sistem rekomendasi distribusi bandwidth … metode sugeno ... issn: 2089-9815yogyakarta, 9 maret...

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SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH PADA WILAYAH UNIVERSITAS MUHAMMADIYAH MALANG Laporan Tugas Akhir Sebagai Persyaratan Guna Meraih Gelar Sarjana Strata 1 Teknik Informatika Universitas Muhammadiyah Malang M. GHUFRON UM NIM. 201110370311098 JURUSAN TEKNIK INFORMATIKA FAKULTAS TEKNIK UNIVERSITAS MUHAMMADIYAH MALANG 2015

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Page 1: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH PADA

WILAYAH UNIVERSITAS MUHAMMADIYAH MALANG

Laporan Tugas Akhir

Sebagai Persyaratan Guna Meraih Gelar Sarjana Strata 1

Teknik Informatika Universitas Muhammadiyah Malang

M. GHUFRON UM

NIM. 201110370311098

JURUSAN TEKNIK INFORMATIKA

FAKULTAS TEKNIK

UNIVERSITAS MUHAMMADIYAH MALANG

2015

Page 2: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

KATA PENGANTAR

Dengan memanjatkan puji syukur kehadirat Allah SWT. Atas segala

limpahan rahmat dan hidayah-NYA sehingga peneliti dapat menyelesaikan Tugas

Akhir yang berjudul :

“SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH PADA

WILAYAH UNIVERSITAS MUHAMMADIYAH MALANG”

Dalam penulisan tugas akhir ini disajikan pokok-pokok bahasan yang

meliputi implementasi dan perancangan algoritma Fuzzy Inference Systemdengan

metode Fuzzy Sugenountuk pembuatan sistem distribusi bandwidth.

Saya menyadari sepenuhnya bahwa dalam penulisan Tugas Akhir ini

masih banyak kekurangan dan keterbatasan. Oleh karena itu saya mengharapkan

saran yang membangun agar tulisan ini bermanfaat bagi perkembangan ilmu

pengetahuan kedepan.

Malang, 14 September

2015

Penulis

Page 3: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth
Page 4: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth
Page 5: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth
Page 6: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

DAFTAR ISI

LEMBAR PERSETUJUAN ............................................... Error! Bookmark not defined.

LEMBAR PENGESAHAAN .............................................. Error! Bookmark not defined.

LEMBAR PERNYATAAN ................................................ Error! Bookmark not defined.

LEMBAR PERSEMBAHAN ............................................. Error! Bookmark not defined.

ABSTRAK ........................................................................... Error! Bookmark not defined.

ABSTRACT .......................................................................... Error! Bookmark not defined.

KATA PENGANTAR ...................................................................................................... 2

DAFTAR ISI .................................................................................................................... 3

DAFTAR GAMBAR ........................................................................................................ 8

DAFTAR TABEL .......................................................................................................... 10

BAB I PENDAHULUAN .................................................... Error! Bookmark not defined.

1.1 Latar Belakang ..................................................... Error! Bookmark not defined.

1.2 Rumusan Masalah ................................................ Error! Bookmark not defined.

1.3 Tujuan Penelitian.................................................. Error! Bookmark not defined.

1.4 Batasan Masalah .................................................. Error! Bookmark not defined.

1.5 Metodologi ........................................................... Error! Bookmark not defined.

1.6 Sistematika Penulisan ........................................... Error! Bookmark not defined.

BAB II LANDASAN TEORI ............................................ Error! Bookmark not defined.

2.1 Tinjauan Pustaka .................................................. Error! Bookmark not defined.

2.2 Hasil Penelitian Terkait ........................................ Error! Bookmark not defined.

2.3 Pendukung Keputusan .......................................... Error! Bookmark not defined.

2.3.1 Kelebihan Sistem Pendukung Keputusan ..... Error! Bookmark not defined.

2.3.2 Kekurangan Sistem Pendukung Keputusan .. Error! Bookmark not defined.

2.3.3 Konsep Sistem Pendukung Keputusan ......... Error! Bookmark not defined.

2.3.4 Definisi Keputusan ............................................ Error! Bookmark not defined.

2.3.5 Jenis-Jenis Keputusan........................................ Error! Bookmark not defined.

2.3.6 Karakteristik Kemampuan Sistem Pendukung Keputusan ......Error! Bookmark

not defined.

2.3.7 Proses Pengambilan Keputusan .......................... Error! Bookmark not defined.

2.3.8 Komponen Sistem Pendukung Keputusan .... Error! Bookmark not defined.

2.4 Logika Fuzzy ........................................................ Error! Bookmark not defined.

2.5 Fungsi Keanggotaan ............................................. Error! Bookmark not defined.

2.6 Metode Sugeno..................................................... Error! Bookmark not defined.

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2.7 Bandwidth ............................................................ Error! Bookmark not defined.

2.8 Quality of Service / Kualitas Layanan .................. Error! Bookmark not defined.

BAB III ANALISIS DAN PERANCANGAN SISTEM .... Error! Bookmark not defined.

3.1 Analisis Sistem ...................................................... Error! Bookmark not defined.

3.1.1 Analisis Permasalahan .................................. Error! Bookmark not defined.

3.1.2 Deskripsi Sistem ........................................... Error! Bookmark not defined.

3.1.3 Kebutuhan Sistem......................................... Error! Bookmark not defined.

3.2 Perancangan Sistem .............................................. Error! Bookmark not defined.

3.2.1 Arsitektur Sistem .......................................... Error! Bookmark not defined.

3.2.2 Perancangan Proses ...................................... Error! Bookmark not defined.

BAB IV IMPLEMENTASI DAN PENGUJIAN .............. Error! Bookmark not defined.

4.1 Implementasi Sistem ............................................ Error! Bookmark not defined.

4.1.1 Spesifikasi Perangkat Komputer ................... Error! Bookmark not defined.

4.1.2 Implementasi Kode ....................................... Error! Bookmark not defined.

4.1.3 Kode Program Fuzzy ........................................... Error! Bookmark not defined.

4.1.4 Kode Program Defuzzyfikasi ....................... Error! Bookmark not defined.

4.1.5 Kode Program Fungsi Keanggotaan ............. Error! Bookmark not defined.

4.1.6 Kode Program Rule Fuzzy ........................... Error! Bookmark not defined.

4.2 Pengujian .............................................................. Error! Bookmark not defined.

4.2.1 Pengujian Sistem .......................................... Error! Bookmark not defined.

4.2.2 Pengujian Manual ......................................... Error! Bookmark not defined.

BAB V PENUTUP .............................................................. Error! Bookmark not defined.

5.1 Kesimpulan .......................................................... Error! Bookmark not defined.

5.2 Saran .................................................................... Error! Bookmark not defined.

DAFTAR PUSTAKA ..................................................................................................... 11

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DAFTAR GAMBAR

Gambar 2.1 Matriks Gorry dan Scott Morton (Efraim, 2005) .... Error! Bookmark

not defined.

Gambar 2.2 Karakteristik Sistem Pendukung Keputusan (Turban, 2001) ..... Error!

Bookmark not defined.

Gambar 2.3 Skema SPK (Turban, 2001) ............... Error! Bookmark not defined.

Gambar 2.4 Elemen Query (Sparague dan Watson, 1996)Error! Bookmark not

defined.

Gambar 2.5 Comman Processor Model (Sparague dan Watson, 1996) ......... Error!

Bookmark not defined.

Gambar 2.6 Skema Sistem Antarmuka Pengguna (dialog) (Sparague dan Watson,

1996) ...................................................................... Error! Bookmark not defined.

Gambar 2.7 Representasi Linear Naik ................... Error! Bookmark not defined.

Gambar 2.8 Kurva Segitiga .................................... Error! Bookmark not defined.

Gambar 3.1 Pengambilan Data Trafik ................... Error! Bookmark not defined.

Gambar 3.2 Pengambilan Data Pengguna .............. Error! Bookmark not defined.

Gambar 3.3 Pengambilan Data QoS ...................... Error! Bookmark not defined.

Gambar 3.4 Arsitektur Sistem ................................ Error! Bookmark not defined.

Gambar 3.5 Flowchart Aplikasi ............................. Error! Bookmark not defined.

Gambar 3.6 Topologi Jaringan Kampus 2 ............. Error! Bookmark not defined.

Gambar 3.7 Proses Monitoring .............................. Error! Bookmark not defined.

Gambar 3.8 Arsitektur Aplikasi ............................. Error! Bookmark not defined.

Gambar 3.9 Tampilan Wireshark ........................... Error! Bookmark not defined.

Gambar 3.10 Summary Wireshark ......................... Error! Bookmark not defined.

Gambar 3.11 Integrasi Fuzzy Dengan Rekomendasi Bandwidth Error! Bookmark

not defined.

Gambar 3.12 Proses Fuzzy Sugeno ........................ Error! Bookmark not defined.

Gambar 3.13 Parameter Trafik Jaringan ................ Error! Bookmark not defined.

Gambar 3.14 Parameter Jumlah Pelanggan ........... Error! Bookmark not defined.

Gambar 3.15 Parameter Kualitas Pelayanan .......... Error! Bookmark not defined.

Gambar 3.16 Diagram Fuzzy Output (Z) ............... Error! Bookmark not defined.

Page 9: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

Gambar 3.17 Layout Kelola Bandwidth ................ Error! Bookmark not defined.

Gambar 3.18 Layout Laporan ................................ Error! Bookmark not defined.

Gambar 4.1 Kode Program Fuzzy .......................... Error! Bookmark not defined.

Gambar 4.2 Kode Program Defuzzyfikasi ............. Error! Bookmark not defined.

Gambar 4.3 Kode Program Fungsi Keanggotaan .. Error! Bookmark not defined.

Gambar 4.4 Kode Program Rule Fuzzy ................. Error! Bookmark not defined.

Gambar 4.5 Input Fakultas ..................................... Error! Bookmark not defined.

Gambar 4.6 Konfirmasi Input Data ........................ Error! Bookmark not defined.

Gambar 4.7 Data Berhasil Tersimpan .................... Error! Bookmark not defined.

Gambar 4.8 Input Jurusan ...................................... Error! Bookmark not defined.

Gambar 4.9 Data Berhasil Tersimpan .................... Error! Bookmark not defined.

Gambar 4.10 Berhasil Input Rules ......................... Error! Bookmark not defined.

Gambar 4.11 Input Data ......................................... Error! Bookmark not defined.

Gambar 4.12 Database Network ............................ Error! Bookmark not defined.

Gambar 4.13 Tampilan Laporan ............................ Error! Bookmark not defined.

Gambar 4.14 Tampilan Fuzzy Output .................... Error! Bookmark not defined.

Page 10: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

DAFTAR TABEL

Tabel 2.1 Nilai QoS................................................ Error! Bookmark not defined.

Tabel 2.2 Kategori Throughput .............................. Error! Bookmark not defined.

Tabel 2.3 Kategori Packet Loss ............................. Error! Bookmark not defined.

Tabel 2.4 Kategori Delay ....................................... Error! Bookmark not defined.

Tabel 3.1 Rata-Rata Delay ..................................... Error! Bookmark not defined.

Tabel 3.2 Rata-Rata Packet Loss ........................... Error! Bookmark not defined.

Tabel 3.3 Rata-Rata Throughput ............................ Error! Bookmark not defined.

Tabel 3.4 Nilai Kualitas Layanan........................... Error! Bookmark not defined.

Tabel 3.5 Rule Base System................................... Error! Bookmark not defined.

Page 11: SISTEM REKOMENDASI DISTRIBUSI BANDWIDTH … Metode Sugeno ... ISSN: 2089-9815Yogyakarta, 9 Maret 2013. MacCrimmon, K, ... Sistem Pakar Fuzzy Untuk Optimasi Penggunaan Bandwidth

DAFTAR PUSTAKA

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Jacquin, A.P., dan Shamseldin, A.Y. 2009. Review of the application on fuzzy

inference systems in river flow forecasting. Jurnal of Hydroinformatics IWA

Publishing.

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Keputusan. Penerbit : Graha Ilmu. Yogyakarta.

Magdalena, Hilyah. 2013. Strategi Memilih Perangkat Lunak Pembagi Bandwidth

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Komunikasi 2013 (SENTIKA 2013) ISSN: 2089-9815Yogyakarta, 9 Maret

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Sparague, Ralph, H dan Watson, H. 1996. Decision Support for Management (1st

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Untuk Rekomendasi Penerbangan di Bandar Udara Raja Haji Fisabilillah.

Universitas Gunadarma Depok.

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Lubis, R. S, dan Maksum Pinem. 2014. Analisis Quality of Service (QoS)

Jaringan Internet di SMK Telkom Medan. Universitas Sumatera Utara.

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Networks (TIPHON) General aspect of Quality of Service (QoS).

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Artikel non-personal, Perbandingan Metode Fuzzy Time Series Song Chissom dan

Metode Fuzzy Time Series Singh Untuk Prediksi Kebutuhan Bandwidth

Pada Jaringan Komputer.

https://www.mysciencework.com/publication/read/2258132. Diakses 5

September 2015.

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Protocol (VoIP) Dengan Protokol H.323 Dan Session Initial Protocol (SIP).

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Bandung, Oktober 2012.