Implementasi Jaringan Syaraf Tiruan Self Organizing Map Kohonen dalam Pengenalan Telapak Kaki Bayi

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LISTING PROGRAM

1. Form Beranda

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

function beranda_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

guidata(hObject, handles);

function varargout = beranda_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output;

function beranda_Callback(hObject, eventdata, handles) beranda;

close(gcbf);

function Latih_Callback(hObject, eventdata, handles) pelatihan;

close(gcbf);

function Uji_Callback(hObject, eventdata, handles) pengujian;

close(gcbf);

function Help_Callback(hObject, eventdata, handles) help;

function Exit_Callback(hObject, eventdata, handles) ask=questdlg('Anda ingin keluar dari aplikasi ini?',... 'Exit','Ya','Tidak','No');

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close('all'); case 'Tidak' return end

function figure1_WindowButtonDownFcn(hObject, eventdata, handles) function text1_CreateFcn(hObject, eventdata, handles)

function axes3_CreateFcn(hObject, eventdata, handles) foto=imread('logo.jpg');

imshow(foto);

2. Form Pelatihan

function varargout = pelatihan(varargin) gui_Singleton = 1;

'gui_OpeningFcn', @pelatihan_OpeningFcn, ... 'gui_OutputFcn', @pelatihan_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

function pelatihan_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

function varargout = pelatihan_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output;

function pushbutton1_Callback(hObject, eventdata, handles) function beranda_Callback(hObject, eventdata, handles) beranda;

close(gcbf);

function help_Callback(hObject, eventdata, handles) help;

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end

function load_citra_Callback(hObject, eventdata, handles) gambar1=imread('b1.jpg');

gambar2=imread('b2.jpg'); gambar3=imread('b3.jpg'); gambar4=imread('b4.jpg'); gambar5=imread('b5.jpg'); gambar6=imread('b6.jpg'); gambar7=imread('b7.jpg'); gambar8=imread('b8.jpg'); gambar9=imread('b9.jpg'); gambar10=imread('b10.jpg'); gambar11=imread('b11.jpg'); gambar12=imread('b12.jpg'); gambar13=imread('b13.jpg'); gambar14=imread('b14.jpg'); gambar15=imread('b15.jpg'); gambar16=imread('b16.jpg'); gambar17=imread('b17.jpg'); gambar18=imread('b18.jpg'); gambar19=imread('b19.jpg'); gambar20=imread('b20.jpg'); gambar21=imread('b21.jpg'); gambar22=imread('b22.jpg'); gambar23=imread('b23.jpg'); gambar24=imread('b24.jpg'); gambar25=imread('b25.jpg'); gambar26=imread('b26.jpg'); gambar27=imread('b27.jpg'); gambar28=imread('b28.jpg'); gambar29=imread('b29.jpg'); gambar30=imread('b30.jpg');

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axes(handles.axes25); imshow(gambar25); axes(handles.axes26); imshow(gambar26); axes(handles.axes27); imshow(gambar27); axes(handles.axes28); imshow(gambar28); axes(handles.axes29); imshow(gambar29); axes(handles.axes30); imshow(gambar30);

set(handles.resize,'Enable','On');

function resize_Callback(hObject, eventdata, handles) gambar1=getimage(handles.axes1);

gambar2=getimage(handles.axes2); gambar3=getimage(handles.axes3); gambar4=getimage(handles.axes4); gambar5=getimage(handles.axes5); gambar6=getimage(handles.axes6); gambar7=getimage(handles.axes7); gambar8=getimage(handles.axes8); gambar9=getimage(handles.axes9); gambar10=getimage(handles.axes10); gambar11=getimage(handles.axes11); gambar12=getimage(handles.axes12); gambar13=getimage(handles.axes13); gambar14=getimage(handles.axes14); gambar15=getimage(handles.axes15); gambar16=getimage(handles.axes16); gambar17=getimage(handles.axes17); gambar18=getimage(handles.axes18); gambar19=getimage(handles.axes19); gambar20=getimage(handles.axes20); gambar21=getimage(handles.axes21); gambar22=getimage(handles.axes22); gambar23=getimage(handles.axes23); gambar24=getimage(handles.axes24); gambar25=getimage(handles.axes25); gambar26=getimage(handles.axes26); gambar27=getimage(handles.axes27); gambar28=getimage(handles.axes28); gambar29=getimage(handles.axes29); gambar30=getimage(handles.axes30);

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gambar19=imresize(gambar19,[100,50]); gambar20=imresize(gambar20,[100,50]); gambar21=imresize(gambar21,[100,50]); gambar22=imresize(gambar22,[100,50]); gambar23=imresize(gambar23,[100,50]); gambar24=imresize(gambar24,[100,50]); gambar25=imresize(gambar25,[100,50]); gambar26=imresize(gambar26,[100,50]); gambar27=imresize(gambar27,[100,50]); gambar28=imresize(gambar28,[100,50]); gambar29=imresize(gambar29,[100,50]); gambar30=imresize(gambar30,[100,50]);

axes(handles.axes1); imshow(gambar1); axes(handles.axes2); imshow(gambar2); axes(handles.axes3); imshow(gambar3); axes(handles.axes4); imshow(gambar4); axes(handles.axes5); imshow(gambar5); axes(handles.axes6); imshow(gambar6); axes(handles.axes7); imshow(gambar7); axes(handles.axes8); imshow(gambar8); axes(handles.axes9); imshow(gambar9); axes(handles.axes10); imshow(gambar10); axes(handles.axes11); imshow(gambar11); axes(handles.axes12); imshow(gambar12); axes(handles.axes13); imshow(gambar13); axes(handles.axes14); imshow(gambar14); axes(handles.axes15); imshow(gambar15); axes(handles.axes16); imshow(gambar16); axes(handles.axes17); imshow(gambar17); axes(handles.axes18); imshow(gambar18); axes(handles.axes19); imshow(gambar19); axes(handles.axes20); imshow(gambar20); axes(handles.axes21); imshow(gambar21); axes(handles.axes22); imshow(gambar22); axes(handles.axes23); imshow(gambar23); axes(handles.axes24); imshow(gambar24); axes(handles.axes25); imshow(gambar25); axes(handles.axes26); imshow(gambar26); axes(handles.axes27); imshow(gambar27); axes(handles.axes28); imshow(gambar28); axes(handles.axes29); imshow(gambar29); axes(handles.axes30); imshow(gambar30);

set(handles.grayscale,'Enable','On');

function grayscale_Callback(hObject, eventdata, handles) gambar1=getimage(handles.axes1);

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gambar15=getimage(handles.axes15); gambar16=getimage(handles.axes16); gambar17=getimage(handles.axes17); gambar18=getimage(handles.axes18); gambar19=getimage(handles.axes19); gambar20=getimage(handles.axes20); gambar21=getimage(handles.axes21); gambar22=getimage(handles.axes22); gambar23=getimage(handles.axes23); gambar24=getimage(handles.axes24); gambar25=getimage(handles.axes25); gambar26=getimage(handles.axes26); gambar27=getimage(handles.axes27); gambar28=getimage(handles.axes28); gambar29=getimage(handles.axes29); gambar30=getimage(handles.axes30);

gambar1=rgb2gray(gambar1); gambar2=rgb2gray(gambar2); gambar3=rgb2gray(gambar3); gambar4=rgb2gray(gambar4); gambar5=rgb2gray(gambar5); gambar6=rgb2gray(gambar6); gambar7=rgb2gray(gambar7); gambar8=rgb2gray(gambar8); gambar9=rgb2gray(gambar9); gambar10=rgb2gray(gambar10); gambar11=rgb2gray(gambar11); gambar12=rgb2gray(gambar12); gambar13=rgb2gray(gambar13); gambar14=rgb2gray(gambar14); gambar15=rgb2gray(gambar15); gambar16=rgb2gray(gambar16); gambar17=rgb2gray(gambar17); gambar18=rgb2gray(gambar18); gambar19=rgb2gray(gambar19); gambar20=rgb2gray(gambar20); gambar21=rgb2gray(gambar21); gambar22=rgb2gray(gambar22); gambar23=rgb2gray(gambar23); gambar24=rgb2gray(gambar24); gambar25=rgb2gray(gambar25); gambar26=rgb2gray(gambar26); gambar27=rgb2gray(gambar27); gambar28=rgb2gray(gambar28); gambar29=rgb2gray(gambar29); gambar30=rgb2gray(gambar30);

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axes(handles.axes13); imshow(gambar13); axes(handles.axes14); imshow(gambar14); axes(handles.axes15); imshow(gambar15); axes(handles.axes16); imshow(gambar16); axes(handles.axes17); imshow(gambar17); axes(handles.axes18); imshow(gambar18); axes(handles.axes19); imshow(gambar19); axes(handles.axes20); imshow(gambar20); axes(handles.axes21); imshow(gambar21); axes(handles.axes22); imshow(gambar22); axes(handles.axes23); imshow(gambar23); axes(handles.axes24); imshow(gambar24); axes(handles.axes25); imshow(gambar25); axes(handles.axes26); imshow(gambar26); axes(handles.axes27); imshow(gambar27); axes(handles.axes28); imshow(gambar28); axes(handles.axes29); imshow(gambar29); axes(handles.axes30); imshow(gambar30);

set(handles.sharpening,'Enable','On');

function sharpening_Callback(hObject, eventdata, handles) gambar1=getimage(handles.axes1);

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gbr5=imfilter(gambar5,Sharp); gbr6=imfilter(gambar6,Sharp); gbr7=imfilter(gambar7,Sharp); gbr8=imfilter(gambar8,Sharp); gbr9=imfilter(gambar9,Sharp); gbr10=imfilter(gambar10,Sharp); gbr11=imfilter(gambar11,Sharp); gbr12=imfilter(gambar12,Sharp); gbr13=imfilter(gambar13,Sharp); gbr14=imfilter(gambar14,Sharp); gbr15=imfilter(gambar15,Sharp); gbr16=imfilter(gambar16,Sharp); gbr17=imfilter(gambar17,Sharp); gbr18=imfilter(gambar18,Sharp); gbr19=imfilter(gambar19,Sharp); gbr20=imfilter(gambar20,Sharp); gbr21=imfilter(gambar21,Sharp); gbr22=imfilter(gambar22,Sharp); gbr23=imfilter(gambar23,Sharp); gbr24=imfilter(gambar24,Sharp); gbr25=imfilter(gambar25,Sharp); gbr26=imfilter(gambar26,Sharp); gbr27=imfilter(gambar27,Sharp); gbr28=imfilter(gambar28,Sharp); gbr29=imfilter(gambar29,Sharp); gbr30=imfilter(gambar30,Sharp);

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set(handles.deteksi_tepi,'Enable','On');

function deteksi_tepi_Callback(hObject, eventdata, handles) gambar1=getimage(handles.axes1);

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gb27=edge(gambar27,'canny'); gb28=edge(gambar28,'canny'); gb29=edge(gambar29,'canny'); gb30=edge(gambar30,'canny');

axes(handles.axes1); imshow(gb1); axes(handles.axes2); imshow(gb2); axes(handles.axes3); imshow(gb3); axes(handles.axes4); imshow(gb4); axes(handles.axes5); imshow(gb5); axes(handles.axes6); imshow(gb6); axes(handles.axes7); imshow(gb7); axes(handles.axes8); imshow(gb8); axes(handles.axes9); imshow(gb9); axes(handles.axes10); imshow(gb10); axes(handles.axes11); imshow(gb11); axes(handles.axes12); imshow(gb12); axes(handles.axes13); imshow(gb13); axes(handles.axes14); imshow(gb14); axes(handles.axes15); imshow(gb15); axes(handles.axes16); imshow(gb16); axes(handles.axes17); imshow(gb17); axes(handles.axes18); imshow(gb18); axes(handles.axes19); imshow(gb19); axes(handles.axes20); imshow(gb20); axes(handles.axes21); imshow(gb21); axes(handles.axes22); imshow(gb22); axes(handles.axes23); imshow(gb23); axes(handles.axes24); imshow(gb24); axes(handles.axes25); imshow(gb25); axes(handles.axes26); imshow(gb26); axes(handles.axes27); imshow(gb27); axes(handles.axes28); imshow(gb28); axes(handles.axes29); imshow(gb29); axes(handles.axes30); imshow(gb30);

set(handles.train,'Enable','On');

function train_Callback(hObject, eventdata, handles) tic;

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gambar19=getimage(handles.axes19); gambar20=getimage(handles.axes20); gambar21=getimage(handles.axes21); gambar22=getimage(handles.axes22); gambar23=getimage(handles.axes23); gambar24=getimage(handles.axes24); gambar25=getimage(handles.axes25); gambar26=getimage(handles.axes26); gambar27=getimage(handles.axes27); gambar28=getimage(handles.axes28); gambar29=getimage(handles.axes29); gambar30=getimage(handles.axes30);

m1=double(reshape(gambar1,1,5000)); m2=double(reshape(gambar2,1,5000)); m3=double(reshape(gambar3,1,5000)); m4=double(reshape(gambar4,1,5000)); m5=double(reshape(gambar5,1,5000)); m6=double(reshape(gambar6,1,5000)); m7=double(reshape(gambar7,1,5000)); m8=double(reshape(gambar8,1,5000)); m9=double(reshape(gambar9,1,5000)); m10=double(reshape(gambar10,1,5000)); m11=double(reshape(gambar11,1,5000)); m12=double(reshape(gambar12,1,5000)); m13=double(reshape(gambar13,1,5000)); m14=double(reshape(gambar14,1,5000)); m15=double(reshape(gambar15,1,5000)); m16=double(reshape(gambar16,1,5000)); m17=double(reshape(gambar17,1,5000)); m18=double(reshape(gambar18,1,5000)); m19=double(reshape(gambar19,1,5000)); m20=double(reshape(gambar20,1,5000)); m21=double(reshape(gambar21,1,5000)); m22=double(reshape(gambar22,1,5000)); m23=double(reshape(gambar23,1,5000)); m24=double(reshape(gambar24,1,5000)); m25=double(reshape(gambar25,1,5000)); m26=double(reshape(gambar26,1,5000)); m27=double(reshape(gambar27,1,5000)); m28=double(reshape(gambar28,1,5000)); m29=double(reshape(gambar29,1,5000)); m30=double(reshape(gambar30,1,5000));

alpha=get(handles.alpha,'String');

input=[m1 ; m2 ; m3 ; m4 ; m5 ; m6 ; m7 ; m8; m9; m10; m11; m12; m13; m14; m15; m16; m17; m18; m19; m20;

m21; m22; m23; m24; m25; m26; m27; m28; m29; m30]; w= [m1; m2 ; m3 ; m4; m5; m6; m7; m8; m9; m10];

alpha= str2double(alpha); epoch=0;

tic;

while alpha > 0 && alpha <1 && epoch <=1000 for i=1:30

for j=1:10 d(j)=0; for k=1:5000

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end end

for j=1:10

if d(j)== min(d) j_new = j; end

end

w(j_new,:)=w(j_new,:)+ alpha* (input(i,:)-w(j_new,:)); end

alpha= 0.2*alpha; epoch=epoch+1; end

t=toc;

set(handles.time,'String',t);

xlswrite('data.xls',w,'bobot_new','A1');

function pushbutton8_Callback(hObject, eventdata, handles) function alpha_Callback(hObject, eventdata, handles)

function alpha_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

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

function rad_Callback(hObject, eventdata, handles)

function time_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

3. Form Pengujian

function varargout = pengujian(varargin) gui_Singleton = 1;

'gui_OpeningFcn', @pengujian_OpeningFcn, ... 'gui_OutputFcn', @pengujian_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

function pengujian_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

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function varargout = pengujian_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output;

function beranda_Callback(hObject, eventdata, handles) beranda;

close(gcbf);

function help_Callback(hObject, eventdata, handles) help;

switch ask case 'Ya' close('all'); case 'Tidak' return end

function pilih_gambar_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.axes1); imshow(handles.citra);

set(handles.testing,'Enable','On'); else

return; end;

function testing_Callback(hObject, eventdata, handles) w=xlsread('data.xls','bobot_new');

citra_uji=getimage(handles.axes1); gambar=imresize(citra_uji,[100,50]); citra_uji_gray=rgb2gray(gambar); Sharp=fspecial('unsharp');

citra_uji2=imfilter(citra_uji_gray,Sharp); gb1=edge(citra_uji2,'canny');

uji1=double(reshape(gb1,1,5000)); for i=1:1

for k=1:10 d(k)=0; for j=1:5000

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end end end

for k=1:10 if d(k)==min(d) cluster=k; end

end

if cluster==1;

set(handles.hasil,'String','Milik bayi 1'); elseif cluster==2;

set(handles.hasil,'String','Milik bayi 10'); end

function edit1_Callback(hObject, eventdata, handles) function edit1_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

4. Form Help

function varargout = help(varargin) gui_Singleton = 1;

gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @help_OpeningFcn, ... 'gui_OutputFcn', @help_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

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function help_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

function varargout = help_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output;

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Bobot Baru Setelah Pelatihan dalam Ms. Excel

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Curriculum Vitae

Full Name

: Ita Sharonni Alemmina Sinaga

Place and Date of Birth

: Medan, 2

nd

June, 1993

Religion

: Christian

Marital Status

: Single

Current address

: Perum Graha Blok D No 158 Tj Anom Pancurbatu

Home Address

: Perum Graha Blok D No 158 Tj Anom Pancurbatu

Phone Number

: +6285261649505

Email

: ita.sinaga2@gmail.com

Identity Card Number

: 1207054206930006

Formal Education

Year

Institution

Learning

Time

GPA/Final

Exam Score

2011-2015

(Now)

Bachelor’s Degree in Computer Science,

From the Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Under Graduate Thesis:

4 Years

3.60 (From

4.00-Scale)

2008-2011

Negeri 1 Senior High School Pem.Raya

3 Years

54.55 (From

60.00-Scale)

2005-2008

Santo Yoseph Junior High School Medan

3 Years

34.30 (From

40.00-Scale)

1999-2005

Tunas Harapan Elementary School Medan

6 Years

55.97 (From

60.00-Scale)

Workshop and Seminar

Year

Organizer

Workshop and Seminar

2014

Department of Computer Science,

Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Workshop and Seminar: Nasional

Literasi Informasi (SENARAI)

2014

Department of Computer Science,

Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Workshop and Seminar: IMILKOM

Contest and Seminar Open BTS

(ICONS)

2013

National Congress ILP2MI4 Comitee

Workshop and Seminar:

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2013

Ikatan Mahasiswa Teknik Elektro

Universitas Sumatera Utara

Seminar : Menuju Teknologi 5G:

Tantangan dan Peluang Bagi

Perguruan Tinggi

2012

Department of Computer Science,

Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Workshop and Seminar: Application

IMILKOM Contest

2012

Department of Computer Science,

Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Workshop and Seminar: How to

Build Reality for Mobile

Application

2011

Department of Computer Science,

Faculty of Computer Science And

Information Technology

Universitas Sumatera Utara, Indonesia

Workshop and Seminar: “

Animation

for Fun by DreamArch

” Artechno

Festival

Comitee Experience

Year

Organization

Position

2014

Celebration of Oikumene’s

Christmas and Easter Universitas

Sumatera Utara

Leader of

documentas

ional and

publication

2013

IMILKOM Contest

Staff

2014

Seminar Nasional Literasi Informasi Fasilkom TI

Staff

2013

Retreat KMKI Universitas Sumatera Utara

Song

Leader

2012

Christian student community of computer science

’s Christmas

Vice leader

2011

Christian student community of computer science

’s Christmas

Song

Leader

2011

Dies Natalis Computer Science

Co.

Secretary

2010

SmoePle Choir

Coordina

tor

Organizational Experience

Year

Organization

Position

2015

Ikatan Mahasiswa Ilmu Komputer

Staff

2014-2015

Ikatan Mahasiswa Ilmu Komputer

Staff of

society

relationship

2013-2014

Ikatan Mahasiswa Ilmu Komputer

Staff of

educational

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