Mendeteksi Penyakit Gigi Menggunakan Jaringan Saraf Tiruan Dengan Menggunakan Metode Backpropagation Dan Metode Hopfield

(1)

LAMPIRAN LISTING PROGRAM

Utama.m

function varargout = TampilanAwal(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ...

'gui_OpeningFcn', @TampilanAwal_OpeningFcn, ... 'gui_OutputFcn', @TampilanAwal_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 TampilanAwal is made visible.

function TampilanAwal_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 = TampilanAwal_OutputFcn(hObject, eventdata, handles)

varargout{1} = handles.output;

function BantuanAwal_Callback(hObject, eventdata, handles) BantuanAwal

delete(handles.utama)

% ---function keluar_Callback(hObject, eventdata, handles)

close TampilanAwal

% ---function PengujianJST_Callback(hObject, eventdata, handles)

PengujianJST

function PelatihanJST_Callback(hObject, eventdata, handles) PelatihanJST

% --- Executes during object creation, after setting all properties. function utama_CreateFcn(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function logoUSU_CreateFcn(hObject, eventdata, handles)

(2)

citra_asli=imread('logo usu.jpg'); imshow(citra_asli);

% Hint: place code in OpeningFcn to populate logoUSU function Untitled_1_Callback(hObject, eventdata, handles) function gambar_Callback(hObject, eventdata, handles) DaftarGambar

Pelatihan.m

function varargout = PelatihanJST(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @PelatihanJST_OpeningFcn, ... 'gui_OutputFcn', @PelatihanJST_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% --- Executes just before PelatihanJST is made visible.

function PelatihanJST_OpeningFcn(hObject, eventdata, handles, varargin)

%hback = axes('units','normalized','position',[0 0 1 1]); %uistack(hback,'bottom');

%[back map]=imread('gambar\background biru.jpg'); %image(back)

%colormap(map)

%set(hback,'handlevisibility','off','visible','off') handles.output = hObject;

% Update handles structure guidata(hObject, handles);

% --- Outputs from this function are returned to the command line. function varargout = PelatihanJST_OutputFcn(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function slider1_CreateFcn(hObject, eventdata, handles)

if isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor',[.9 .9 .9]); end

function nilai_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function nilai_CreateFcn(hObject, eventdata, handles)

if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

(3)

end

% --- Executes on button press in open.

function open_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.citra1); imshow(handles.citra);

set(handles.Name,'String',nama_file); else

return; end;

% --- Executes on button press in reduksi.

function reduksi_Callback(hObject, eventdata, handles) a = double(handles.citra_tres1);

aa=a; pos=0; for i=1:50 for j=1:5 z(i,j)=0; for k=1:10 pos=pos+1;

z(i,j)=z(i,j)+aa(i,pos); end

end pos=0; end

pos=0; for i=1:5 for j=1:5 zz(j,i)=0; for k=1:10 pos=pos+1;

zz(j,i)=zz(j,i)+z(pos,i); end

end pos=0; end

zz

for i=1:5 for j=1:5

if(zz(i,j)==100) zz(i,j)=0; else

if(zz(i,j)>=1 && zz(i,j)<=99) zz(i,j)=1;

end end end end zz

zz1=reshape(zz,1,[]); zz1

(4)

xlswrite('datagigi.xlsx',zz1,'datagigi','A1'); elseif (strcmp(id,'karies2'))

xlswrite('datagigi.xlsx',zz1,'datagigi','A2'); elseif (strcmp(id,'karies3'))

xlswrite('datagigi.xlsx',zz1,'datagigi','A3'); elseif (strcmp(id,'pulpitis1'))

xlswrite('datagigi.xlsx',zz1,'datagigi','A6'); elseif (strcmp(id,'gingivitis1'))

xlswrite('datagigi.xlsx',zz1,'datagigi','A9'); elseif (strcmp(id,'absesgigi1'))

xlswrite('datagigi.xlsx',zz1,'datagigi','A12'); else

xlswrite('datagigi.xlsx',zz1,'datagigi','A13'); end

msgbox('Data Sudah direduksi dan disimpan'); % --- Executes on button press in reset.

function latihHP_Callback(hObject, eventdata, handles) tStart=tic;

input = xlsread('datagigi.xlsx','datagigi','A1:Y12'); T=input;

T=T';

net = newhop(T);

xlswrite('bobothp.xlsx',net.LW{1,1},'bobot','A'); xlswrite('biashp.xlsx',net.b{1},'bias','A'); Ai=T;

output = sim(net,12,[],Ai)

xlswrite('outputHP.xlsx',output,'OutputHP','A'); msgbox('Pelatihan Hopfield Selesai');

waktuuji = toc(tStart);

set(handles.timer,'string',waktuuji);

function id_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function id_CreateFcn(hObject, eventdata, handles)

set(hObject,'BackgroundColor','white'); end

% --- Executes on button press in latihBP.

(5)

input = xlsread('datagigi.xlsx','datagigi','A1:Y12'); target = [1 0 0 0 ;

1 0 0 0 ; 1 0 0 0 ; 0 1 0 0 ; 0 1 0 0 ; 0 1 0 0 ; 0 0 1 0 ; 0 0 1 0 ; 0 0 1 0 ; 0 0 0 1 ; 0 0 0 1 ;

0 0 0 1 ; ] target = target';

input=input';

net = newff(minmax(input),[12 12 4], {'tansig','tansig','tansig'},'traingdx'); net.trainParam.show=100;

net.trainParam.epochs=50000; net.trainParam.goal=0.0001; net.trainParam.lr = 0.01; net.trainParam.mc = 0.01;

[net,tr] = train(net,input,target);

xlswrite('bobot1.xlsx',net.IW{1,1},'bobot','A'); xlswrite('bobot2.xlsx',net.LW{2,1},'bobot','A'); xlswrite('bobot3.xlsx',net.LW{3,2},'bobot','A'); xlswrite('bias.xlsx',net.b{1},'bias','A1:A12'); xlswrite('bias.xlsx',net.b{2},'bias','B1:B12'); xlswrite('bias.xlsx',net.b{3},'bias','C1:C4');

output = sim(net,input)

xlswrite('outputBP6.xlsx',output,'OutputBP','A'); msgbox('Pelatihan Backpropagation Selesai'); waktuuji = toc(tStart);

% --- Executes on button press in Reset.

function Reset_Callback(hObject, eventdata, handles) set(handles.id,'String','','Enable','on');

set(handles.slider1,'Enable','on');

set(handles.nilai,'String','','Enable','on'); set(handles.Name,'String','','Enable','on'); axes(handles.citra1);

imshow(1);

function Name_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function Name_CreateFcn(hObject, eventdata, handles)

% ---function TampilanAwal_Callback(hObject, eventdata, handles)

(6)

delete(handles.formpelatihan)

% ---function MenuPelatihan_Callback(hObject, eventdata, handles)

% ---function PengujianJST_Callback(hObject, eventdata, handles)

PengujianJST

% ---function BantuanPelatihanJST_Callback(hObject, eventdata, handles) BantuanPelatihanJST

% ---function MenuKeluar_Callback(hObject, eventdata, handles)

close PelatihanJST

% ---function gambar_Callback(hObject, eventdata, handles)

KetGbr

function datagambar_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function datagambar_CreateFcn(hObject, eventdata, handles)

function timer_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function timer_CreateFcn(hObject, eventdata, handles)

% --- Executes on button press in pushbutton9. % --- Executes on button press in pushbutton10.

function pushbutton10_Callback(hObject, eventdata, handles) citra_gray=rgb2gray(handles.citra);

citra_gray=double(citra_gray); [b k]=size(citra_gray);

for x=1:b for y=1:k

if citra_gray(x,y)<130

citra_threshold1(x,y)=0; elseif citra_gray(x,y)>=130 citra_threshold1(x,y)=1; end

end end

citra_threshold1

handles.citra_tres1=citra_threshold1; guidata(hObject,handles);

axes(handles.citra1); imshow(citra_threshold1);

% hObject handle to pushbutton10 (see GCBO)

% eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA)

(7)

function listbox1_Callback(hObject, eventdata, handles) citra_threshold1

% hObject handle to listbox1 (see GCBO)

% eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % Hints: contents = get(hObject,'String') returns listbox1 contents as cell array

% contents{get(hObject,'Value')} returns selected item from listbox1

% --- Executes during object creation, after setting all properties. function listbox1_CreateFcn(hObject, eventdata, handles)

% hObject handle to listbox1 (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.

% --- Executes during object creation, after setting all properties. function text9_CreateFcn(hObject, eventdata, handles)

citra_threshold1

% hObject handle to text9 (see GCBO)

Pengujian.m

function varargout = PengujianJST(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @PengujianJST_OpeningFcn, ... 'gui_OutputFcn', @PengujianJST_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% --- Executes just before PengujianJST is made visible.

function PengujianJST_OpeningFcn(hObject, eventdata, handles, varargin)

% Create background axes and move them to the background handles.output = hObject;

(8)

% --- Outputs from this function are returned to the command line. function varargout = PengujianJST_OutputFcn(hObject, eventdata, handles)

% --- Executes on button press in open.

function open_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.image_uji); imshow(handles.citra);

set(handles.name,'String',nama_file); else

return; end;

% --- Executes during object creation, after setting all properties. function slider_thres_CreateFcn(hObject, eventdata, handles)

if isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor',[.9 .9 .9]); end

function nilai_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function nilai_CreateFcn(hObject, eventdata, handles)

% --- Executes on button press in kenali_bp.

function kenali_bp_Callback(hObject, eventdata, handles) tStart=tic;

input = xlsread('datagigi.xlsx','datagigi','A1:Y4'); citrauji = double(handles.citra_tres);

aa=citrauji; pos=0;

for i=1:50 for j=1:5 z(i,j)=0; for k=1:10 pos=pos+1;

end pos=0; end

pos=0; for i=1:5 for j=1:5 zz(j,i)=0; for k=1:10 pos=pos+1;

end pos=0; end

(9)

for i=1:5 for j=1:5

if(zz(i,j)>=1 && zz(i,j)<=99) zz(i,j)=1;

end end end end zz

zz1=reshape(zz,1,25); datapengujian = zz1; target = [1 0 0 0 ; 1 0 0 0 ; 1 0 0 0 ; 0 1 0 0 ; 0 1 0 0 ; 0 1 0 0 ; 0 0 1 0 ; 0 0 1 0 ; 0 0 1 0 ; 0 0 0 1 ; 0 0 0 1 ; 0 0 0 1 ; ] target = target'; input = input';

net = newff(minmax(input),[12 12 4], {'tansig','tansig','tansig'},'traingdx'); net = init(net);

net.IW{1,1}= xlsread('bobot1.xlsx','bobot'); net.LW{2,1}= xlsread('bobot2.xlsx','bobot'); net.LW{3,2}= xlsread('bobot3.xlsx','bobot'); net.b{1}= xlsread('bias.xlsx','bias','A1:A12'); net.b{2}= xlsread('bias.xlsx','bias','B1:B12'); net.b{3}= xlsread('bias.xlsx','bias','C1:C4'); datapengujian=datapengujian'

output = sim(net,datapengujian) if (output(1,1)<0.86)

b(1,1)=0; else

b(1,1)=1; end

if (output(2,1)<0.86) b(2,1)=0;

else

b(2,1)=1; end

if (output(3,1)<0.86) b(3,1)=0;

else

b(3,1)=1; end

if (output(4,1)<0.86) b(4,1)=0;

else

b(4,1)=1; end

(10)

gigi1 = [1; 0; 0; 0; ]; gigi2 = [0; 1; 0; 0; ]; gigi3 = [0; 0; 1; 0; ]; gigi4 = [0; 0; 0; 1; ];

if isequal (b,gigi1) name='karies';

solusi='Bersihkan jaringan gigi yang terkena karies gigi dan lakukan penambalan gigi, penambalan gigi bisa bermacam-macam bahan yang umum digunakana adalah komposit, kompomer, glass ionomer, dan amalgam.';

elseif isequal (b,gigi2) name='pulpitis';

solusi='Penambalan sementara yang mengandung obat penenag saraf bisa menghilangkan rasa nyeri, tambalan ini dibiarkan 6 sampai 8 minggu dan kemudian diganti dengan penambalan permanen';

elseif isequal (b,gigi3) name='gingivitis';

solusi='Pengobatan utama pada gingivitis adalah dengan

menghilangkan penyebabnya, yaitu dengan membersihkan karang gigi (scaling). Membersihkan karang gigi dapat dilakukan di praktik dokter gigi. Satu minggu pasca pembersihan karang gigi, dicek apakah kondisi sudah membaik atau belum';

elseif isequal (b,gigi4) name= 'abses gigi';

solusi='Pasien dianjurkan berkumur-kumur dengan air hangat, minum obat Paracetamol untuk mengurangi nyeri dan rasa sakit pada gigi yang mengalami Abses.Jika jelas terdapat infeksi, dapat diberikan terapi dengan Antibiotika Amoksisilin selama 5 hari';

else

name='Tidak Dikenali'; solusi='Tidak Dikenali'; end

set(handles.nama,'String',name); set(handles.solusi,'String',solusi); waktuuji = toc(tStart);

% --- Executes on button press in kenali_hp.

function kenali_hp_Callback(hObject, eventdata, handles) tStart=tic;

input = xlsread('datagigi.xlsx','datagigi','A1:Y4'); citrauji = double(handles.citra_tres);

aa=citrauji; pos=0;

for i=1:50 for j=1:5 z(i,j)=0; for k=1:10 pos=pos+1;

end pos=0; end

(11)

zz(j,i)=0; for k=1:10 pos=pos+1;

end pos=0; end

zz

for i=1:5 for j=1:5

if(zz(i,j)>=1 && zz(i,j)<=99) zz(i,j)=1;

end end end end zz

zz1=reshape(zz,1,25); datapengujian = zz1; target=input;

target=target';

net = newff(minmax(input),[12 12 4], {'satlins','satlins','satlins'},'traingdx'); net = newhop(target);

net = init(net);

net.LW{1,1}= xlsread('bobothp.xlsx','bobot'); net.b{1}= xlsread('biashp.xlsx','bias'); datapengujian={[datapengujian']}

output = sim(net,{1 10},{},datapengujian) output=[output{10}]%cell array 2

if (output(1,1)<0.6) a(1,1)=0;

else

a(1,1)=1; end

if (output(2,1)<0.6) a(2,1)=0;

else

a(2,1)=1; end

if (output(3,1)<0.6) a(3,1)=0;

else

a(3,1)=1; end

if (output(4,1)<0.6) a(4,1)=0;

else

a(4,1)=1; end

if (output(5,1)<0.6) a(5,1)=0;

else

a(5,1)=1; end

(12)

a(6,1)=0; else

a(6,1)=1; end

if (output(7,1)<0.6) a(7,1)=0;

else

a(7,1)=1; end

if (output(8,1)<0.6) a(8,1)=0;

else

a(8,1)=1; end

if (output(9,1)<0.6) a(9,1)=0;

else

a(9,1)=1; end

if (output(10,1)<0.6) a(10,1)=0;

else

a(10,1)=1; end

if (output(11,1)<0.6) a(11,1)=0;

else

a(11,1)=1; end

if (output(12,1)<0.6) a(12,1)=0;

else

a(12,1)=1; end

if (output(13,1)<0.6) a(13,1)=0;

else

a(13,1)=1; end

if (output(14,1)<0.6) a(14,1)=0;

else

a(14,1)=1; end

if (output(15,1)<0.6) a(15,1)=0;

else

a(15,1)=1; end

if (output(16,1)<0.6) a(16,1)=0;

else

a(16,1)=1; end

if (output(17,1)<0.6) a(17,1)=0;

else

a(17,1)=1; end

(13)

a(18,1)=0; else

a(18,1)=1; end

if (output(19,1)<0.6) a(19,1)=0;

else

a(19,1)=1; end

if (output(20,1)<0.6) a(20,1)=0;

else

a(20,1)=1; end

if (output(21,1)<0.6) a(21,1)=0;

else

a(21,1)=1; end

if (output(22,1)<0.6) a(22,1)=0;

else

a(22,1)=1; end

if (output(23,1)<0.6) a(23,1)=0;

else

a(23,1)=1; end

if (output(24,1)<0.6) a(24,1)=0;

else

a(24,1)=1; end

if (output(25,1)<0.6) a(25,1)=0;

else

a(25,1)=1; end

gigi=[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);a(11,1);a(12,1);a(13,1);a(14,1);a(15,1);a(16,1);a(17,1);a(18, 1);a(19,1);a(20,1);a(21,1);a(22,1);a(23,1);a(24,1);a(25,1)];

gigi1=[0;0;0;1;1; 1;1;1;1;1; 1;1;0;1;1; 1;1;1;1;0; 1;0;0;0;0;]; gigi2=[1;1;0;1;1; 1;1;1;0;1; 1;1;1;1;0; 1;1;1;0;1; 1;1;1;1;1;]; gigi3=[1;0;0;0;1; 1;0;1;1;1; 1;0;1;1;1; 1;0;1;1;1; 1;0;0;0;1;]; gigi4=[1;1;1;1;1; 1;1;1;1;1; 1;1;1;1;1; 0;1;1;1;1; 1;1;1;1;1;]; gigi5=[1;1;1;1;1; 1;0;1;1;1; 1;0;1;1;0; 1;1;1;1;1; 1;1;1;1;1;]; gigi6=[0;1;1;0;1; 0;1;0;0;1; 1;0;1;1;1; 1;1;1;1;1; 1;1;1;0;0;]; gigi7=[1;1;1;1;1; 1;1;0;0;1; 1;1;1;0;1; 1;1;1;0;0; 1;1;1;0;1;]; gigi8=[1;1;1;1;1; 1;1;1;0;1; 1;1;1;1;1; 1;1;1;0;1; 1;1;1;1;1;]; gigi9=[1;0;1;1;1; 1;0;1;1;1; 1;1;1;1;1; 1;0;1;1;1; 1;0;1;1;1;]; gigi10=[1;1;1;1;0; 1;0;1;1;1; 1;0;1;1;1; 1;1;1;1;0; 1;1;1;1;1;]; gigi11=[1;0;1;1;1; 1;0;1;0;0; 1;1;0;1;1; 1;0;1;1;1; 1;1;1;1;1;]; gigi12=[1;1;1;1;1; 1;1;1;0;1; 1;1;0;1;1; 0;0;1;0;1; 1;1;1;0;1;];

if isequal (a,gigi1) name='karies';

(14)

yang umum digunakana adalah komposit, kompomer, glass ionomer, dan amalgam.';

elseif isequal (a,gigi2) name='karies';

elseif isequal (a,gigi3) name='karies';

elseif isequal (a,gigi4) name='pulpitis';

elseif isequal (a,gigi7) name='gingivitis';

elseif isequal (a,gigi10) name= 'abses gusi';

solusi='Pasien dianjurkan berkumur-kumur dengan air hangat, minum obat Paracetamol untuk mengurangi nyeri dan rasa sakit pada gigi yang mengalami Abses Jika jelas terdapat infeksi, dapat diberikan terapi dengan Antibiotika Amoksisilin selama 5 hari';

(15)

yang mengalami Abses Jika jelas terdapat infeksi, dapat diberikan terapi dengan Antibiotika Amoksisilin selama 5 hari';

solusi='Pasien dianjurkan berkumur-kumur dengan air hangat, minum obat Paracetamol untuk mengurangi nyeri dan rasa sakit pada gigi yang mengalami Abses Jika jelas terdapat infeksi, dapat diberikan terapi dengan Antibiotika Amoksisilin selama 5 hari';

else

name='Tidak Dikenali'; solusi='Tidak Dikenali'; end

set(handles.nama,'String',name); set(handles.solusi,'String',solusi); waktuuji = toc(tStart);

function nama_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function nama_CreateFcn(hObject, eventdata, handles)

function solusi_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function solusi_CreateFcn(hObject, eventdata, handles)

function timer_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function timer_CreateFcn(hObject, eventdata, handles)

% --- Executes on button press in Reset.

function name_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function name_CreateFcn(hObject, eventdata, handles)

% ---function Untitled_1_Callback(hObject, eventdata, handles)

% ---function TampilanAwal_Callback(hObject, eventdata, handles)

TampilanAwal

delete(handles.formpengujian)

% ---function PelatihanJST_Callback(hObject, eventdata, handles)

PelatihanJST

(16)

% ---function BantuanPengujianJST_Callback(hObject, eventdata, handles) BantuanPengujianJST

close PengujianJST

% ---function gambar_Callback(hObject, eventdata, handles)

KetGbr

% --- Executes on button press in reset.

function reset_Callback(hObject, eventdata, handles) set(handles.slider_thres,'Enable','on');

set(handles.nilai,'String','','Enable','on'); set(handles.name,'String','','Enable','on'); set(handles.nama,'String','','Enable','on'); set(handles.solusi,'String','','Enable','on'); set(handles.timer,'String','','Enable','on'); axes(handles.image_uji);

imshow(1);

% --- Executes on button press in pushbutton7.

function pushbutton7_Callback(hObject, eventdata, handles) citra_gray=rgb2gray(handles.citra);

citra_gray=double(citra_gray); [b k]=size(citra_gray);

for x=1:b for y=1:k

if citra_gray(x,y)<130 citra_threshold(x,y)=0; elseif citra_gray(x,y)>=130 citra_threshold(x,y)=1; end

end end

citra_threshold

handles.citra_tres=citra_threshold; guidata(hObject,handles);

axes(handles.image_uji); imshow(citra_threshold);

% hObject handle to pushbutton7 (see GCBO)

% eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes during object creation, after setting all properties. function solusi_CreateFcn(hObject, eventdata, handles)

% hObject handle to solusi (see GCBO)

% Hint: edit controls usually have a white background on Windows. % See ISPC and COMPUTER.

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bantuanUtama.m

function varargout = BantuanAwal(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @BantuanAwal_OpeningFcn, ... 'gui_OutputFcn', @BantuanAwal_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% --- Executes just before BantuanAwal is made visible.

function BantuanAwal_OpeningFcn(hObject, eventdata, handles, varargin)

handles.output = hObject;

% Update handles structure guidata(hObject, handles);

% --- Outputs from this function are returned to the command line. function varargout = BantuanAwal_OutputFcn(hObject, eventdata, handles)

% --- Executes on selection change in listbox1.

function listbox1_Callback(hObject, eventdata, handles)

% --- Executes on selection change in popupmenu1.

function popupmenu1_Callback(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function popupmenu1_CreateFcn(hObject, eventdata, handles)

% --- Executes during object creation, after setting all properties. function figure1_CreateFcn(hObject, eventdata, handles)

% ---function MUtama_Callback(hObject, eventdata, handles)

Utama

delete(handles.figure1)

% ---function MPelatihan_Callback(hObject, eventdata, handles)

Pelatihan

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% ---function MPengujian_Callback(hObject, eventdata, handles)

Pengujian

% ---function MGambar_Callback(hObject, eventdata, handles)

KetGbr

% ---function MKeluar_Callback(hObject, eventdata, handles)

TampilanAwal

bantuanPelatihan.m

function varargout = BantuanPelatihanJST(varargin) % Begin initialization code - DO NOT EDIT

gui_Singleton = 1;

'gui_OpeningFcn', @BantuanPelatihanJST_OpeningFcn, ...

'gui_OutputFcn', @BantuanPelatihanJST_OutputFcn, ...

'gui_LayoutFcn', [] , ... 'gui_Callback', []); if nargin && ischar(varargin{1})

if nargout

% --- Executes just before BantuanPelatihanJST is made visible.

function BantuanPelatihanJST_OpeningFcn(hObject, eventdata, handles, varargin)

handles.output = hObject; % Update handles structure guidata(hObject, handles);

% --- Outputs from this function are returned to the command line. function varargout = BantuanPelatihanJST_OutputFcn(hObject,

eventdata, handles)

% --- Executes during object creation, after setting all properties. function bantuanlatih_CreateFcn(hObject, eventdata, handles)

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delete(handles.bantuanlatih)

bantuanPengujian.m

function varargout = BantuanPengujianJST(varargin) % Begin initialization code - DO NOT EDIT

gui_Singleton = 1;

'gui_OpeningFcn', @BantuanPengujianJST_OpeningFcn, ...

'gui_OutputFcn', @BantuanPengujianJST_OutputFcn, ...

'gui_LayoutFcn', [] , ... 'gui_Callback', []); if nargin && ischar(varargin{1})

if nargout

% --- Executes just before BantuanPengujianJST is made visible.

function BantuanPengujianJST_OpeningFcn(hObject, eventdata, handles, varargin)

handles.output = hObject; % Update handles structure guidata(hObject, handles);

% --- Outputs from this function are returned to the command line. function varargout = BantuanPengujianJST_OutputFcn(hObject,

eventdata, handles)

% Get default command line output from handles structure varargout{1} = handles.output;

% --- Executes during object creation, after setting all properties. function bantuanuji_CreateFcn(hObject, eventdata, handles)

function Untitled_1_Callback(hObject, eventdata, handles) function MenuUtama_Callback(hObject, eventdata, handles) Utama

delete(handles.bantuanuji)

function MenuPelatihan_Callback(hObject, eventdata, handles) Pelatihan

function MenuGambar_Callback(hObject, eventdata, handles) KetGbr

function MenuKeluar_Callback(hObject, eventdata, handles) PengujianJST

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CURRICULUM VITAE

Nama : Raja Rizky Ramadhan Hsb

Alamat Sekarang : Jl. Bajak II H No. 5 Medan

Alamat Orang tua : Jl. Bajak II H No. 5 Medan

Telp/Hp : 085270100500

Email

Riwayat Pendidikan

2009-2014 : S1 Ilmu Komputer Universitas Sumatera Utara, Medan

2006-2009 : SMA Negri 21 Medan

2003-2006 : SMP Negeri 6 Medan

1997-2003 : SD Negeri 060924 Medan

Keahlian/Kursus yang diikuti Jaringan Komputer