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All Journal JURNAL ILMIAH PENDIDIKAN FISIKA AL BIRUNI Teknisia JOIV : International Journal on Informatics Visualization Jurnal Qua Teknika KURVATEK Aviation Electronics, Information Technology, Telecommunications, Electricals, Controls (AVITEC) G-Tech : Jurnal Teknologi Terapan DEVICE Jurnal Penelitian Inovatif Indonesian Community Journal Aptekmas : Jurnal Pengabdian Kepada Masyarakat JITU (Jurnal Ilmiah Teknik Unida) International Journal of Hydrological and Environmental for Sustainability Journal of Community Service JOMPA ABDI: Jurnal Pengabdian Masyarakat Jurnal Ekonomi dan Bisnis STORAGE: Jurnal Ilmiah Teknik dan Ilmu Komputer Prosiding Seminar Nasional Rekayasa Teknologi Industri dan Informasi ReTII Sewagati Jurnal Pengabdian Masyarakat Bangsa GEMBIRA (Pengabdian Kepada Masyarakat) Masyarakat: Jurnal Pengabdian
Sely Novita Sari
Institut Teknologi Nasional Yogyakarta
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Journal : JOIV : International Journal on Informatics Visualization

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Data Clustering for Identification of Building Conditions Using Hybrid Multivariate Multinominal Distribution Soft Set (MMDS) Method Rohmat Saedudin; Iwan Tri Riyadi Yanto; Avon Budiono; Sely Novita Sari; Mustafa Mat Deris; Norhalina Senan
JOIV : International Journal on Informatics Visualization Vol 6, No 2 (2022)
Publisher : Politeknik Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/joiv.6.2.986

Abstract

Identifying building conditions for user safety is an urgent matter, especially in earthquake-prone areas. Clustering buildings according to their conditions in the categories of danger, vulnerable, normal, and safe is important information for residents and the government to take further action. This study introduces a new method, namely hybrid multivariate multinomial distribution with the softest (MMDS) in working on the process of clustering building conditions into the most appropriate category and comparable to the condition data presented in the building data set. Research using the MMDS method is very important to map the condition of existing buildings in an area supported by available data sets. The results of the measurements carried out can provide information related to the building index and were clustered based on the index value of the condition of the building. The dataset used in this study is data on school buildings in the West Java region. There are 286 school building data with four condition parameters: foundation, concrete reinforcement, easel pole, and roof. From existing data and defined condition parameters, buildings can be classified accurately and in proportion to the facts on the ground. This study also compared the proposed method, MMDS, with the baseline method, namely Fuzzy Centroid Clustering (FCC) and Fuzzy k-means Clustering (FKC). The results show that the proposed method is superior to the baseline method with a faster processing time
Co-Authors Adam Sulton Afredo Tubur, Hasi Albani Musyafa, Albani Alfinur Insaniyati Umi Sa'adah Alwarizi, Fahrol Amir Machmud Amir Machmud, Amir Andary, Fauziah Andrea Sumarah Asih Andri Daeng Salimung Anggi Hermawan Ardian, Oggi Heical Ariza Tiara Ramadhanti Astuti Umasugi Avon Budiono Bagus Gilang Pratama Bagus Gilang Pratama, Bagus Gilang Bere, Gracensia Bismoko Rahadrian Suseno Cengiz, Korhan Chandra Wahyu Herbyanto Clara Anggreini Ines Benge Dandi Pramono Payungan Dandi Pranomo Darlahanus, David Dian Nurcahyani Dika, Resa Priya Do’o, Ricko Rivaldo Ruben Fahrul Nurfajri Mokoagow Fandanu Firdyan Syah Faturrahman Jahrun Trumpi Filipus Alfriyadi Junaidi Filipus Alfriyadi Junaidi Fitri Nugraheni Fitri Nugraheni Grito, Mortalesel Hadi Riswanto, Teguh Hafid, Anggun Abdul Ibnu Rianto Ilham Mopio Ilham Mopio Ilham Nawawi Ircham Iwan Tri Riyadi Yanto Iwan Tri Riyadi Yanto, Iwan Tri Riyadi Jesika Dekrita Uan Joko Prasojo Joko Prasojo Kartika, Erawati Khairul Mahbubi Khalid S Ridwan Kota, Reynaldus Sean Kristin Yunita Mokoagow, Fahrul Nurfajri Muhammad Hanif Jufri Muhammad Rizky Fajar Mustafa Mat Deris Musyafa', Albani Mutiara Pasande Surugallang Nanda Ramadhani nico siliansyah Norhalina Senan Oggi Heical Ardian Oggi Heicqal Ardian Oni Yuliani Oni Yuliani Ozyurt, Basak Putri Jea, Maria Carvallo Rahmad Junaidi, Rahmad Rahmatullah Gafar kahar Ramadhani, Fauziah ratih dwi indrajad ratih Ratna Kartikasari Rd. Rohmat Saedudin Regita Gusttriana Ricko Rivaldo Ruben Do’o Ridayati Ridayati Riswan Rizal Maulana Rizal Maulana Rizal Maulana, Rizal Rizky Tri Astuti Rizqi Prastowo Sa’adah, Alfinur Insaniyati Umi Sabila, Yusrina Nur Amalia Sabrina Putri Puspitasari Sarwidi Sarwidi Sarwidi, Sarwidi Setya Winarno sianturi, faldi daud suiyoso Silfia Dwi Putri Sogar, Aris Umbu Soru Sulton, Adam Syach Reza Fachlevi Syamsul Arifin Tedy Kurniawan Topac, Tuna triwuryanto Triwuryanto Triwuryanto Triwuryanto Veronica Diana Anis Anggorowati wahyu anisa dwi bekti Yobel, Felix Yulius Wijanarko Zulkahhar Ariga