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Ritzkal, Ritzkal
Universitas Ibn Khaldun Bogor
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Journal : Bulletin of Electrical Engineering and Informatics

 1 
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 Abdul Karim Abdul Karim Abdul Karim Halim Abdul Khayr Abdul Rahman Acep Ansor Achmad Faris Nasyarudin Ade Hendrawan Adhi Prakosa, Bayu Afif Rafyan Ahmad Suhaedi Ahya Ibadina Syahida Akhmad Abdul Aziz Akrom, Ahmad Al-Wahid, M. Azhar Algista, Grevin Dionaldy Alief Juan Aprian Alzami, Farrikh Aminudin Aminudin Anak Agung Gede Sugianthara Anggra Triawan Apip Supriana Ariagi Juliano Arief Goeritno Arif Sulistio Arthur Dida Batistuta Asep Ramdhani M Asep Sumantri Astuti, Nuraeni Puji Ayumi Johan Ayumi Johan Azhar Al Wahid Azhar Al-Wahid Bahagia Bahagia Bahagia Bahagia Batistuta, Arthur Dida Bayu Adhi Prakosa Chayati, Nurul Dahlia Widhyaestoeti Dani Darmawan Dede Sunardi Dedi Setiadi Dewi Primasari Dewi, Kalih Puspita Dhimas Bagus Adi Saputro Dian Anwar Dian Wulandari Dicky Hermawan Dicky Septian Firdaus Diki Rahsidin Dwi Puji Prabowo, Dwi Puji Ebim Fatur Rohman Eko Hadi Purwanto Engkos Supriatna Enomi Muhamad Giri Salako Fadly Cahya Ramadhan Febby Hendrian Febby Hendrian Fety Fatimah Fikriyadi Fikriyadi Fitrah Satrya Fajar Kusumah Fitria Rachmawati Freza Riana Gani Fajar Kusuma, Mohamad Hambal Azhari, Muhammad Hariyanto, M Wujut Hendra Ginanjar Hendrawan, A. Hendri Hendrian, Febby Hersanto Fajri Hurriyaturrohman Hurriyaturrohman I Gusti Bagus Wiksuana Ika Novita Dewi Indriyawati Indriyawati Intan Kamilah Joniwarta Juhariansyah, Juhariansyah Juliano, Ariagi Kamaludin Mubarok, Muhamad Kodarsyah Kodarsyah Kodarsyah Leni Muniroh Luluk Dianarini M Wujut Hariyanto M. Azhar Al-Wahid M. Imam Sundarta M. Khairun Nur Al Fadjri Maulana, Kevin Megantara, Rama Aria Melodia Cantika Moh Risnandar Moh Subchan Muhamad Fariz Syarif Muhamad Lutfi Muhammad Fauzan Adhima Muhammad Khaerudin Muhammad Nadhif Muhammad Shiddiq Ilham Noor Muniroh, Leni Muniroh, Leny Mutiara Karbella Naufal Agung Pambudi Noor, Muhammad Shiddiq Ilham Noor, Zakky Muhammad Nuraeni Puji Astuti Nuraeni Puji Astuti Nurul Reski Amalia P, Eko Hadi P, Eko Hadi Pahri Muhammad Kasypurohman Prakosa, Bayu Adhi Prayoga Aldi Kurniawan Predyus Fan Suhery Priatna , Wowon Puri Sulistiyawati Puspa Putri Amalia Putra Pratama, Saga Eka Rahman, Randa Rendi Juhar Maulana Rezi Setria Ricardus Anggi Pramunendar Ridwan Kurniawan Rimun Wibowo Rimun Wibowo Rimun Wibowo, Rimun Rizky Amalia Roy Waluyo Rudi Hartono Rudi Irawan Rulhendri Rulhendri SANTI LISNAWATI Sasono Wibowo Shania Meiriestiani Siswanti, Tiwi Siti Khodijah Parinduri Siti Patimah Siti Rahma Bahrain Subchan, Moh Suhartono Suhartono Syafrial Syafrial Syaiful Syaiful Syaiful Syaiful Titing Suharti Tiwi Siswanti Triansyah, Muhammad Bugi Wahid, Azhar Al Willy Mandela Willy Mandela Yoga Permana Yophyana Firman Hidayat Yuggo Afrianto Zakky Muhammad Noor Zakky Muhammad Noor Zakky Muhammad Noor