beranda(varargin) gui_Singleton = 1; gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @beranda_OpeningFcn, ... 'gui_OutputFcn', @beranda_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 beranda is made visible. function beranda_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject; handles.citra=imread('logo.jpg'); guidata(hObject,handles); axes(handles.axes1); imshow(handles.citra); % --- Outputs from this function are returned to the command line. function varargout = beranda_OutputFcn(hObject, eventdata, handles) % Get default command line output from handles structure varargout{1} = handles.output; % -------------------------------------------------------------------

  • function beranda_Callback(hObject, eventdata, handles) % -------------------------------------------------------------------
  • function pelatihan_Callback(hObject, eventdata, handles) pelatihan close beranda; % -------------------------------------------------------------------
  • function Pengujian_Callback(hObject, eventdata, handles) pengujian

  close beranda; % -------------------------------------------------------------------

  • function bantuan_Callback(hObject, eventdata, handles) bantuan % -------------------------------------------------------------------
  • function keluar_Callback(hObject, eventdata, handles) choice= questdlg ('Apakah Anda Ingin Keluar?','Keluar','Ya','Tidak','Tidak'); switch choice case 'Ya' close all; end

  pelatihan.m

  function varargout = pelatihan(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1; gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @pelatihan_OpeningFcn, ... 'gui_OutputFcn', @pelatihan_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 % --- Executes just before pelatihan is made visible. function pelatihan_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject; guidata(hObject, handles); % --- Outputs from this function are returned to the command line. function varargout = pelatihan_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output; % --- Executes on button press in buka. function buka_Callback(hObject, eventdata, handles) [nama_file, nama_path]= uigetfile({'*.jpg','File jpeg(*.jpg)'},'File Citra'); if ~isequal(nama_file, 0)

  handles.citra=imread(fullfile(nama_path, nama_file)); guidata(hObject, handles); axes(handles.axes1); imshow(handles.citra); else return; end; % --- Executes on button press in simpan. function simpan_Callback(hObject, eventdata, handles) nama=get(handles.nmwajah,'string'); a=double(getimage(handles.axes3)); b=double(getimage(handles.axes4)); wajah=[reshape(a,1,16060);reshape(b,1,16060)]; set(handles.nmwajah,'string',''); if (strcmp(nama,'Azhar')) xlswrite('simpan.xlsx',wajah,'datawajah','B2'); elseif (strcmp(nama,'Fauzi')) xlswrite('simpan.xlsx',wajah,'datawajah','B4'); elseif(strcmp(nama,'Fiktar')) xlswrite('simpan.xlsx',wajah,'datawajah','B6'); elseif(strcmp(nama,'Fizhta')) xlswrite('simpan.xlsx',wajah,'datawajah','B8'); elseif(strcmp(nama,'Iqshan')) xlswrite('simpan.xlsx',wajah,'datawajah','B10'); elseif(strcmp(nama,'Putra')) xlswrite('simpan.xlsx',wajah,'datawajah','B12'); elseif(strcmp(nama,'Rio')) xlswrite('simpan.xlsx',wajah,'datawajah','B14'); elseif(strcmp(nama,'Sandy')) xlswrite('simpan.xlsx',wajah,'datawajah','B16'); elseif(strcmp(nama,'Santo')) xlswrite('simpan.xlsx',wajah,'datawajah','B18'); elseif(strcmp(nama,'Tedja')) xlswrite('simpan.xlsx',wajah,'datawajah','B20'); end h= msgbox('Data telah disimpan', 'Berhasil'); % --- Executes on button press in reduksi. function reduksi_Callback(hObject, eventdata, handles) ndata = xlsread('simpan.xlsx','datawajah'); Rataan = mean(ndata); [M,N]=size(ndata); xnew = ndata - repmat(Rataan,M,1); [M,N]=size(xnew); for a=1:M for b=1:N if xnew(a,b)<=0 xnew(a,b)=0; end end end olahdata= 1/N *(xnew*xnew'); [PC,V] = eig(olahdata); V = diag(V);

  [junk, rindices] = sort(-1*V); V = V(rindices); PC = PC(:,rindices); signal = ndata'* PC; ext = ndata * signal; minr=min(ext); minr=min(minr); maxr=max(ext); maxr=max(maxr); delta=maxr-minr; datautama = 2*(ext-minr)/delta-1; xlswrite('hasilreduksi.xlsx', signal, 'datawajah','A2:T16061'); xlswrite('hasilreduksi.xlsx', ext, 'datawajah','A16064:T16083'); xlswrite('hasilreduksi.xlsx', datautama, 'datawajah','A16086:T16105'); h = msgbox('Data telah direduksi' , 'Berhasil' ); % --- Executes on button press in reset. function reset_Callback(hObject, eventdata, handles) set(handles.nmwajah,'String','','Enable','on'); axes(handles.axes1); imshow(1); axes(handles.axes2); imshow(1); axes(handles.axes3); imshow(1); axes(handles.axes4); imshow(1); % --- Executes on button press in latihlvq. function latihlvq_Callback(hObject, eventdata, handles) entry = xlsread('hasilreduksi.xlsx', 'datawajah', 'A16086:T16105'); target = [1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 10 10]; entry = entry'; T = ind2vec(target); kelas=size(full(T),1); neuron = 20; net=newlvq(minmax(entry),neuron,(1/kelas)*ones(1,kelas)); net.trainParam.epochs = 5000; net.trainParam.goal = 0.0001; net.trainParam.lr = 0.1; net = train(net,entry,T); net.IW{1,1} xlswrite('bobotawal.xlsx', net.IW{1,1},'bobotawal','A'); net.LW{2,1}; xlswrite('bobotakhir.xlsx', net.LW{2,1},'bobotakhir','A'); output = sim(net,entry); H = vec2ind(output) function nmwajah_Callback(hObject, eventdata, handles)

  % --- Executes during object creation, after setting all properties. function nmwajah_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end % -------------------------------------------------------------------

  • function beranda_Callback(hObject, eventdata, handles) beranda close pelatihan; % -------------------------------------------------------------------
  • function pelatihan_Callback(hObject, eventdata, handles) % -------------------------------------------------------------------
  • function pengujian_Callback(hObject, eventdata, handles) pengujian close pelatihan; % -------------------------------------------------------------------
  • function bantuan_Callback(hObject, eventdata, handles) bantuan % -------------------------------------------------------------------
  • function keluar_Callback(hObject, eventdata, handles) choice=questdlg ('Apakah Anda Ingin Keluar ?','Keluar','Ya','Tidak','Tidak'); switch choice case 'Ya' close all; end % --- Executes on button press in dtksitepi. function dtksitepi_Callback(hObject, eventdata, handles) s=getimage(handles.axes1); t=getimage(handles.axes2); citra_gray=rgb2gray(s); citra_gray1=rgb2gray(t); A=citra_gray; B=citra_gray1; F1=[1 0;0 -1];

  F2=[0 -1;1 0]; Gx=conv2(A,F1,'same'); Gy=conv2(A,F2,'same'); Gw=conv2(B,F1,'same'); Gz=conv2(B,F2,'same'); M=sqrt(Gx.^2+Gy.^2); N=sqrt(Gw.^2+Gz.^2); M=uint8(M); N=uint8(N); Thresh=0.1; R=max(M,Thresh);

  R1=max(N,Thresh); T=graythresh(R); T1=graythresh(R1); R=im2bw(R,T); P=im2bw(R1,T1); citra_robert=R; citra_robert1=P; axes(handles.axes3); imshow(citra_robert) axes(handles.axes4); imshow(citra_robert1); % --- Executes on button press in pushbutton9. function pushbutton9_Callback(hObject, eventdata, handles) [nama_file, nama_path]= uigetfile({'*.jpg','File jpeg(*.jpg)'},'Buka File Citra'); if ~isequal(nama_file, 0) handles.citra=imread(fullfile(nama_path, nama_file)); guidata(hObject, handles); axes(handles.axes2); imshow(handles.citra); else return; end;

  pengujian.m

  function varargout = pengujian(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1; gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @pengujian_OpeningFcn, ... 'gui_OutputFcn', @pengujian_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 % --- Executes just before pengujian is made visible. function pengujian_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject; guidata(hObject, handles); % --- Outputs from this function are returned to the command line.

  function varargout = pengujian_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output; % --- Executes on button press in buka. function buka_Callback(hObject, eventdata, handles) set(handles.hasilnama,'String',''); set(handles.hasilwaktu,'String',''); axes(handles.axes2); imshow(1); [nama_file, nama_path]= uigetfile({'*.jpg','File jpeg(*.jpg)'},'Buka Pulau'); if ~isequal(nama_file, 0) info = imfinfo([nama_path, nama_file]); filename = info.Filename; handles.citra = imread(fullfile(nama_path, nama_file)); guidata(hObject, handles); axes(handles.axes1); imshow(handles.citra); set(handles.nmwajah,'string',nama_file); else return; end; function nmwajah_Callback(hObject, eventdata, handles) % --- Executes during object creation, after setting all properties. function nmwajah_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end function edit2_Callback(hObject, eventdata, handles) % --- Executes during object creation, after setting all properties. function edit2_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end % --- Executes on button press in ujilvq. function ujilvq_Callback(hObject, eventdata, handles) tStart=tic; Signal = xlsread('hasilreduksi.xlsx','datawajah','A2:T16061'); ext = xlsread('hasilreduksi.xlsx','datawajah','A16064:T16083'); entry = xlsread('hasilreduksi.xlsx','datawajah','A16086:T16105'); citratepi = double(getimage(handles.axes1)); citrauji = reshape(citratepi,1,16060); mat_uji = flatvec*Signal; minr=min(ext); minr=min(minr); maxr=max(ext); maxr=max(maxr); delta=maxr-minr; data_uji = 2*(mat_uji-minr)/delta-1; target = [1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 10 10]; T = ind2vec(target); kelas=size(full(T),1); neuron = 20; net=newlvq(minmax(entry),neuron,(1/kelas)*ones(1,kelas)); net = init(net); net.IW{1,1}= xlsread('bobotawal.xlsx','bobotawal'); net.LW{2,1}= xlsread('bobotakhir.xlsx','bobotakhir'); data_uji = data_uji'; output = sim(net,data_uji) H = vec2ind(output) if (output(1,1)<0.9) a(1,1)=0; else a(1,1)=1; end if (output(2,1)<0.9) a(2,1)=0; else a(2,1)=1; end if (output(3,1)<0.9) a(3,1)=0; else a(3,1)=1; end if (output(4,1)<0.9) a(4,1)=0; else a(4,1)=1; end if (output(5,1)<0.9) a(5,1)=0; else a(5,1)=1; end if (output(6,1)<0.9) a(6,1)=0; else a(6,1)=1;

end if (output(7,1)<0.9) a(7,1)=0; else a(7,1)=1; end if (output(8,1)<0.9) a(8,1)=0; else a(8,1)=1; end if (output(9,1)<0.9) a(9,1)=0; else a(9,1)=1; end if (output(10,1)<0.9) a(10,1)=0; else a(10,1)=1; end wajah=[a(1,1);a(2,1);a(3,1);a(4,1);a(5,1);a(6,1);a(7,1);a(8,1);a(9,1) ;a(10,1)]; wajah1 = [1; 0; 0; 0; 0; 0; 0; 0; 0; 0]; wajah2 = [0; 1; 0; 0; 0; 0; 0; 0; 0; 0]; wajah3 = [0; 0; 1; 0; 0; 0; 0; 0; 0; 0]; wajah4 = [0; 0; 0; 1; 0; 0; 0; 0; 0; 0]; wajah5 = [0; 0; 0; 0; 1; 0; 0; 0; 0; 0]; wajah6 = [0; 0; 0; 0; 0; 1; 0; 0; 0; 0]; wajah7 = [0; 0; 0; 0; 0; 0; 1; 0; 0; 0]; wajah8 = [0; 0; 0; 0; 0; 0; 0; 1; 0; 0]; wajah9 = [0; 0; 0; 0; 0; 0; 0; 0; 1; 0]; wajah10 = [0; 0; 0; 0; 0; 0; 0; 0; 0; 1]; if isequal (a,wajah1) hasilnama='Azhar'; handles.citrawajah=imread('azhar1.jpg'); elseif isequal (a,wajah2) hasilnama='Fauzi'; handles.citrawajah=imread('fauzi1.jpg'); elseif isequal (a,wajah3) hasilnama='Fiktar'; handles.citrawajah=imread('fiktar1.jpg'); elseif isequal (a,wajah4) hasilnama='Fizhta'; handles.citrawajah=imread('fizhta1.jpg'); elseif isequal (a,wajah5) hasilnama='Iqshan'; handles.citrawajah=imread('iqshan1.jpg'); elseif isequal (a,wajah6) hasilnama='Putra'; handles.citrawajah=imread('putra1.jpg'); elseif isequal (a,wajah7)

hasilnama='Rio'; handles.citrawajah=imread('rio1.jpg'); elseif isequal (a,wajah8) hasilnama='Sandy'; handles.citrawajah=imread('sandy1.jpg'); elseif isequal (a,wajah9) hasilnama='Santo'; handles.citrawajah=imread('santo1.jpg'); elseif isequal (a,wajah10) hasilnama='Tedja'; handles.citrawajah=imread('tedja1.jpg'); else hasilnama='Tidak Dikenali'; handles.citrawajah= 1; end set(handles.hasilnama,'String',hasilnama); guidata(hObject, handles); axes(handles.axes2); imshow(handles.citrawajah); waktupengujian = toc(tStart); set(handles.hasilwaktu,'string',waktupengujian); % --- Executes on button press in reset. function reset_Callback(hObject, eventdata, handles) set(handles.nmwajah,'String',''); set(handles.hasilnama,'String',''); set(handles.hasilwaktu,'String',''); axes(handles.axes1); imshow(1); axes(handles.axes2); imshow(1); % --- Executes on button press in dtksitepi. function dtksitepi_Callback(hObject, eventdata, handles) citra_gray=rgb2gray(handles.citra); A=citra_gray; F1=[1 0;0 -1]; F2=[0 -1;1 0]; Gx=conv2(A,F1,'same'); Gy=conv2(A,F2,'same'); M=sqrt(Gx.^2+Gy.^2); M=uint8(M); Thresh=0.1; R=max(M,Thresh); T=graythresh(R); R=im2bw(R,T); citra_robert=R; axes(handles.axes1); imshow(citra_robert); % -------------------------------------------------------------------

  • function beranda_Callback(hObject, eventdata, handles) beranda close pengujian; % -------------------------------------------------------------------

  function Pelatihan_Callback(hObject, eventdata, handles) pelatihan close pengujian; % -------------------------------------------------------------------

  • function pengujian_Callback(hObject, eventdata, handles) % -------------------------------------------------------------------
  • function bantuan_Callback(hObject, eventdata, handles) bantuan % -------------------------------------------------------------------
  • function keluar_Callback(hObject, eventdata, handles) choice=questdlg ('Apakah Anda Ingin Keluar ?','Keluar','Ya','Tidak','Tidak'); switch choice case 'Ya' close all; end

  bantuan.m

  function varargout = bantuan(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1; gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @bantuan_OpeningFcn, ... 'gui_OutputFcn', @bantuan_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 bantuan is made visible. function bantuan_OpeningFcn(hObject, eventdata, handles, varargin) % Choose default command line output for bantuan handles.output = hObject; guidata(hObject, handles);

  % --- Outputs from this function are returned to the command line. function varargout = bantuan_OutputFcn(hObject, eventdata, handles) % Get default command line output from handles structure varargout{1} = handles.output; % --- Executes on selection change in listbox1. function listbox1_Callback(hObject, eventdata, handles) % --- Executes during object creation, after setting all properties. function listbox1_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end % --- Executes on selection change in listbox2. function listbox2_Callback(hObject, eventdata, handles) % --- Executes during object creation, after setting all properties. function listbox2_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end % -------------------------------------------------------------------

  • function Bantuan_Callback(hObject, eventdata, handles) % -------------------------------------------------------------------
  • function tutup_Callback(hObject, eventdata, handles) close bantuan;

  Nama : M. Iqshan Johandra Alamat Sekarang : Jl. Darussalam No.72 - Medan Alamat Orang tua : Jl. Tegalsari Barat No. 26 - Semarang Telp/Hp : 085255960388 Email

Riwayat Pendidikan

  

2009-2013 : S1 Ilmu Komputer Universitas Sumatera Utara, Medan

2006-2009 : SMA Negeri 4 Medan 2003-2006 : SMP Negeri 6 Makassar 1997-2003 : SD Negeri 05 Jakarta Timur Keahlian/Kursus yang diikuti Desain Drafis, Bahasa Inggris

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