Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Sinergi

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 Absori Absori Adnan Adnan Ahendyarti, Ceri Aidul Fitriciada Azhari Alhakim, Muhammad Farhan Alshazil, Renata Seikh Amal Arfan, Amal Amalia, Maulidia Khairada Anang Setiawan Andriansyah, Faisal Anward, Aliy Arivin Aprilianti, Dwi Aris Munandar Asdar Ashabul Kahfi, Ashabul Ashdaq, Muhammad Asmirani, Sri Asriha Kurnia Utami Aulia, Wulan Bambang Tjatur Iswanto, Bambang Tjatur Basri Basri Burhamzah, Rahmat Chrisna Bagus Edhita Praja Chyntia Devi, Made Putri Dakum, Dakum Devin, Firdi Dharma Panji Pratama, Yulio Eriyani, Reni Nur Erwatul Fajar, Andi Faiha Alya Febriyanti, Feby Habib Muhsin Syafingi Hapiz, Mutiara Haq, Aqamal Hasriadi Heniyatun Herdiana, Dian Hidayat, Rara Saphira Husni Mubarak Husni, Tiara Chintya Imamul Muttakin Irwansyah Sukri Isnaini, Arfian Zhulfia Jaudah, Tsuroyyaa Maitsaa’ Josafat Gracia Ginting Khafi, Syasabila Lia Yulia Budiarti Lovely Lady Maitsaa’ Jaudah, Tsuroyyaa Majiding, Nurul Chalisa Masjudin Maulana, Muhammad Hilman Maulida, Isda Mochammad Imron Awalludin Muharni, Yusraini Muhiddin Palennari Mutmainah, Mutmainah Muztahidul, Islam Md Nafilah, Nada Ningsih, Selly Kudrati Nur Isra' Ahmad Nurhayani, Ulfa Nurwendari, Weny Pamungkas, Seno Aji Pane , Miftah Kharidah Patima, Khusnul Praja, Chrina Bagus Editha Prastyo, Prihartanto Krisna Dwi Pratama, Novan Wisnu Puji Sulistyaningsih Purba, Erny Luxy Qotrunnada, Tiara Rafli Rais, Ahmad Ramadania, Redinta Rangkuti, Muhammad Yunus Rian Fahrizal Rini Herliani Rocky Alfanz, Rocky Rusmawati, Angger Safaana, Aurora Saputra, M.Khalid Fredy Savitri, Ratih Septia, Livia Pijar Shaafia, Amanda Sibarani, Choms Gary Ganda Tua Siswo Wardoyo Siti Aliyah Siti Khodijah Sitompul, Andreas Jones R Sofian, Muhamad Suciana, Annisa Suharso Suharso Supriadi Supriadi Syahrif, Airul Teguh Firmansyah Tenri Sayu Puspitaningsih Dipoatmodjo Utami, Sintowati Rini Utomo, Tegar Priyo Uzrah, Jaiysul Valentino Aris, Valentino Wibowo, Risky Ari wulan, Sarinah sri Yulia Kurniaty