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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Simetris TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics POSITIF PROtek : Jurnal Ilmiah Teknik Elektro JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Pilar Nusa Mandiri Jurnal Mantik Penusa JMM (Jurnal Masyarakat Mandiri) Computer Based Information System Journal Astonjadro JUTEKS Krea-TIF: Jurnal Teknik Informatika JURTEKSI Jurnal Mantik Jurnal Muara Sains, Teknologi, Kedokteran dan Ilmu Kesehatan eCo-Buss Abdi Dosen : Jurnal Pengabdian Pada Masyarakat INTEGRITAS : Jurnal Pengabdian JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Teknik Informatika C.I.T. Medicom Jurnal Pendidikan dan Teknologi Indonesia CONSEN: Indonesian Journal of Community Services and Engagement Moneter : Jurnal Keuangan dan Perbankan Jurnal Inovatif : Inovasi Teknologi Informasi dan Informatika Jurnal Penelitian dan Pengabdian Masyarakat Jurnal Rekayasan Lingkungan dan Biosistem
Yuggo Afrianto
Universitas Ibn Khaldun Bogor
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Physics Public Health Social Sciences Other

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Journal : Bulletin of Electrical Engineering and Informatics

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K-nearest neighbor algorithm analysis for path determination in network simulation using software defined network Ritzkal Ritzkal; Suhadi Suhadi; Rizky Amalia; Yuggo Afrianto; Anggra Triawan; Syafrial Syafrial; Fety Fatimah
Bulletin of Electrical Engineering and Informatics Vol 12, No 4: August 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v12i4.4868

Abstract

Software defined network (SDN) is a new approach concept for planning, developing, and operating computer networks. Routing is the process of selecting paths on a network system to send or forward packets to the destination network. This study aims to obtain the results of the calculation analysis using the k-nearest neighbor (k-NN) method as the implementation of the recommendations. The results of the analysis use a mesh topology design approach with predicted values of throughput, jitter, delay, and packet loss. This value is used as a recommendation to the network manager to determine the best path. The best path selection from the analysis results is i) path-1 (very good) which includes switch 1, switch 2, and switch 4; ii) path-2 (good) to switch 1, switch 3 and switch 4 switch 4; iii) channel-3 (moderate) through switch 1, switch 2, switch 3 and switch 4; and iv) channel-4 (bad) through switch 1, switch 3, switch 2, and switch 4. While the calculation using the confusion matrix is accuracy=72.31%, precision=96.08% and recall=87.84%.
Co-Authors .S.T., M.Kom., Suhadi Acep Ansor Afif Rafyan Agus Rohimat Ajmilah, Wika Alhadi, Ade Andes Andes Angelina, Putri Anggra Triawan Annisa, Sarah Chairul Arief Goeritno Arif Sulistio Aris Kurniawan Yusuf Asep Ramdan Sopyan Nurdin Asep Syaepudin Dahlia Widhyaestoeti Dedi Supriadi Desmy Riani Dewi, Kalih Puspita Didik Setiyadi Ebim Fatur Rohman EKO WAHYUDI Enomi Muhamad Giri Salako Fahrezi, Muhamad Rizky Falma, Nuru Fauzan, Ilham Rizq Fety Fatimah Firdaus, Fadhillah Fithri Muliawati Fitria Rachmawati Gibhta Fitri Laxmi Gibtha Fitri Laxmi Hadi, Eko Halimatusyadiah, Halimatusyadiah Hannisa Rahmaniar Hasnin Hendra Ginanjar Hendrawan, A. Hendri Heru Sukoco Ibnu Hanafi Setiadi Ilma, Neng Indriyawati Indriyawati, Indriyawati Ivanna Chaisar Putra Jejen Jaenudin Jejen Jaenudin Komarudin Kurnia, Annisa Desri Leny Tritanto Ningrum M. Imam Sundarta Mahpulah, Siti Ainun Maswan, Maswan Maulana, Fachry Rizky Muchtar, Kaisha Az Zahra Ningrum, Almyanti Ningrum, Leny Tritanto Novita Br Ginting Nurhayati, Immas Nurzaelani, Mohammad Muhyidin Permana, Arisandi Anwar Prakosa, Bayu Adhi Puspa Eosina Putra Pratama, Saga Eka Putri, Adriani Rianita Putri, Azzahra Safira Sekar Putria, Chairunnisa Melani Rendy Munadi Renea Shinta Aminda Ridhan Anggihadi Prayudha Ridwan Kurniawan Ritzkal, Ritzkal Rizky Amalia Sa'diah, Maemunah Sa'diyah, Maemunah Sajaratul Aini Sarah Chairul Annisa Setyorini Setyorini Setyorini Slamet Riyadi Slamet Riyadi Sonia, Neng Sulaikandi, Brisman Armansyah Suratun Suratun Suratun Suratun Syafrial Syafrial Syaiful . Tri Hartono, Tjahjo Triansyah, Muhammad Bugi Wahjuni, Sri Widyanto, Toto Wulandari, Berlina Yashintya Nelawati Yoga Hardi Firdaus Yoga Permana Yunita Yunita