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Journal : MULTINETICS

Tingkat Kerawanan Desa Berdasakan Dampak Bencana Kab.Bojonegoro Dengan Metode Clustering Algoritma K-Means Fahrur Rozi, Imam; Muhammad Afif Hendrawan; Thalia Amira Rifda
MULTINETICS Vol. 10 No. 2 (2024): MULTINETICS Nopember (2024)
Publisher : POLITEKNIK NEGERI JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32722/multinetics.v10i2.6686

Abstract

The Bojonegoro Regency is a region that is quite prone to disasters, especially floods, landslides, and extreme weather. There have been 2,162 recorded incidents in the past three years, causing significant material and moral losses totaling IDR 1,986,210,000. In an effort to reduce future losses, early prevention measures can be taken by conducting research on the potential disaster-prone areas based on the impact of disasters that have occurred in the region. This study utilized data from 430 villages (2019-2022), considering 6 disaster impact parameters, including the number of disaster events, casualties, affected houses, affected land, material losses, and facility damage. The objective was to identify the vulnerability level of villages using the K-Means Clustering method. The optimal number of clusters was validated using the Davies Bouldin Index (DBI), and the data mining process followed the CRISP-DM standard. The trial results indicated that the optimal number of clusters is k=3. Cluster analysis revealed that Cluster 1 (3 villages) experienced more significant disasters, causing more damage to houses and land; Cluster 2 (17 villages) faced disasters with significant casualties, while Cluster 3 (410 villages) experienced disasters with the lowest impact.
Co-Authors Abdul Muhsyi Agung Nugroho Ahmad Adil Faruqi Al Huda, Muhammad Iqbaluddin Ali Rahman Wibisana, Hafid Amalia, Astrifidha Rahma Ananta, Ahmadi Yuli Angga Aditya Indra Wiratmaka Anggraini, Serly Anita Ivianti Annisa Taufika Firdausi Annisa Taufika Firdausi Arief Prasetyo Atiqah Nurul Asri Batubulan, Kadek Suarjuna Budiarti, Arry Budiarti, Mahanani Nur Bulan, Novita Putri Dianti, Amelia Dika Rizky Yunianto Dimas Firman AL-Hafiidh Donavan, Khasadika Dwi Puspitasari Ekojono Ekojono Ekojono, Ekojono Elok Nur Hamdana Endah Septa Sintiya Erfan Rohadi Fahmy Ainun Nazilla Faisal Rahutomo Faishal Rahutomo Faruqi, Ahmad Adil Gaghana, Geo Alfriza Hapsari, Ratih Indri Haris Setiyono Ika Kusumaning Putri Indra Wiratmaka, Angga Aditya Iqbal Alfahmi, Muhammad Balya Irawan, Ferry Buyung Bakhtiar Irvan Wahyu Nurdian Islamiyah, Khalimatul Ivianti, Anita Khalimatul Islamiyah Khansa, M. Roid Billy Khasadika Donavan Mahanani Nur Budiarti Mamluatul Hani’ah Mardiana, Aida Milati Maulidia, Irma Millenia Rusbandi Mochamad Panggih Nirwanto Mufidah, Nursita Al Muhammad Afif Hendrawan Muhammad Alfahmi Nazilla, Fahmy Ainun Nirwanto, Mochamad Panggih Novia Puspitasari Nugraeni, Arin Kistia Nur Khozin Nurdian, Irvan Wahyu Nursita Al Mufidah Nurudin Santoso Odhitya Desta Odhitya Desta Triswidrananta Odhitya Desta Triswidrananta Pangestu Nur Mirzha Pramana Yoga Saputra Pramudhita, Agung Nugroho Rahmad, Cahya Rahmadhany, Tahta Reza Rahman, Muhammad Arif Rakhmat Arianto Ridwan Rismanto Rokhman, Syaiful Rosa Andrie Asmara Rudy Arianto, Rudy Rudy Ariyanto Rusbandi, Millenia Santoso, Nurudin Saputra, Zainal Ulu Prima Sholiha, Afifah Syaiful Rokhman Tahta Reza Rahmadhany Taufika Firdausi, Annisa Thalia Amira Rifda Usman Nurhasan Vipkas Al Hadid Firdaus Vivi Nur Wijayaningrum Vivin Ayu Lestari Wibowo, Rahmat Catur Widito, Sasmojo Wijanarko, Eko Setio Yan Watequlis Syaifudin Yogi Kurniawan Yuri Ariyanto Yushintia Pramitarini Zakaria, Arief Syukron Zanuar Hanif Rachmat Adi