Implementasi Sistem Pendukung Keputusan dalam Menentukan Predikat Kelulusan Santri dan Dyah dengan Algoritma Electre dan Simple Additive Weighting (SAW)

  

LAMPIRAN A

1. Listing Program Algoritma Electre

  Public Class frm_electre Public jb As Integer Public Function akr( ByVal itemList As ArrayList )

  Dim ak As Double For i = 0 To (itemList.Count - 1) ak += (itemList(i)) ^ 2

  Next akr = Math .Sqrt(ak)

  End Function Private Sub bobot()

  With dg_bobot .ColumnCount = 2 .Columns(0).Name = "Kriteria" .Columns(1).Name = "Bobot"

  End With With dg_bobot

  Dim row1 As String () = New String () { "B. Arab" } Dim row2 As String () = New String () { "B. Inggris" } Dim row3 As String () = New String () { "Al Quran" } Dim row4 As String () = New String () { "Hadist" } Dim row5 As String () = New String () { "Tarbiyah" } Dim row6 As String () = New String () { "Fiqih" } Dim row7 As String () = New String () { "Akhlak" } Dim row8 As String () = New String () { "Faroid" } Dim row9 As String () = New String () { "Tauhid" } Dim row10 As String () = New String () { "T. Islam" } Dim row11 As String () = New String () { "Ibadah Amaliyah" } Dim row12 As String () = New String () { "Alkhot" } .Rows.Add(row1) .Rows.Add(row2) .Rows.Add(row3) .Rows.Add(row4) .Rows.Add(row5) .Rows.Add(row6) .Rows.Add(row7) .Rows.Add(row8) .Rows.Add(row9) .Rows.Add(row10) .Rows.Add(row11) .Rows.Add(row12)

  End With With dg_bobot dg_bobot.Item(1, 0).Value = 0.133 dg_bobot.Item(1, 1).Value = 0.133 dg_bobot.Item(1, 2).Value = 0.1 dg_bobot.Item(1, 3).Value = 0.067 dg_bobot.Item(1, 4).Value = 0.1 dg_bobot.Item(1, 5).Value = 0.067 dg_bobot.Item(1, 6).Value = 0.167 dg_bobot.Item(1, 7).Value = 0.033 dg_bobot.Item(1, 8).Value = 0.067 dg_bobot.Item(1, 9).Value = 0.033 dg_bobot.Item(1, 10).Value = 0.067 dg_bobot.Item(1, 11).Value = 0.033

  End With End Sub Sub normalisasi()

  With dg_normalisasi .ColumnCount = 14 .Columns(0).Name = "NIS" .Columns(1).Name = "B. Arab" .Columns(2).Name = "B. Inggris" .Columns(3).Name = "Al Qur'an" .Columns(4).Name = "Hadist" .Columns(5).Name = "Tarbiyah" .Columns(6).Name = "Fiqih" .Columns(7).Name = "Akhlak" .Columns(8).Name = "Faroid" .Columns(9).Name = "Tauhid" .Columns(10).Name = "Tarikh Islam" .Columns(11).Name = "Ibadah Amaliyah" .Columns(12).Name = "Al Khot"

  End With jb = dg_siswa.Rows.Count With dg_normalisasi

  For i = 0 To jb - 1 .Rows.Add(dg_siswa.Item(0, i).Value())

  Next End With With dg_siswa

  Dim arb As New ArrayList Dim eng As New ArrayList Dim qrn As New ArrayList Dim hds As New ArrayList Dim tbyh As New ArrayList Dim fqh As New ArrayList Dim aklk As New ArrayList Dim froid As New ArrayList Dim thd As New ArrayList Dim t_isl As New ArrayList Dim i_amlyh As New ArrayList Dim kht As New ArrayList Dim aarb As Double Dim aeng As Double Dim aqrn As Double Dim ahds As Double Dim atbyh As Double Dim afqh As Double Dim aaklk As Double Dim afroid As Double Dim athd As Double Dim at_isl As Double Dim ai_amlyh As Double Dim akht As Double For i = 0 To jb - 1 arb.Add(dg_siswa.Item(3, i).Value()) eng.Add(dg_siswa.Item(4, i).Value()) qrn.Add(dg_siswa.Item(5, i).Value()) hds.Add(dg_siswa.Item(6, i).Value()) tbyh.Add(dg_siswa.Item(7, i).Value()) fqh.Add(dg_siswa.Item(8, i).Value()) aklk.Add(dg_siswa.Item(9, i).Value()) froid.Add(dg_siswa.Item(10, i).Value()) thd.Add(dg_siswa.Item(11, i).Value()) t_isl.Add(dg_siswa.Item(12, i).Value()) i_amlyh.Add(dg_siswa.Item(13, i).Value()) kht.Add(dg_siswa.Item(14, i).Value())

  Next aarb = FormatNumber(akr(arb), 3) aeng = FormatNumber(akr(eng), 3) aqrn = FormatNumber(akr(qrn), 3) ahds = FormatNumber(akr(hds), 3) atbyh = FormatNumber(akr(tbyh), 3) afqh = FormatNumber(akr(fqh), 3) aaklk = FormatNumber(akr(aklk), 3) afroid = FormatNumber(akr(froid), 3) athd = FormatNumber(akr(thd), 3) at_isl = FormatNumber(akr(t_isl), 3) ai_amlyh = FormatNumber(akr(i_amlyh), 3) akht = FormatNumber(akr(kht), 3) For i = 0 To jb - 2 dg_normalisasi.Item(1, i).Value() = FormatNumber((Val(dg_siswa.Item(3, i).Value()) / aarb), 3) dg_normalisasi.Item(2, i).Value() = FormatNumber((Val(dg_siswa.Item(4, i).Value()) / aeng), 3) dg_normalisasi.Item(3, i).Value() = FormatNumber((Val(dg_siswa.Item(5, i).Value()) / aqrn), 3) dg_normalisasi.Item(4, i).Value() = FormatNumber((Val(dg_siswa.Item(6, i).Value()) / ahds), 3) dg_normalisasi.Item(5, i).Value() = FormatNumber((Val(dg_siswa.Item(7, i).Value()) / atbyh), 3) dg_normalisasi.Item(6, i).Value() = FormatNumber((Val(dg_siswa.Item(8, i).Value()) / afqh), 3) dg_normalisasi.Item(7, i).Value() = FormatNumber((Val(dg_siswa.Item(9, i).Value()) / aaklk), 3) dg_normalisasi.Item(8, i).Value() = FormatNumber((Val(dg_siswa.Item(10, i).Value()) / afroid), 3) dg_normalisasi.Item(9, i).Value() = FormatNumber((Val(dg_siswa.Item(11, i).Value()) / athd), 3) dg_normalisasi.Item(10, i).Value() = FormatNumber((Val(dg_siswa.Item(12, i).Value()) / at_isl), 3) dg_normalisasi.Item(11, i).Value() = FormatNumber((Val(dg_siswa.Item(13, i).Value()) / ai_amlyh), 3) dg_normalisasi.Item(12, i).Value() = FormatNumber((Val(dg_siswa.Item(14, i).Value()) / akht), 3)

  Next End With

  End Sub Sub hasil()

  With dg_h .ColumnCount = 5 .Columns(0).Name = "NIS" .Columns(1).Name = "Nama"

  .Columns(2).Name = "Kelas" .Columns(3).Name = "Hasil" .Columns(4).Name = "Predikat"

  End With jb = dg_siswa.Rows.Count With dg_h

  For i = 0 To jb - 1 .Rows.Add(dg_siswa.Item(0, i).Value())

  Next End With With dg_h

  For i = 0 To jb - 1 dg_h.Item(1, i).Value = dg_siswa.Item(1, i).Value() dg_h.Item(2, i).Value = dg_siswa.Item(2, i).Value()

  Next End With With dg_h

  Dim baris = dg_bobot.Rows.Count Dim kolom = dg_normalisasi.Columns.Count Dim hasiiil = dg_normalisasi.Rows.Count Dim kol(1, 12) As Double Dim hsl(hasiiil) As Double For i = 0 To baris - 2 kol(1, i) = dg_bobot.Item(1, i).Value()

  Next For i = 0 To hasiiil - 3 hsl(i) = 0 For j = 1 To kolom - 1 hsl(i) += (kol(1, (j - 1)) * dg_normalisasi.Item(j, i).Value())

  Next Next

  With dg_h For i = 0 To hasiiil - 3 dg_h.Item(3, i).Value() = FormatNumber((hsl(i)), 3)

  Next End With dg_h.Sort(dg_h.Columns(3), System.ComponentModel. ListSortDirection .Descending) End With With dg_h

  For i = 0 To jb - 2 If dg_h.Item(3, i).Value() >= 0.35 Then dg_h.Item(4, i).Value = "Mumtaz"

  ElseIf dg_h.Item(3, i).Value() >= 0.3 And dg_h.Item(3,i).Value() <

  0.35 Then dg_h.Item(4, i).Value = "Jayyid Jiddan" ElseIf dg_h.Item(3, i).Value() >= 0.2 And dg_h.Item(3,i).Value() < 0.3 Then dg_h.Item(4, i).Value = "Jayyid"

  Else dg_h.Item(4, i).Value = "Maqbul"

  End If Next

  End With End Sub Private Sub awal()

  koneksi ._BindingView( "Select * from siswa" , Me .dg_siswa)

  _TxtNull( Me ) End Sub Private Sub frm_electre_Load( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles MyBase .Load awal() bobot()

  End Sub Private Sub btn_prss_nor_Click( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles btn_prss_nor.Click normalisasi() End Sub Private Sub btn_h_Click( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles btn_h.Click hasil() End Sub End Class

2. Listing Program Algoritma Simple Additive Weighting (SAW)

  Public Class frm_saw Public jb As Integer Private Sub awal()

  koneksi ._BindingView( "Select * from siswa" , Me .dg_siswa)

  _TxtNull( Me ) End Sub Public Function a_keuntungan( ByVal itemList As ArrayList )

  Dim max As Double = Nothing For i As Integer = 0 To (itemList.Count - 1)

  If i = 0 Then max = itemList(i)

  Else If itemList(i) > max Then max = itemList(i)

  End If Next a_keuntungan = max

  End Function Private Sub bobot()

  With dg_bobot .ColumnCount = 2 .Columns(0).Name = "Kriteria" .Columns(1).Name = "Bobot"

  End With With dg_bobot

  Dim row1 As String () = New String () { "B. Arab" }

  Dim row2 As String () = New String () { "B. Inggris" } Dim row3 As String () = New String () { "Al Quran" } Dim row4 As String () = New String () { "Hadist" } Dim row5 As String () = New String () { "Tarbiyah" } Dim row6 As String () = New String () { "Fiqih" } Dim row7 As String () = New String () { "Akhlak" } Dim row8 As String () = New String () { "Faroid" } Dim row9 As String () = New String () { "Tauhid" } Dim row10 As String () = New String () { "T. Islam" } Dim row11 As String () = New String () { "Ibadah Amaliyah" } Dim row12 As String () = New String () { "Alkhot" } .Rows.Add(row1) .Rows.Add(row2) .Rows.Add(row3) .Rows.Add(row4) .Rows.Add(row5) .Rows.Add(row6) .Rows.Add(row7) .Rows.Add(row8) .Rows.Add(row9) .Rows.Add(row10) .Rows.Add(row11) .Rows.Add(row12)

  End With With dg_bobot dg_bobot.Item(1, 0).Value = 0.133 dg_bobot.Item(1, 1).Value = 0.133 dg_bobot.Item(1, 2).Value = 0.1 dg_bobot.Item(1, 3).Value = 0.067 dg_bobot.Item(1, 4).Value = 0.1 dg_bobot.Item(1, 5).Value = 0.067 dg_bobot.Item(1, 6).Value = 0.167 dg_bobot.Item(1, 7).Value = 0.033 dg_bobot.Item(1, 8).Value = 0.067 dg_bobot.Item(1, 9).Value = 0.033 dg_bobot.Item(1, 10).Value = 0.067 dg_bobot.Item(1, 11).Value = 0.033

  End With End Sub Private Sub nomalisasi() With dg_normalisasi

  .ColumnCount = 14 .Columns(0).Name = "NIS" .Columns(1).Name = "B. Arab" .Columns(2).Name = "B. Inggris" .Columns(3).Name = "Al Qur'an" .Columns(4).Name = "Hadist" .Columns(5).Name = "Tarbiyah" .Columns(6).Name = "Fiqih" .Columns(7).Name = "Akhlak" .Columns(8).Name = "Faroid" .Columns(9).Name = "Tauhid" .Columns(10).Name = "Tarikh Islam" .Columns(11).Name = "Ibadah Amaliyah" .Columns(12).Name = "Al Khot"

  End With jb = dg_siswa.Rows.Count With dg_normalisasi

  For i = 0 To jb - 1 .Rows.Add(dg_siswa.Item(0, i).Value())

  Next End With With dg_siswa Dim arb As New ArrayList Dim eng As New ArrayList Dim qrn As New ArrayList Dim hds As New ArrayList Dim tbyh As New ArrayList Dim fqh As New ArrayList Dim aklk As New ArrayList Dim froid As New ArrayList Dim thd As New ArrayList Dim t_isl As New ArrayList Dim i_amlyh As New ArrayList Dim kht As New ArrayList Dim marb As Double Dim meng As Double Dim mqrn As Double Dim mhds As Double Dim mtbyh As Double Dim mfqh As Double Dim maklk As Double Dim mfroid As Double Dim mthd As Double Dim mt_isl As Double Dim mi_amlyh As Double Dim mkht As Double For i = 0 To jb - 1 arb.Add(dg_siswa.Item(3, i).Value()) eng.Add(dg_siswa.Item(4, i).Value()) qrn.Add(dg_siswa.Item(5, i).Value()) hds.Add(dg_siswa.Item(6, i).Value()) tbyh.Add(dg_siswa.Item(7, i).Value()) fqh.Add(dg_siswa.Item(8, i).Value()) aklk.Add(dg_siswa.Item(9, i).Value()) froid.Add(dg_siswa.Item(10, i).Value()) thd.Add(dg_siswa.Item(11, i).Value()) t_isl.Add(dg_siswa.Item(12, i).Value()) i_amlyh.Add(dg_siswa.Item(13, i).Value()) kht.Add(dg_siswa.Item(14, i).Value())

  Next marb = a_keuntungan(arb) meng = a_keuntungan(eng) mqrn = a_keuntungan(qrn) mhds = a_keuntungan(hds) mtbyh = a_keuntungan(tbyh) mfqh = a_keuntungan(fqh) maklk = a_keuntungan(aklk) mfroid = a_keuntungan(froid) mthd = a_keuntungan(thd) mt_isl = a_keuntungan(t_isl) mi_amlyh = a_keuntungan(i_amlyh) mkht = a_keuntungan(kht) For i = 0 To jb - 2 dg_normalisasi.Item(1, i).Value() = Val(dg_siswa.Item(3, i).Value()) / marb dg_normalisasi.Item(2, i).Value() = Val(dg_siswa.Item(4, i).Value()) / meng dg_normalisasi.Item(3, i).Value() = Val(dg_siswa.Item(5, i).Value()) / mqrn dg_normalisasi.Item(4, i).Value() = Val(dg_siswa.Item(6, i).Value()) / mhds dg_normalisasi.Item(5, i).Value() = Val(dg_siswa.Item(7, i).Value()) / mtbyh dg_normalisasi.Item(6, i).Value() = Val(dg_siswa.Item(8, i).Value()) / mfqh dg_normalisasi.Item(7, i).Value() = Val(dg_siswa.Item(9, i).Value()) / maklk dg_normalisasi.Item(8, i).Value() = Val(dg_siswa.Item(10, i).Value()) / mfroid dg_normalisasi.Item(9, i).Value() = Val(dg_siswa.Item(11, i).Value()) / mthd dg_normalisasi.Item(10, i).Value() = Val(dg_siswa.Item(12, i).Value()) / mt_isl dg_normalisasi.Item(11, i).Value() = Val(dg_siswa.Item(13, i).Value()) / mi_amlyh dg_normalisasi.Item(12, i).Value() = Val(dg_siswa.Item(14, i).Value()) / mkht

  Next End With

  End Sub

  Sub hasil() With dg_h

  .ColumnCount = 5 .Columns(0).Name = "NIS" .Columns(1).Name = "Nama" .Columns(2).Name = "Kelas" .Columns(3).Name = "Hasil" .Columns(4).Name = "Predikat"

  End With jb = dg_siswa.Rows.Count With dg_h

  For i = 0 To jb - 1 .Rows.Add(dg_siswa.Item(0, i).Value())

  Next End With With dg_h

  For i = 0 To jb - 1 dg_h.Item(1, i).Value = dg_siswa.Item(1, i).Value() dg_h.Item(2, i).Value = dg_siswa.Item(2, i).Value()

  Next End With With dg_h

  Dim baris = dg_bobot.Rows.Count Dim kolom = dg_normalisasi.Columns.Count Dim hasiiil = dg_normalisasi.Rows.Count Dim kol(1, 12) As Double Dim hsl(hasiiil) As Double For i = 0 To baris - 2 kol(1, i) = dg_bobot.Item(1, i).Value()

  Next For i = 0 To hasiiil - 3 hsl(i) = 0 For j = 1 To kolom - 1 hsl(i) += (kol(1, (j - 1)) * dg_normalisasi.Item(j, i).Value())

  Next Next

  With dg_h For i = 0 To hasiiil - 3 dg_h.Item(3, i).Value() = FormatNumber((hsl(i)), 3)

  Next End With dg_h.Sort(dg_h.Columns(3), System.ComponentModel. ListSortDirection .Descending) End With With dg_h

  For i = 0 To jb - 2 If dg_h.Item(3, i).Value() >= 0.8 Then dg_h.Item(4, i).Value = "Mumtaz"

  ElseIf dg_h.Item(3, i).Value() >= 0.7 And dg_h.Item(3, i).Value() <

  0.8 Then dg_h.Item(4, i).Value = "Jayyid Jiddan"

  ElseIf dg_h.Item(3, i).Value() >= 0.6 And dg_h.Item(3, i).Value() <

  0.7 Then dg_h.Item(4, i).Value = "Jayyid" Else dg_h.Item(4, i).Value = "Maqbul"

  End If Next

  End With End Sub Private Sub frm_saw_Load( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles MyBase .Load awal() bobot()

  End Sub Private Sub btn_prss_nor_Click( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles btn_prss_nor.Click nomalisasi() End Sub Private Sub btn_h_Click( ByVal sender As System. Object , ByVal e As System. EventArgs ) Handles btn_h.Click hasil() End Sub End Class

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