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All Journal International Journal of Power Electronics and Drive Systems (IJPEDS) IAES International Journal of Artificial Intelligence (IJ-AI) International Journal of Reconfigurable and Embedded Systems (IJRES) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Techno.Com: Jurnal Teknologi Informasi MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Bulletin of Electrical Engineering and Informatics DINAMIKA DOTCOM Jurnal EECCIS Jurnal Teknologi Informasi dan Ilmu Komputer Journal of ICT Research and Applications Jurnal Edukasi dan Penelitian Informatika (JEPIN) Proceeding SENDI_U PROCEEDING IC-ITECHS 2014 JOIV : International Journal on Informatics Visualization Jurnal Aplikasi Teknologi Pangan International Conferences SDGs 2030 Challenges and Solutions Communications in Science and Technology Dinamisia: Jurnal Pengabdian Kepada Masyarakat JTAM (Jurnal Teori dan Aplikasi Matematika) Jurnal Sinergitas PkM & CSR ENGLISH JOURNAL International Journal of Community Service Learning WIDYA LAKSANA RESISTOR (Elektronika Kendali Telekomunikasi Tenaga Listrik Komputer) Journal of Information System, Applied, Management, Accounting and Research Indonesian Journal of Electrical Engineering and Computer Science Community Development Journal: Jurnal Pengabdian Masyarakat English Journal Jurnal Jaringan Telekomunikasi Jurnal Pengabdian Polinema Kepada Masyarakat Prosiding Konferensi Nasional PKM-CSR Jurnal Nasional Teknik Elektro dan Teknologi Informasi Indonesian Journal Of Educational Research and Review TRANSFORMATIONAL LANGUAGE, LITERATURE, AND TECHNOLOGY OVERVIEW IN LEARNING (TRANSTOOL) Journal of Scientific Research, Education, and Technology Jurnal ELTEK Prosiding Seminar Nasional Pengabdian Masyarakat JPM Pambudi Jurnal Pengabdian Kepada Masyarakat
Moechammad Sarosa
Politeknik Negeri Malang
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Journal : JOIV : International Journal on Informatics Visualization

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Assessment of Post-Disaster Building Damage Levels Using Back-Propagation Neural Network Prediction Techniques Wibowo Almais, Agung Teguh; Fajrin, Rahma Annisa; Naba, Agus; Sarosa, Moechammad; Juhari, Juhari; Susilo, Adi
JOIV : International Journal on Informatics Visualization Vol 9, No 3 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.3.2711

Abstract

Indonesia is susceptible to natural disasters, with its geographical location being one of the contributing factors. To mitigate the harmful effects of natural catastrophes, a disaster emergency response must be undertaken, consisting of steps taken immediately following the event. These operations include rescuing and evacuating victims and property, addressing basic needs, providing protection, and restoring buildings and infrastructure. Accurate data is required for adequate recovery after a disaster. The Badan Penanggulangan Bencana Daerah (BPBD) oversaw disaster relief efforts, but faulty damage assessments slowed restoration. Surveyor subjectivity and differing criteria result in discrepancies between reported damage and reality, generating issues during the post-disaster reconstruction. The objective of this study is to develop a prediction system to measure the extent of damage caused by natural disasters to buildings. The five criteria that decide the level of building damage after a disaster are building conditions, building structure condition, physical condition of severely damaged buildings, building function, and other supporting conditions. The data used are from the BPBD of Malang city from 2019 to 2023. This system would allow surveyors to make speedy and objective evaluations. Five different models were tested using the Neural Network Backpropagation approach. Model A2 produces the highest accuracy of 93.81%. A2 uses a 40-38-36-34 hidden layer pattern, 1000 epochs, and a learning rate 0.1. These findings can lay the groundwork for advanced prediction models in post-disaster building damage evaluation research.
Co-Authors A. Mifta Haerat A. S. Ahmad A. S. Noer AA Sudharmawan, AA Abdul Muqit Achmad Sjaifullah Adhisuwignjo, Supriatna Adi Susilo Agung Teguh Wibowo Almais Agus Naba Aisah Aisah Aisah Aisah Aji Seto Arifianto Akhlis Rizza, Muhammad Aly Imron Amalia Eka Rakhmania Amalia Eka Rakhmania Amanda, Tiara Estu Aris Budianto, Aris Atiqah Nurul Asri Ayatullah, Mohamad Dimyati Ayu Sulasari Azhima, Silmi Ath Thahirah Al B. Riyanto Begum Nabiila Betari , Asa Wisesa Bima Eka Samudra Cahyani, Hilda Calvin Andika Pratama D.J. Djoko H. Santjojo Dede Ropik Yunus Dedy Harto Devi Khanthi Dwi Bhakti Dewi Purwati Dimas Firmanda Al Riza Dimas Wahyu Wibowo Dodit Suprianto Eka Adhitya Dharmawan Ekananda Sulistyo Putra Elta Sonalitha Erni Yudaningtyas Fahmi, Ichsan Faisal Rahutomo Fajrin, Rahma Annisa Fengky Adie Perdana, Fengky Adie Fredy Windana Ghiaska Nabilah Witka Hadi Suyono Hadiwiyatno Hadiwiyatno Hanayeen, Nadia Hapsari, Ratih Indri Hariyadi, Aad Harsanti, Winda Hayatun Nufus Henny Purwaningsih Herman Tolle Hilmy Bahy Hakim Hudiono Hudiono Isa Mahfudi Juanda, Enjang Akmad Juhari Juhari, Juhari Kristina Widjayanti, Kristina Kusumawardani, Mila Lestari, Pritantina Yuni Lia Agustina Lis Diana Mustafa M. Aziz Muslim M. Nanak Zakaria, M. Nanak Ma'rifah, Puteri Nurul Mariya Al Qibtiya Mentari Tika Putri Ningrum Mila Kusumawardhani Mochammad Junus Mochammad Taufik Moh. Abdullah Anshori Muh Bambang Purwanto Muhammad Aziz Muslim Muhammad Ridwan Mujib Ridwan Muna, Nailul Nailul Muna Nila Alia Nouval , Alvin Noviatus Solekhah, Noviatus Nurafni Eltivia Nuraini, Salsabila Andhika Nurdin, Muhammad Nurdin Rosyidi Nurul Fahmi Arief Hakim Nurul Hidayati Nurul Hidayati Onny Setyawati Paulus Lucky Tirma Irawan Peruzzi, Erico Purnomo Budi Santoso Purnomo Budi Santoso Putri Elfa Mas'udia Putri Elfa Mas'udia Putri Elfa Mas’udia Putri Elfa Masudia Putri Elfa Mas`udia Putri Elfa Mas’udia Putri Elfa Mas’udia Putri Elfa Mas’udia Putri, Fidia Sabilla Rachmad Saptono Ratna Ika Putri Ribka Inestya Simanungkalit Roisatin, Umi Anis Romadlon, Shofiyul Irchami Rr Rachmawati Rr Rachmawati Rulianah, Sri Safitri, Isnaini Nur Sahriar Hamza Sakinah, Yanik Lailinas Sapto Wibowo Saputra, Dede Irawan Sari, Zamah Sari, Zamah Selviana, Vuvut Septarina, Amalia Agung Septriandi Wirayoga Setiawan, Ardian Wahyu Sri Widoretno Stania, Ummi Rizki Alfi Sugeng Hariyanto Suhari Suhari Suhari, Suhari Suprapto Suprapto Sussy Susanti Suyono, Achmad Suyono, Hadi Syani, Syafika Shalshabilla Tridon Yang Astami Umi Anis Roisatin Usman Zulhijah Muhamma6 Wahyu Bambang Try Atmaja Waluyo Waluyo Waluyo Waluyo Waluyo Widjajanti, Kristina Wijaya, Mokhamad Hadi Wijayanti, Rieke Adriati Winendra, RR Sekar Ayu Devi Wiyono Wiyono Yani Ratnawati Yulianto Yulianto Yunia Mulyani Azis Yunia Mulyani Azis Zamah Sari Zamah Sari