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All Journal International Journal of Electrical and Computer Engineering Dinamika Hukum Jurnal Pendidikan dan Pembelajaran Khatulistiwa (JPPK) TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Indonesian Journal of Electrical Engineering and Informatics (IJEEI) Bulletin of Electrical Engineering and Informatics Sinergi Journal Industrial Servicess Setrum : Sistem Kendali-Tenaga-elektronika-telekomunikasi-komputer ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika Bulletin of Electrical Engineering and Informatics Proceeding of the Electrical Engineering Computer Science and Informatics PROtek : Jurnal Ilmiah Teknik Elektro Elektum : Jurnal Teknik Elektro Educatio IKRA-ITH ABDIMAS Jurnal Kreativitas PKM Indonesian Journal of Education and Mathematical Science Jurnal Listrik, Instrumentasi, dan Elektronika Terapan PAMALI: Pattimura Magister Law Review Indonesian Journal of Advanced Research (IJAR) Jurnal Rekayasa elektrika Jurnal Pengabdian Dinamika
Teguh Firmansyah
Universitas Sultan Ageng Tirtayasa
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Other

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Journal : Sinergi

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Implementation of wavelet method and backpropagation neural network on road crack detection based on image processing Alfanz, Rocky; Fahrizal, Rian; Utomo, Tegar Priyo; Firmansyah, Teguh; Muhammad, Fadil; Muztahidul, Islam Md
SINERGI Vol 28, No 3 (2024)
Publisher : Universitas Mercu Buana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/sinergi.2024.3.005

Abstract

Road crack detection is critical to road infrastructure maintenance, requiring sophisticated and accurate approaches. This research explores the utilization of a combination of Wavelet and Convolutional Neural Network (CNN) methods to improve efficiency and accuracy in detecting cracks in road images. The wavelet method was chosen for its capability to capture information at different scales, enabling improved feature extraction. Meanwhile, CNN was utilized to comprehend the spatial context and tackle image complexity. The research involves several stages, including data collection, pre-processing, decomposition using the Wavelet method, forming of the CNN architecture model, training, testing, and evaluating the result. The tested images involve three main types of cracks: alligator, linear, and images without cracks. The testing results show that the developed model is capable of classifying cracks with an F1-score of 0.96, recall of 0.96, and precision of 0.96. In real-time detection of road cracks, the testing obtained an F1-score of 0.84, recall of 0.92, and precision of 0.77. This research contributes to the advancement of road crack detection technology by leveraging the capabilities of Wavelet and CNN, enhancing the accuracy and efficiency of crack detection in road maintenance.
Co-Authors Achmad B. Fathoni Agus S. Tamsir Ahendyarti, Ceri Ali Abdurrazaq Andriono, Eko Anggoro S. Pramudyo Annisa Sucianti Nurliany Apriliani, Izza M Aunurrahman Aunurrahman Awang Ferawan Azlan Osman Bonieta Dwi Lestari Bonieta Dwi Lestati Dhevyanto, Benny Dian Widi Astuti, Budi Irawan Prima Putra, Dian Widi Astuti, Didik Aribowo Djemari Mardapi Eddy Afrianto Endi Permata Fajar Nugroho, Tri Hendarto Fauzan, Fikran Fakhry Feti Fatonah Gatot Kuswara, Gatot Gunawan Wibisono Gunawan Wibisono Halida Halida Hamzah Hamzah Haratua Tiur Maria Silitonga Haykal, Salman Daffa Herudin Herudin Herudin Herudin, Herudin Husnibes Muchtar Ibrahim Nawawi Imamul Muttakin Indra Surjati Indra Surjati Irma Saraswati Iznan H. Hasbullah Karolina, Venny Krisdiana Krisdiana, Krisdiana Lydia Sari M. Iman Santoso Muchamad Rifki Nuryanta Muchamad Yunus Muh Wildan Muhammad Harits Saifulloh Muhammad Harits Saifulloh Muhammad Ikhsan Apriadi.H Muhammad Sadikin Muhammad, Fadil Muztahidul, Islam Md Nita Junita Nita Junita Nourmayansa Vidya Anggraini Noviana Prima Purnomo S. Priambodo Purnomo, Sabdo R. Deiny Mardian Wijayapraja Rahayu, Sang Ayu Putu Ri Munarto Rian Fahrizal Rian Sofhan RIYANDIKA, RIZKY Rocky Alfanz, Rocky Rohmadi Rohmadi romi wiryadinata Saputra, Errix Dwi Serri Hutahaean Sianipar, Juan Ronaldo Siswo Wardoyo Soenarto Soenarto Supriyanto Praptodiyono Supriyanto Supriyanto Suryadi Suryadi Syah Alam Syah Alam Syah Alam Taufiq A. Kurniawan Toto Supriyanto Tristan, Jose Immanuel Utomo, Tegar Priyo Vionita Apriliana Vionita Apriliana Wahyuni Martiningsih, Wahyuni Wildan, Muh. Windu Prasetyo, Windu Wiyono Wiyono Yuli Kurnia Ningsih Zahidah - Zahriladha Zakaria