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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Intelligent Monitoring System on Prediction of Building Damage Index using Neural-Network Mardiyono Mardiyono; Reni Suryanita; Azlan Adnan
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 10, No 1: March 2012
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v10i1.773

Abstract

An earthquake potentially destroys a tall building. The building damage can be indexed by FEMA into three categories namely immediate occupancy (IO), life safety (LS), and collapse prevention (CP). To determine the damage index, the building model has been simulated into structure analysis software. Acceleration data has been analyzed using non linear method in structure analysis program. The earthquake load is time history at surface, PGA=0105g. This work proposes an intelligent monitoring system utilizing artificial neural network to predict the building damage index. The system also provides an alert system and notification to inform the status of the damage. Data learning is trained on ANN utilizing feed forward and back propagation algorithm. The alert system is designed to be able to activate the alarm sound, view the alert bar or text, and send notification via email to the security or management. The system is tested using sample data represented in three conditions involving IO, LS, and CP. The results show that the proposed intelligent monitoring system could provide prediction of up to 92% rate of accuracy and activate the alert. Implementation of the system in building monitoring would allow for rapid, intelligent and accurate prediction of the building damage index due to earthquake.
Co-Authors Adi, Muhammad Wahyu Prasetyo Afandi Nur Aziz Thohari Alifia Choirunnisa Alifia Choirunnisa, Alifia Amin, Fadillah Angga Wahyu Wibowo Astri, Nurul Fajrina Azlan Adnan Choirul Saleh Dimas Amarullah Endro Wasito Endro Wasito, Endro Evan Enza Rizqi Evan Enza Rizqi, Evan Enza Fahriah, Sirli Firdasari, Isna Fitriyani, Rizki Putri Hanung Prabowo, Hanung Hartini Hermawan, Romy Hestingsih, Idhawati Idhawati Hestingsih Idhawati Hestingsih, Idhawati Idhawati Hestiningsih Idhawati Hestiningsih Imam Hanafi Irwan Yanwari Islamiati, Yulia Khoirunnisa, Kamila Kuntardjo, Samuel Beta Kuntarjo, Samuel Beta Kurnianingsih Kurnianingsih, Kurnianingsih Kurnianingsih, - Kuwat Santoso Laelaningrum, Rully Indra Lestari, Yayuk Diyah Liliek Triyono Melyana Nurul Widyawati Muhammad Anif Muhammad Irwan Yanwari Muriana, Eviyati Aini Muttabik Fathul Lathief N, Ari Sriyanto Noor Muhammad Rizki Nurseno Bayu Aji Nurseno Bayu Aji, Nurseno Bayu Nurul Fajrina Astri Pahlevi, Khumaira Anin Aliya Parsumo Raharjo, Parsumo Prayitno Prayitno Prayitno PrismaLinda, PrismaLinda Rahardjo, Parsumo Reni Suryanita Rezky Febriani, Rezky Rizal Ady Pratama, Rizal Ady Rizqi, Evan Enza Rudiawan, Beni S, Dina Indrati D. Safitri, Zulfa Sahara, Takayuki Sakinah, Anisa Nur Santosa, Naufal Adli Santoso, Kuwat Slamet Handoko Sri Lestari, Novi Sugeng Ariyono, Sugeng Sukamto Sukamto Sukamto Sukamto Sumartono Sumartono Tri Raharjo Yudantoro Tri Raharjo Yudantoro Triyono, Liliek Wahyu Sulistiyo Wasito, Endro Wiktasari Wiktasari Wiktasari Wiktasari, Wiktasari Yanwari, M. Irwan Yanwari, Muhammad Irwan Yuntoro, Agung