LAMPIRAN. Private Sub FrmSkinDetect_Load(ByVal sender As Object, ByVal e As System.EventArgs) Handles Me.Load IndikatorHandle(False) End Sub

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1 92 LAMPIRAN List Program FDeteksiWajah.vb Imports System.ComponentModel Public Class FDeteksiWajah Private CGen As ClGeneral Dim CWajah As ClDeteksi Dim CShape As New ClShapeA Dim tprogress As Integer Private Sub IndikatorHandle(ByVal Kondisi As Boolean, Optional ByVal Pesan As String = "") If Kondisi Then Label1.Text = Pesan Label2.Text = "" Timer1.Enabled = True ProgressBar1.Visible = True Else Label1.Text = Pesan Label2.Text = "" Timer1.Enabled = False ProgressBar1.Visible = False Private Sub FrmSkinDetect_Load(ByVal sender As Object, ByVal e As System.EventArgs) Handles Me.Load IndikatorHandle(False) Private Sub BWReadPixel_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWReadPixel.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CImage As New ClImage CImage.ReadPixel(CType(e.Argument, ClGeneral), worker, e) Private Sub BWReadPixel_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWReadPixel.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWReadPixel_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWReadPixel.RunWorkerCompleted Label1.Text = "Database Read.." BWDatabaseRead.RunWorkerAsync(CGen)

2 93 Private Sub BWDatabaseRead_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWDatabaseRead.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CDb As New ClDatabase CDb.Connstring = "Provider=Microsoft.Jet.Oledb.4.0;Data Source=" & Application.StartupPath & "\db.mdb" CDb.TblName = "tbl_color" CDb.ReadDBColor(CType(e.Argument, ClGeneral), worker, e) Private Sub BWDatabaseRead_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWDatabaseRead.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWDatabaseRead_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWDatabaseRead.RunWorkerCompleted Label1.Text = "Skin Detection" BWDetectSkin.RunWorkerAsync(CGen) Private Sub BWDetectSkin_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWDetectSkin.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CColorDetect As New ClColorDetect CColorDetect.DetectColor(CType(e.Argument, ClGeneral), worker, e) Private Sub BWDetectSkin_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWDetectSkin.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWDetectSkin_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWDetectSkin.RunWorkerCompleted IndikatorHandle(True, "Binerisasi") BWBinerisasi.RunWorkerAsync(CGen) Private Sub Timer1_Tick(ByVal sender As Object, ByVal e As System.EventArgs) Handles Timer1.Tick Label2.Text = ProgressBar1.Value & " %" Private Sub BWBinerisasi_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWBinerisasi.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker)

3 94 Dim CImage As New ClImage CImage.Binerisasi(CType(e.Argument, ClGeneral), worker, e) Private Sub BWBinerisasi_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWBinerisasi.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWBinerisasi_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWBinerisasi.RunWorkerCompleted IndikatorHandle(True, "Erosi..") BWErosi.RunWorkerAsync(CGen) Private Sub BWDilasi_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWDilasi.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CShapeA As New ClShapeA CShapeA.Dilasi(CType(e.Argument, ClGeneral), worker, e) Private Sub BWDilasi_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWDilasi.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWDilasi_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWDilasi.RunWorkerCompleted IndikatorHandle(True, "Face Area..") CShape = New ClShapeA BWKodeRantai.RunWorkerAsync(CGen) Private Sub BWErosi_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWErosi.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CShapeA As New ClShapeA CShapeA.Erosi(CType(e.Argument, ClGeneral), worker, e) Private Sub BWErosi_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWErosi.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWErosi_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWErosi.RunWorkerCompleted

4 95 IndikatorHandle(True, "Dilasi..") BWDilasi.RunWorkerAsync(CGen) Private Sub BWKodeRantai_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWKodeRantai.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CShapeA As ClShapeA = CShape CShapeA.CariKandidat(CType(e.Argument, ClGeneral), worker, e) Private Sub BWKodeRantai_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWKodeRantai.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWKodeRantai_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWKodeRantai.RunWorkerCompleted PictureBox7.Image = CGen.ResImage2.Clone PictureBox7.Refresh() CWajah = New ClDeteksi CWajah.JC = Val(TextBox1.Text) BWWajah.RunWorkerAsync(CWajah) Private Sub BWWajah_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BWWajah.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CWajah2 As ClDeteksi = CType(e.Argument, ClDeteksi) CWajah2.Persentase = Val(TextBox1.Text) CWajah2.Identifikasi(CShape, PictureBox1.Image, worker, e, tprogress) Private Sub BWWajah_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BWWajah.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BWWajah_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BWWajah.RunWorkerCompleted IndikatorHandle(False) Dim i As Integer ListView1.Items.Clear() Dim LV As ListViewItem For i = 0 To CWajah.LWajah.Count - 1 LV = ListView1.Items.Add(CWajah.LWajah(i).Nama) LV.SubItems.Add(CWajah.LWajah(i).Peluang)

5 96 Private Sub ToolStripButton1_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton1.Click OpenFileDialog1.FileName = "" OpenFileDialog1.ShowDialog() If OpenFileDialog1.FileName <> "" Then PictureBox1.ImageLocation = OpenFileDialog1.FileName PictureBox1.Load() Private Sub ToolStripButton2_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton2.Click CGen = New ClGeneral CGen.PubImage = PictureBox1.Image.Clone IndikatorHandle(True, "Scan Pixel") BWReadPixel.RunWorkerAsync(CGen) Private Sub ToolStripButton3_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton3.Click Me.Close() End Class FFiturWajah.vb Imports System.ComponentModel Public Class FFiturWajah Dim CGen As ClGeneral Dim CKMeans As ClKMeans Dim JC As Integer Private Sub ToolStripButton1_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton1.Click OpenFileDialog1.FileName = String.Empty OpenFileDialog1.ShowDialog() If OpenFileDialog1.FileName <> String.Empty Then Dim FIS As New IO.FileStream(OpenFileDialog1.FileName, IO.FileMode.Open) CGen = New ClGeneral CGen.PubImage = Image.FromStream(FIS) FIS.Close() PictureBox1.Image = CGen.PubImage Private Sub ToolStripButton2_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton2.Click JC = Val(TextBox1.Text) CGen = New ClGeneral CGen.PubImage = PictureBox1.Image.Clone BackgroundWorker1.RunWorkerAsync(CGen)

6 97 Private Sub Timer1_Tick(ByVal sender As Object, ByVal e As System.EventArgs) Handles Timer1.Tick Private Sub BackgroundWorker1_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BackgroundWorker1.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) Dim CImage As New ClImage CImage.ReadPixel(CType(e.Argument, ClGeneral), worker, e) Private Sub BackgroundWorker1_ProgressChanged(ByVal sender As Object, ByVal e As System.ComponentModel.ProgressChangedEventArgs) Handles BackgroundWorker1.ProgressChanged ProgressBar1.Value = e.progresspercentage Private Sub BackgroundWorker1_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BackgroundWorker1.RunWorkerCompleted BackgroundWorker2.RunWorkerAsync(CGen) Private Sub BackgroundWorker2_DoWork(ByVal sender As Object, ByVal e As System.ComponentModel.DoWorkEventArgs) Handles BackgroundWorker2.DoWork Dim worker As BackgroundWorker = _ CType(sender, BackgroundWorker) CKMeans = New ClKMeans CKMeans.ScanCluster(CType(e.Argument, ClGeneral), JC) Private Sub BackgroundWorker2_RunWorkerCompleted(ByVal sender As Object, ByVal e As System.ComponentModel.RunWorkerCompletedEventArgs) Handles BackgroundWorker2.RunWorkerCompleted ListView1.Items.Clear() Dim LV As ListViewItem Dim i As Integer For i = 0 To CKMeans.LCluster.Count - 1 LV = ListView1.Items.Add(i + 1) LV.SubItems.Add(CKMeans.LCluster(i).CR) LV.SubItems.Add(CKMeans.LCluster(i).CG) LV.SubItems.Add(CKMeans.LCluster(i).CB) LV.SubItems.Add(CKMeans.LCluster(i).Populasi) 'RichTextBox1.Text = CKMeans.Lapor Private Sub ToolStripButton3_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton3.Click If CKMeans.LCluster.Count < 1 Then Exit Sub

7 98 Dim Konek As New OleDb.OleDbConnection Konek.ConnectionString = "Provider=Microsoft.Jet.Oledb.4.0;Data Source=" & Application.StartupPath & "\db.mdb" Konek.Open() Dim CMD As OleDb.OleDbCommand = Konek.CreateCommand Dim DR1 As OleDb.OleDbDataReader "'" "'" CMD.CommandText = "delete from wajah where nama='" & TextBox2.Text & CMD.ExecuteNonQuery() CMD.CommandText = "delete from cluster where nama='" & TextBox2.Text & CMD.ExecuteNonQuery() CMD.CommandText = "insert into wajah(jcluster,nama) values(" & JC & ",'" & TextBox2.Text & "')" CMD.ExecuteNonQuery() Dim i As Integer For i = 0 To CKMeans.LCluster.Count - 1 With CKMeans.LCluster(i) CMD.CommandText = "insert into cluster(cr,cg,cb,pop,nama) values(" &.CR & "," &.CG & "," &.CB & "," &.Populasi & ",'" & TextBox2.Text & "')" CMD.ExecuteNonQuery() Konek.Close() MsgBox("Fitur Berhasil Di Simpan") Private Sub ToolStripButton4_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton4.Click Me.Close() Private Sub ToolStrip1_ItemClicked(ByVal sender As System.Object, ByVal e As System.Windows.Forms.ToolStripItemClickedEventArgs) Handles ToolStrip1.ItemClicked End Class FCover.vb Public Class FCover Private Sub ToolStripButton1_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton1.Click Dim F As New FFiturWajah F.ShowDialog() Private Sub ToolStripButton2_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton2.Click Dim F As New FDeteksiWajah

8 99 F.ShowDialog() Private Sub ToolStripButton4_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ToolStripButton4.Click End End Class ClDeteksi.vb Imports System.ComponentModel Public Class ClDeteksi Public Class Wajah Public Nama As String Public Peluang As Double End Class Public LWajah As List(Of Wajah) Public Persentase As Double Public JC As Integer Public Sub Identifikasi(ByVal cshape As ClShapeA, ByVal Gambar As Bitmap, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs, ByRef tprogress As Integer) Dim i As Integer Dim j As Integer Dim k As Integer Dim l As Integer Dim m As Integer Dim GambarTes As Bitmap Dim XTengah As Integer Dim YTengah As Integer Dim XAwal As Integer Dim YAwal As Integer Dim XAkhir As Integer Dim YAkhir As Integer Dim Jarak As Double Dim Tamp1 As Double Dim Warna1 As Color Dim Warna2 As Color Dim tobjek As Wajah Dim R1 As Integer Dim G1 As Integer Dim B1 As Integer Dim R2 As Integer Dim G2 As Integer Dim B2 As Integer Dim CKMeans As ClKMeans Dim CKMeans2 As ClKMeans Dim CGen1 As ClGeneral Dim ClusterK As ClKMeans.Cluster

9 100 Dim PPiksel As ClGeneral.PubPixel Dim Konek2 As OleDb.OleDbConnection = New OleDb.OleDbConnection Dim CMD2 As OleDb.OleDbCommand Dim DR2 As OleDb.OleDbDataReader Dim Konek As OleDb.OleDbConnection = New OleDb.OleDbConnection Dim CMD1 As OleDb.OleDbCommand Dim DR1 As OleDb.OleDbDataReader Dim FIO As IO.FileStream Konek.ConnectionString = "Provider=Microsoft.Jet.Oledb.4.0;Data Source=" & Application.StartupPath & "\db.mdb" Konek.Open() Konek2.ConnectionString = Konek.ConnectionString Konek2.Open() CMD2 = Konek2.CreateCommand If Konek.State = ConnectionState.Closed Then Exit Sub CMD1 = Konek.CreateCommand CMD1.CommandText = "select * from wajah where jcluster=" & JC DR1 = CMD1.ExecuteReader LWajah = New List(Of Wajah) If DR1.HasRows Then Do While DR1.Read For i = 0 To cshape.lwajah.count - 1 XAwal = cshape.lwajah(i).x1 XAkhir = cshape.lwajah(i).x2 YAwal = cshape.lwajah(i).y1 YAkhir = cshape.lwajah(i).y2 CGen1 = New ClGeneral CGen1.LPubPixel = New List(Of ClGeneral.PubPixel) For j = XAwal To XAkhir For k = YAwal To YAkhir Warna1 = Gambar.GetPixel(j, k) PPiksel = New ClGeneral.PubPixel PPiksel.R = Warna1.R PPiksel.G = Warna1.G PPiksel.B = Warna1.B CGen1.LPubPixel.Add(PPiksel) k = 0 l = 0 DR1("nama") & "'" CMD2.CommandText = "select * from cluster where nama='" & DR2 = CMD2.ExecuteReader If DR2.HasRows Then CKMeans = New ClKMeans CKMeans.LCluster = New List(Of ClKMeans.Cluster) Do While DR2.Read ClusterK = New ClKMeans.Cluster ClusterK.CR = DR2("cr")

10 101 ClusterK.CG = DR2("cg") ClusterK.CB = DR2("cb") ClusterK.Populasi = DR2("pop") CKMeans.LCluster.Add(ClusterK) Loop DR2.Close() CKMeans2 = New ClKMeans CKMeans2.ScanCluster2(CGen1, CKMeans.LCluster, JC) l = 0 k = CKMeans.LCluster.Count For j = 0 To CKMeans.LCluster.Count - 1 If CKMeans.LCluster(j).Populasi <= CKMeans2.LCluster(j).Populasi Then l += 1 Else l += (CKMeans2.LCluster(j).Populasi / CKMeans.LCluster(j).Populasi) If k > 0 Then k = (l / k) * 100 If k >= 70 Then tobjek = New Wajah tobjek.nama = DR1("nama") tobjek.peluang = k LWajah.Add(tObjek) tprogress = (i / cshape.lwajah.count) * 100 Loop DR1.Close() Konek.Close() End Class CLImage.vb Imports System Imports System.Collections Imports System.ComponentModel Imports System.Threading Imports DeteksiWajah.ClGeneral Public Class ClImage Private Structure ColorFind Dim R As Long Dim G As Long Dim B As Long End Structure

11 102 Dim tcolorf As New ColorFind Public Sub ReadPixel(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) 100) Dim tbitmap As Bitmap = CGen.PubImage.Clone Dim tcolor As Color Dim i As Long = 0 Dim j As Long = 0 Dim k As Long = 0 Dim tpixel As PubPixel = Nothing CGen.LPubPixel = New List(Of PubPixel) For i = 0 To tbitmap.width - 1 For j = 0 To tbitmap.height - 1 If worker.cancellationpending = True Then e.cancel = True Exit Sub tcolor = tbitmap.getpixel(i, j) tpixel = New PubPixel tpixel.x = i + 1 tpixel.y = j + 1 tpixel.r = tcolor.r tpixel.g = tcolor.g tpixel.b = tcolor.b CGen.LPubPixel.Add(tPixel) k += 1 worker.reportprogress((k / (tbitmap.width * tbitmap.height)) * Public Sub RecColor(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim j As Long = 0 Dim k As Long = 0 Dim TempColor As List(Of HistColor) = Nothing Dim TempColor2 As HistColor = Nothing Dim temp As Long = 0 TempColor = CGen.LHistColor For i = 0 To CGen.LPubPixel.Count - 1 If worker.cancellationpending = True Then e.cancel = True Exit Sub 'temp = CGen.LPubPixel.Item(i).R

12 103 'temp += CGen.LPubPixel.Item(i).G 'temp += CGen.LPubPixel.Item(i).B temp = 1 tcolorf.r = CGen.LPubPixel.Item(i).R / temp tcolorf.g = CGen.LPubPixel.Item(i).G / temp tcolorf.b = CGen.LPubPixel.Item(i).B / temp k = -1 k = TempColor.FindIndex(AddressOf FindColor) If k >= 0 Then TempColor.Item(k).Bin += 1 Else TempColor2 = New HistColor TempColor2.R = tcolorf.r TempColor2.G = tcolorf.g TempColor2.B = tcolorf.b TempColor2.Bin = 1 TempColor.Add(TempColor2) worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.LHistColor = TempColor Private Function FindColor(ByVal tcolor As HistColor) As Boolean Dim Jarak As Double Jarak = Math.Pow(tColorF.R - tcolor.r, 2) Jarak += Math.Pow(tColorF.G - tcolor.g, 2) Jarak += Math.Pow(tColorF.B - tcolor.b, 2) Jarak = Math.Sqrt(Jarak) If Jarak <= 10 Then Return True Else Return False End Function Public Sub Binerisasi(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim temppixel As ClGeneral.PubPixel = Nothing Dim i As Long = 0 Dim tempimage As Bitmap = New Bitmap(CGen.PubImage) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) If.R > 0 And.G > 0 And.B > 0 Then.R = 255.G = 255.B = 255 tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R,.G,.B))

13 104 worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.ResImage1 = New Bitmap(tempImage) tempimage.dispose() End Class CLDetectColor.vb Imports System Imports System.Collections Imports System.ComponentModel Imports System.Threading Imports System.Drawing Imports DeteksiWajah.ClGeneral Public Class ClColorDetect Private Class ColorF Public R As Long Public G As Long Public B As Long End Class Private tcolorf As ColorF Public Sub DetectColor(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim k As Long = 0 Dim tempimage As Bitmap tempimage = New Bitmap(CGen.PubImage) Dim tcolor As Color = Nothing Dim Peluang As Double = 0 For i = 0 To CGen.LPubPixel.Count - 1 If worker.cancellationpending = True Then e.cancel = True Exit Sub tcolorf = New ColorF tcolorf.r = CGen.LPubPixel.Item(i).R tcolorf.g = CGen.LPubPixel.Item(i).G tcolorf.b = CGen.LPubPixel.Item(i).B k = -1 k = CGen.LHistColor.FindIndex(AddressOf FindColor) If k < 0 Then With CGen.LPubPixel.Item(i) tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(0, 0, 0)).R = 0

14 105 0)).G = 0.B = 0 Else Peluang = CGen.LHistColor(k).Bin / CGen.MaxHistBin If Peluang < 0.01 Then With CGen.LPubPixel.Item(i) tcolor = Color.FromArgb(0, 0, 0) tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(0, 0,.R = 0.G = 0.B = 0 worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.ResImage1 = tempimage.clone tempimage.dispose() Private Function FindColor(ByVal tcolor As HistColor) As Boolean Dim Jarak As Double Jarak = Math.Pow(tColorF.R - tcolor.r, 2) Jarak += Math.Pow(tColorF.G - tcolor.g, 2) Jarak += Math.Pow(tColorF.B - tcolor.b, 2) Jarak = Math.Sqrt(Jarak) If Jarak <= 10 Then Return True Else Return False End Function End Class ClDatabase.vb Imports System Imports System.Collections Imports System.ComponentModel Imports System.Threading Imports DeteksiWajah.ClGeneral Public Class ClDatabase Public TblName As String Public Connstring As String Public Sub ReadDBColor(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim TempHist As HistColor = Nothing

15 106 Dim DbConnection As New OleDb.OleDbConnection DbConnection.ConnectionString = Connstring DbConnection.Open() Dim DbCommand As OleDb.OleDbCommand = DbConnection.CreateCommand DbCommand.CommandText = "select * from " & TblName Dim DbReader As OleDb.OleDbDataReader = DbCommand.ExecuteReader CGen.LHistColor = New List(Of HistColor) Dim TempSum As Long = 0 If DbReader.HasRows Then Do While DbReader.Read If worker.cancellationpending = True Then e.cancel = True DbReader.Close() DbConnection.Close() Exit Sub TempHist = New HistColor TempHist.R = DbReader(1) TempHist.G = DbReader(2) TempHist.B = DbReader(3) TempHist.Bin = DbReader(4) If TempSum < TempHist.Bin Then TempSum = TempHist.Bin CGen.LHistColor.Add(TempHist) Loop CGen.MaxHistBin = TempSum DbReader.Close() DbConnection.Close() Public Sub SaveDbColor(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim CString As String = "" Dim DbConnection As New OleDb.OleDbConnection DbConnection.ConnectionString = Connstring DbConnection.Open() Dim DbCommand As OleDb.OleDbCommand = DbConnection.CreateCommand DbCommand.CommandText = "delete from tbl_color" DbCommand.ExecuteNonQuery() For i = 0 To CGen.LHistColor.Count - 1 With CGen.LHistColor If worker.cancellationpending = True Then e.cancel = True DbConnection.Close() Exit Sub

16 107 CString = "insert into tbl_color(r,g,b,bin) values(" &.Item(i).R & ", " &.Item(i).G & _ ", " &.Item(i).B & ", " &.Item(i).Bin & ")" DbCommand.CommandText = CString DbCommand.ExecuteNonQuery() worker.reportprogress((i / (.Count - 1)) * 100) DbConnection.Close() End Class ClShape.vb Imports System Imports System.Collections Imports System.ComponentModel Public Class ClShapeA Private Class kcari Public X As Long Public Y As Long End Class Private Class TempPixel Public X As Long Public Y As Long Public R As Long Public G As Long Public B As Long Public Label As Long End Class Private Class TitikObjek Public X As Long Public Y As Long Public Nilai As Long End Class Private Class Objek Public Titik As List(Of TitikObjek) Public Nama As String Public Kode As String Public P As Double Public Area As Double End Class Public Class Wajah Public X1 As Long Public X2 As Long Public Y1 As Long Public Y2 As Long End Class Private LCObjek As List(Of Objek) Public LWajah As List(Of Wajah) Private tbitmap As Bitmap

17 108 Private LTempPixel As List(Of TempPixel) Private tempcari As kcari = Nothing Private tempnilaicari As Long Public Sub CariKandidat(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim j As Long = 0 Dim k As Long = 0 Dim l As Long = 0 Dim temp As Long = 0 Dim OCount As Long = 0 Dim z As Long = 0 Dim TempTObjek As TitikObjek = Nothing Dim TempObjek As Objek = Nothing Dim TTempPixel As TempPixel = Nothing Dim TampX As Long = 0 Dim TampY As Long = 0 Dim ArrUrutanObjek(,) As Long tbitmap = New Bitmap(CGen.PubImage) Dim ArrObjek(tBitmap.Width - 1, tbitmap.height - 1, 1) As Long CGen.JumlahKandidat = 0 LTempPixel = New List(Of TempPixel) For i = 0 To CGen.LPubPixel.Count - 1 ArrObjek(CGen.LPubPixel.Item(i).X - 1, CGen.LPubPixel.Item(i).Y - 1, 0) = CGen.LPubPixel.Item(i).R ArrObjek(CGen.LPubPixel.Item(i).X - 1, CGen.LPubPixel.Item(i).Y - 1, 1) = 0 worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) z = 1 OCount = 0 LCObjek = New List(Of Objek) For i = 1 To tbitmap.width - 2 For j = 1 To tbitmap.height - 2 If ArrObjek(i, j, 1) > 0 Then j += 1 If j <= tbitmap.height - 1 Then Do While ArrObjek(i, j, 0) > 0 j += 1 If j > tbitmap.height - 1 Then Exit Do Loop ElseIf ArrObjek(i, j, 1) = 0 And ArrObjek(i, j, 0) > 0 Then OCount += 1 TampX = i TampY = j TempTObjek = New TitikObjek TempTObjek.X = i TempTObjek.Y = j TempTObjek.Nilai = 255

18 109 TempObjek = New Objek TempObjek.Titik = New List(Of TitikObjek) TempObjek.Titik.Add(TempTObjek) TempObjek.Nama = OCount TempObjek.Kode = "" l = j k = i temp = 0 Do While temp >= 0 temp = CekTetangga(k, l, ArrObjek) If temp > -1 Then ArrObjek(k, l, 1) = OCount TempTObjek = New TitikObjek TempTObjek.X = k TempTObjek.Y = l TempTObjek.Nilai = 255 TempObjek.Titik.Add(TempTObjek) TempObjek.Kode &= temp Loop LCObjek.Add(TempObjek) j += 1 If j <= tbitmap.height - 1 Then Do While ArrObjek(i, j, 0) > 0 j += 1 If j > tbitmap.height - 1 Then Exit Do Loop Else If ArrObjek(i, j, 0) > 0 Then Do While ArrObjek(i, j, 0) > 0 j += 1 If j > tbitmap.height - 1 Then Exit Do Loop worker.reportprogress((z / (tbitmap.width * tbitmap.height)) * 100) z += 1 tbitmap = New Bitmap(CGen.PubImage) tempnilaicari = 10 Do While True k = -1 k = LCObjek.FindIndex(AddressOf CariJumlahTitik) If k >= 0 Then LCObjek.RemoveAt(k) Else Exit Do

19 110 Loop For k = 0 To LCObjek.Count - 1 With LCObjek.Item(k) For l = 0 To.Titik.Count - 1 With.Titik.Item(l) If k Mod 2 = 0 Then tbitmap.setpixel(.x,.y, Color.FromArgb(0, 255, 0)) ElseIf k Mod 3 = 0 Then tbitmap.setpixel(.x,.y, Color.FromArgb(255, 0, 0)) Else tbitmap.setpixel(.x,.y, Color.FromArgb(0, 0, 255)) worker.reportprogress((k / (LCObjek.Count - 1)) * 100) CGen.ResImage1 = New Bitmap(tBitmap) ReDim ArrUrutanObjek(LCObjek.Count - 1, 1) For i = 0 To LCObjek.Count - 1 ArrUrutanObjek(i, 0) = i ArrUrutanObjek(i, 1) = LCObjek.Item(i).Titik.Count Dim txmax As Long = 0 Dim tymax As Long = 0 Dim txmin As Long = 0 Dim tymin As Long = 0 Dim JarakHor As Double = 0 Dim JarakVer As Double = 0 Dim tempwajah As Wajah = Nothing Dim tvalid As Boolean = False Dim sindexy As Long = 0 Dim sindexx As Long = 0 Dim tpixel As Long = 0 LWajah = New List(Of Wajah) For i = 0 To LCObjek.Count - 1 With LCObjek.Item(i) TampX =.Titik.Item(0).X TampY =.Titik.Item(0).Y tymin = TampY txmin = TampX txmax = TampX tymax = TampY tvalid = False For j = 1 To.Titik.Count - 1 If tymin >.Titik.Item(j).Y Then tymin =.Titik.Item(j).Y sindexy = j For j = 1 To.Titik.Count - 1

20 111 If txmin >.Titik.Item(j).X Then txmin =.Titik.Item(j).X sindexx = j For j = 1 To.Titik.Count - 1 If txmax <.Titik.Item(j).X Then txmax =.Titik.Item(j).X sindexx = j For j = 1 To.Titik.Count - 1 If tymax <.Titik.Item(j).Y Then tymax =.Titik.Item(j).Y sindexy = j For j = sindexx To 1 Step -1 k =.Titik.Item(j).X l =.Titik.Item(j).Y If tymin > l Then tymin = l If tymax < l Then tymax = l JarakVer = Math.Pow(txMin - txmax, 2) JarakVer += Math.Pow(tyMin - tymin, 2) JarakVer = Math.Sqrt(JarakVer) JarakHor = Math.Pow(txMin - txmin, 2) JarakHor += Math.Pow(tyMin - tymax, 2) JarakHor = Math.Sqrt(JarakHor) If ((tymax - tymin) / (txmax - txmin)) < 3 And ((tymax - tymin) / (txmax - txmin)) > 0.5 Then tpixel = 0 For k = txmin To txmax For l = tymin To tymax If ArrObjek(k, l, 1) > 0 Then sindexx = ArrObjek(k, l, 1) l += 1 If l > tymax Then Exit For Do While ArrObjek(k, l, 1) <> sindexx If ArrObjek(k, l, 0) > 0 Then tpixel += 1 l += 1 If l > tymax Then Exit For

21 112 Loop 'If tpixel > 0 Then ' tvalid = True ' Exit For ' If (tpixel / ((tymax - tymin) * (txmax - txmin))) > 0.3 And (tpixel / ((tymax - tymin) * (txmax - txmin))) <= 0.95 Then 'And JarakHor >= JarakVer Then tvalid = True Exit For If tvalid Then tempwajah = New Wajah tempwajah.x1 = txmin tempwajah.y1 = tymin tempwajah.x2 = txmax tempwajah.y2 = tymax LWajah.Add(tempWajah) worker.reportprogress((i / (LCObjek.Count - 1)) * 100) CGen.JumlahKandidat = LWajah.Count CGen.JumlahWajah = 0 Dim LRata As Double = 0 For i = 0 To LWajah.Count - 1 With LWajah.Item(i) LRata += (.X2 -.X1) * (.Y2 -.Y1) LRata = LRata / LWajah.Count i = 0 Do While True If LWajah.Count < 1 Then Exit Do With LWajah.Item(i) If LRata > (((.X2 -.X1) * (.Y2 -.Y1)) * 1.5) Then LWajah.RemoveAt(i) i -= 1 If i < 0 Then If i = LWajah.Count - 1 Then Exit Do i += 1

22 113 Else If i = LWajah.Count - 1 Then Exit Do i += 1 Loop CGen.JumlahWajah = LWajah.Count tbitmap = New Bitmap(CGen.PubImage) For i = 0 To LWajah.Count - 1 'If i = 0 Then With LWajah.Item(i) For k =.X1 To.X2 tbitmap.setpixel(k,.y1, Color.FromArgb(255, 255, 0)) For k =.Y1 To.Y2 tbitmap.setpixel(.x1, k, Color.FromArgb(255, 255, 0)) For k =.X1 To.X2 tbitmap.setpixel(k,.y2, Color.FromArgb(255, 255, 0)) For k =.Y1 To.Y2 tbitmap.setpixel(.x2, k, Color.FromArgb(255, 255, 0)) ' worker.reportprogress(((i + 1) / (LWajah.Count)) * 100) CGen.ResImage2 = New Bitmap(tBitmap) Private Function CariJumlahTitik(ByVal ttitik As Objek) As Boolean If ttitik.titik.count <= tempnilaicari Then Return True Else Return False End Function Private Function CekTetangga(ByRef tx As Long, ByRef ty As Long, ByRef tarr(,,) As Long) As Long Dim tempx As Long = 0 Dim tempy As Long = 0 'check kode 2... tempx = tx tempy = ty tempy -= 1 If tempy >= 0 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempx -= 1

23 114 If tempx >= 0 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx + 1 ty = tempy Return 2 If tempx < 0 Then tempx += 1 tx = tempx + 1 ty = tempy Return 2 'check kode 1... tempx = tx tempy = ty tempx += 1 tempy -= 1 If tempx <= tbitmap.width - 1 And tempy >= 0 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempx -= 1 'If tempx >= 0 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx + 1 ty = tempy Return 1 ' 'check kode 0... tempx = tx tempy = ty tempx += 1 If tempx <= tbitmap.width - 1 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempy -= 1 If tempy >= 0 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx ty = tempy + 1 Return 0 If tempy < 0 Then tempy += 1 tx = tempx ty = tempy + 1 Return 0

24 115 'check kode 7... tempx = tx tempy = ty tempx += 1 tempy += 1 If tempx <= tbitmap.width - 1 And tempy <= tbitmap.height - 1 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempy -= 1 'If tempy >= 0 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx ty = tempy + 1 Return 7 ' 'check kode 6... tempx = tx tempy = ty tempy += 1 If tempy <= tbitmap.height - 1 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempx += 1 If tempx <= tbitmap.width - 1 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx - 1 ty = tempy Return 6 If tempx > tbitmap.width - 1 Then tempx -= 1 tx = tempx - 1 ty = tempy Return 6 'check kode 5... tempx = tx tempy = ty tempy += 1 tempx -= 1 If tempy <= tbitmap.height - 1 And tempx >= 0 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempx += 1 'If tempx <= tbitmap.width - 1 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx - 1 ty = tempy Return 5 '

25 116 'check kode 4... tempx = tx tempy = ty 'tempy += 1 tempx -= 1 If tempx >= 0 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempy += 1 If tempy <= tbitmap.height - 1 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx ty = tempy - 1 Return 4 If tempy > tbitmap.height - 1 Then tempy -= 1 tx = tempx ty = tempy - 1 Return 4 'check kode 3... tempx = tx tempy = ty tempy -= 1 tempx -= 1 If tempx >= 0 And tempy >= 0 Then If tarr(tempx, tempy, 0) > 0 And tarr(tempx, tempy, 1) = 0 Then tempy += 1 'If tempy <= tbitmap.height - 1 Then If tarr(tempx, tempy, 0) = 0 Then tx = tempx ty = tempy - 1 Return 3 ' Return -1 End Function Public Sub Dilasi(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim k As Long = 0 Dim tempnilai As Long = 0 Dim tempmax As Long = 0 Dim temppixel As ClGeneral.PubPixel = Nothing Dim tempimage As New Bitmap(CGen.PubImage) Dim temparr(tempimage.width - 1, tempimage.height - 1) As Long

26 117 Dim DilasiC As Long = 0 For DilasiC = 1 To 2 For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) temparr(.x - 1,.Y - 1) =.R worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) If.X > 1 And.Y > 1 And.X < tempimage.width And.Y < tempimage.height And.R < 255 Then tempmax = 0 If temparr((.x - 1) - 1, (.Y - 1) - 1) > 0 Then If temparr((.x - 1), (.Y - 1) - 1) > 0 Then If temparr((.x - 1) + 1, (.Y - 1) - 1) > 0 Then ' If temparr((.x - 1) - 1, (.Y - 1)) > 0 Then 'If temparr((.x - 1), (.Y - 1)) > 0 Then ' ' If temparr((.x - 1) + 1, (.Y - 1)) > 0 Then ' If temparr((.x - 1) - 1, (.Y - 1) + 1) > 0 Then If temparr((.x - 1), (.Y - 1) + 1) > 0 Then If temparr((.x - 1) + 1, (.Y - 1) + 1) > 0 Then.R = tempmax.g = tempmax.b = tempmax

27 118.G,.B)).G,.B)) tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, Else tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.ResImage1 = New Bitmap(tempImage) tempimage.dispose() Public Sub Dilasi2(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, _ ByVal e As DoWorkEventArgs) Dim i As Long = 0 Dim k As Long = 0 Dim tempnilai As Long = 0 Dim tempmax As Long = 0 Dim temppixel As ClGeneral.PubPixel = Nothing Dim tempimage As New Bitmap(CGen.PubImage) Dim temparr(tempimage.width - 1, tempimage.height - 1) As Long Dim DilasiC As Long = 0 For DilasiC = 1 To 1 For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) temparr(.x - 1,.Y - 1) =.R worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) If.X > 1 And.Y > 1 And.X < tempimage.width And.Y < tempimage.height And.R < 255 Then tempmax = 0 If temparr((.x - 1) - 1, (.Y - 1) - 1) > 0 Then If temparr((.x - 1), (.Y - 1) - 1) > 0 Then If temparr((.x - 1) + 1, (.Y - 1) - 1) > 0 Then ' If temparr((.x - 1) - 1, (.Y - 1)) > 0 Then

28 119.G,.B)).G,.B)) 'If temparr((.x - 1), (.Y - 1)) > 0 Then ' ' If temparr((.x - 1) + 1, (.Y - 1)) > 0 Then ' If temparr((.x - 1) - 1, (.Y - 1) + 1) > 0 Then If temparr((.x - 1), (.Y - 1) + 1) > 0 Then If temparr((.x - 1) + 1, (.Y - 1) + 1) > 0 Then.R = tempmax.g = tempmax.b = tempmax tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, Else tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.ResImage1 = New Bitmap(tempImage) tempimage.dispose() _ Public Sub Erosi(ByRef CGen As ClGeneral, ByVal worker As BackgroundWorker, ByVal e As DoWorkEventArgs) Dilasi2(CGen, worker, e) Dim i As Long = 0 Dim k As Long = 0 Dim tempnilai As Long = 0 Dim tempmax As Long = 0 Dim temppixel As ClGeneral.PubPixel = Nothing Dim tempimage As New Bitmap(CGen.PubImage) Dim temparr(tempimage.width - 1, tempimage.height - 1) As Long Dim ErosiC As Long = 0 For ErosiC = 1 To 4 For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) temparr(.x - 1,.Y - 1) =.R

29 120 worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) If.X > 1 And.Y > 1 And.X < tempimage.width And.Y < tempimage.height And.R > 0 Then If temparr((.x - 1) - 1, (.Y - 1) - 1) < 255 Then tempmax = 0 If temparr((.x - 1), (.Y - 1) - 1) < 255 Then tempmax = 0 If temparr((.x - 1) + 1, (.Y - 1) - 1) < 255 Then tempmax = 0 ' If temparr((.x - 1) - 1, (.Y - 1)) < 255 Then tempmax = 0 'If temparr((.x - 1), (.Y - 1)) > 0 Then ' ' If temparr((.x - 1) + 1, (.Y - 1)) < 255 Then tempmax = 0 ' If temparr((.x - 1) - 1, (.Y - 1) + 1) < 255 Then tempmax = 0 If temparr((.x - 1), (.Y - 1) + 1) < 255 Then tempmax = 0 If temparr((.x - 1) + 1, (.Y - 1) + 1) < 255 Then tempmax = 0.R = tempmax.g = tempmax.b = tempmax.g,.b)).g,.b)) tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, Else tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R,

30 121 worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) temparr(.x - 1,.Y - 1) =.R worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) For i = 0 To CGen.LPubPixel.Count - 1 With CGen.LPubPixel.Item(i) If.X > 1 And.Y > 1 And.X < tempimage.width And.Y < tempimage.height And.R > 0 Then tempmax = 0 If temparr((.x - 1) - 1, (.Y - 1) - 1) > 0 Then tempmax += 1 If temparr((.x - 1), (.Y - 1) - 1) > 0 Then tempmax += 1 If temparr((.x - 1) + 1, (.Y - 1) - 1) > 0 Then tempmax += 1 ' If temparr((.x - 1) - 1, (.Y - 1)) > 0 Then tempmax += 1 'If temparr((.x - 1), (.Y - 1)) > 0 Then ' ' If temparr((.x - 1) + 1, (.Y - 1)) > 0 Then tempmax += 1 ' If temparr((.x - 1) - 1, (.Y - 1) + 1) > 0 Then tempmax += 1 If temparr((.x - 1), (.Y - 1) + 1) > 0 Then tempmax += 1 If temparr((.x - 1) + 1, (.Y - 1) + 1) > 0 Then tempmax += 1 If tempmax >= 2 Then Else tempmax = 0

31 122.G,.B)).G,.B)) End Class.R = tempmax.g = tempmax.b = tempmax tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, Else tempimage.setpixel(.x - 1,.Y - 1, Color.FromArgb(.R, worker.reportprogress((i / (CGen.LPubPixel.Count - 1)) * 100) CGen.ResImage1 = New Bitmap(tempImage) tempimage.dispose()

32 123 CURRICULUM VITAE Data Pribadi Nama : Septy Diana Sari Saragih Tempat/Tanggal Lahir : Binjai / 28 September 1991 Tinggi/Berat Badan : 163 cm / 42 kg Agama : Islam Kewarganegaraan : Indonesia Alamat : Jl. Klambir V Gg. Kalpataru No. 7 Medan Alamat Orang Tua : Jl. Klambir V Gg. Kalpataru No. 7 Medan Telp/ Hp : chiqels@gmail.com Riwayat Pendidikan [ ] : S1 Ilmu Komputer, Medan [ ] : SMA Negeri 15 Medan [ ] : SMP Negeri 7 Medan [ ] : SD Negeri Binjai Keahlian/Kursus Keahlian Komputer Bahasa : Pemrograman : C++, Visual Basic English Database : MySQL Indonesia Perkantoran : Microsoft Office Pengalaman Organisasi [ ] Sekretaris PSDM PEMA FASILKOM-TI USU

33 124 [ ] Anggota IMILKOM 2011/2012 [ ] Anggota IMILKOM Pengalaman Kepanitiaan [2010] Anggota Seksi Perlengkapan Seminar I-Pear ILKOM [2012] Koordinator Kesehatan PMB IMILKOM USU Seminar [2014] Seminar Nasional Literasi Informasi SENARAI