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Journal : Building of Informatics, Technology and Science

Sistem Identifikasi Cerdas: Integrasi IOT dengan YOLOv8 Untuk Identifikasi Visual Kerusakan Dinding Bangunan Kamdan, Kamdan; Somantri, Somantri; Rohmat, Satria Rizki; Gumelar, Agung; Kharisma, Ivana Lucia
Building of Informatics, Technology and Science (BITS) Vol 7 No 2 (2025): September 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i2.7882

Abstract

Damage to non-structural building elements, particularly walls, can serve as an early indicator of more serious structural issues. Manual crack identification is often time-consuming, subjective, and lacks consistency. This study develops an automated identification system based on computer vision using the YOLOv8 architecture, integrated with Internet of Things (IoT) technology through the ESP32-CAM device. The system is designed to visually detect and classify wall damage into light, moderate, or severe categories based on field-captured images. The model was trained and evaluated using the confusion matrix metric to assess its classification performance. The test results show that the system achieved a solid performance with an mAP@50 score of 0.822 and a stricter mAP@50-95 score of 0.522, indicating the system’s strong capability in detecting damage objects with a good level of precision. The implementation of this system is expected to support building inspection processes in a more standardized, objective, and sustainable manner, and assist in decision-making regarding building maintenance and repair.
Co-Authors Adly Hakim Nasution Agung Nugraha Akhsani Nur Amalia Al Madina Al Qadri, Nada Hanifah Al-Islam, Baginda Raja Alamsyah, Fathi Ridwan Aldiansah, Aldiansah Andarista, Hilda Dian Andriyas Kurniawan, Wahyu Anggrainy, Nur Evira Anne Friday Safaria Ardimansyah, Dendi Arifin, Pipin Zaenal Asri Mulyani Aulia, Wafa Gaida Azhar, Khairul Azhari, Ridho Banowati, Rika Br.Sembiring Dalia Sukmawati Dany Try Hutama Hutabarat Delima, Helena Putri Dellina Bella Azahra Desyandri Desyandri Dewi Tresnawati Dodi Mulyadi Dyas, Diandra Mustikaning Edidas , Edidas Fadillah, Alaudo Bertnatdo Faisal, Ridwan Nur Fajar Puniman Fajri, Surya Faridah, Nela Nur Fauziah, Raya Maurina Firdaus, Raden Syaban Gilang Arbiansyah Harahap, Rabiah Z. Himawan Hadi Sutrisno, Himawan Hadi Ikhwan Dzaky Bima Alwi IRWANTO Ivan Prayoga Jejen Suryana Kadir, Muhammad Jurhadi Kamdan Khairani, Siti Miftha Kharisma, Ivana Lucia Kikan Abdi Negara Listriani, Lilis Lorensa, Sasha Luthfita Khalisah Nst Maharani, Ajeng Mansyur, Zulkifli Maya Destriani Meilan Widianti Sari Mhd Rifki Muchlas Taufik Muhammad Rafi Yudhaputra Munir Munir, Munir Mustaatinah, Tutin Nabila, Hana Nanda, Rizki Aulia Nasrudin, Rudi Nela Nur Faridah Nugraha, Hari Din Nuraisah, Tintin Nurwijayanti Oktavian, Gilang Anhari Padila, Nurul Pandu Winata Pramono, Azhar Aulia Pratama, David Pratama, Yogi Prayoga, Hardi Raihan Ikhlasul Amal Ramdhani, Nabila Aprilia Rani Anggrainy RANI RANI, RANI Rizky Nurochman Rohmat, Satria Rizki Romi Yusnandar Rusdi Rusdi Ruspa, Rena Salsa Belladinna Putri Utami Salsabillah, Syifa Ananta Santy Anggrainy Simbolon SARI, DINA PUSPITA Simbolon, Santi Angriany Sinaga, Muhammad Sakha Solihin, Dede Somantri, Somantri Sopian, Alpi SRI RAHAYU Sumaga, Andika Suwandy, Mochamad Riefky Rafliana SYAHMINAR Syahrudin, Rido Tamaulina Br Sembiring Tristan, Dempi Rengga Utami, Salsa Belladinna Putri Vira Syahrani Rahayu Virzza Rahmaliyadi Yudhanegara, Darmawan Yumeina, Fariha Faza Zihan Fitria Azzahra