Saran - KESIMPULAN DAN SARAN - Implementasi Sistem Pendukung Keputusan dalam Menentukan Predika

Bab IV KESIMPULAN DAN SARAN

5.2 Saran

Beberapa saran yang dapat dijadikan untuk pengembangan adalah sebagai berikut: 1. Penelitian selanjutnya disarankan untuk membangun sistem yang lebih user

friendly untuk memudahkan user dalam penggunaan sistem

2. Implementasi diharapkan dapat diterapkan dalam algoritma salain SAW dan Electre

DAFTAR PUSTAKA

Afshari,A., Mojahed,M., & Yusuff, R.M. 2010. Simple Additive Weighting approach to Personnel Selection Problem. International Journal of Innovation, Management and Technology 5: 511-515

Akshareari, S. 2013 . Sistem Pendukung Keputusan Pemilihan Produksi Sepatu dengan Metode Elimination Et Choix Traduisant la realite (Electre). Skripsi. Universitas Pendidikan Indonesia

Chatterjee,P., Mondal,S.& Chakraborty,S. 2014. A Comprehensive Solution To Automated Inspection Device Selection Problems Using Electre Methods. International Journal of Technology 2: 193-208

Daihani, D.U. 2001. Komputerisasi Pengambilan Keputusan. Elex Media Komputindo: Jakarta

Ermatita., Hartati, S., Wardoyo, R. & Harjoko,A. 2012. ELECTRE-Entropy method in Group Decision Support System Modelto Gene Mutation Detection. International Journal of Advanced Research in Artificial Intelligence (IJARAI) 1 : 58- 63.

Ginting, R. 2014. Sistem Pendukung Keputusan. USU Press: Medan

Hasan, M.I. 2004. Pokok-Pokok Materi Teori Pengambilan Keputusan. Ghalia Indonesia : Bogor Selatan.

Kurniadi, I. 2013. Logika Dan Algoritma Dasar Menggunakan Bahasa C++. Mitra Wacana Media: Jakarta

Kusrini. 2007. Konsep Dan Aplikasi Sistem Pendukung Keputusan. Penerbit Andi :Yogyakarta.

Kusumadewi, Sri., Hartati, Sri., Harjoko, Agus. & Wardoyo,m Retantyo. 2006. Fuzzy Multi Attribute Decision Making (Fuzzy MADM).Graha Ilmu :Yogyakarta..

Perdani, E.H., Suryanto, A., Defi M.P. & Sukamta, S. 2014. Sistem Pendukung Keputusan Penerimaan Siswa Baru Dengan Metode Simple Additive Weighting (SAW). Edu Komputika Journal 1(1): 34-39.

Rubiyatun., Winarno, B. & Sulistijowati, S. 2012. Simulasi Seleksi Mahasiswa Baru Jalur Undangan Dengan Menggunakan Metode Simple Additive Weighting . Prosiding Seminar Nasional Matematika 2012, pp.162-167.

Sihombing, P. & Manalu, D.R. 2011. Pemrograman Visual Basic 6.0. USU Press : Medan

Syamsi, I. 1989. Pengambilan Keputusan (Decision Making). Bina Aksara : Jakarta.

Suarga. 2012. Algoritma Dan Pemrograman. Penerbit Andi : Yogyakarta

Turban, E., Aronson,J.E., Liang, T-P. 2005. Decision Support Systems and Intelligent systems .7^th Edition. Jilid 1. Penerbit Andi : Yogyakarta .

Turban,E., Rainer, JR.RK, Potter.R. E. 2006. Introduction to Information Technology. Edisi ke 3 . Salemba Infotek : Jakarta.

Zarlis, M & Handrizal . 2007. Algoritma Dan Pemograman Teori Dan Praktik Dalam Pascal. USU Press : Medan

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

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

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()

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

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 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"}

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()

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

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

LAMPIRAN B

CURRICULUM VITAE

Nama lengkap : Al Nadrah Jenis kelamin : Perempuan Tempat tanggal lahir : 20 Oktober 1992

Alamat : Jl. Garu II-A Gang Melur No.12B Medan

Agama : Islam

No. Hp : 087869045698

Email : [email protected]

PENDIDIKAN FORMAL

2013-2015 : S1 Ekstensi Ilmu Komputer USU, Medan 2010-2013 : D3 Teknik Informatika USU, Medan

2007-2010 : SMA Swasta Galih Agung Pesantren Darul Arafah, Deli Serdang

2004-2007 : SMP Swasta Galih Agung Pesantren Darul Arafah, Deli Serdang

1998-2004 : SDN 060924 Medan

ORGANISASI

2011 : Anggota Himpunan Mahasiswa Teknik Informatika (HIMTI)

2011 : Anggota UKM Beladiri USU

2012 : Sekretaris PPS Betako Merpati Putih USU

Medan, 27 Agustus 2015

Dalam dokumen Implementasi Sistem Pendukung Keputusan dalam Menentukan Predikat Kelulusan Santri dan Dyah dengan Algoritma Electre dan Simple Additive Weighting (SAW) (Halaman 65-78)