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All Journal The Indonesian Journal of Business Administration Jurnal Teknik Sipil dan Perencanaan PHENOMENON STOMATOGNATIC- Jurnal Kedokteran Gigi Insisiva Dental Journal : Majalah Kedokteran Gigi Insisiva Phenomenon : Jurnal Pendidikan MIPA Wahana Teknik Sipil: Jurnal Pengembangan Teknik Sipil JURNAL PROFESI KEGURUAN Pondasi Journal of Advanced Civil and Environmental Engineering Science and Physics Education Journal (SPEJ) Educatio BENTANG : Jurnal Teoritis dan Terapan Bidang Rekayasa Sipil Portal: Jurnal Teknik Sipil JURNAL INOVASI PENDIDIKAN MATEMATIKA (JIPM) Jurnal Sisfotek Global Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Jurnal Sosial dan Teknologi Jurnal Ilmiah Wahana Pendidikan Journal of Student Development Informatics Management (JoSDIM) Public Administration Journal (PAJ) Journal of Law, Poliitic and Humanities Jurnal Penelitian Rumpun Ilmu Teknik Jurnal Ilmiah Sultan Agung Science and Education Journal JIeTri : Journal of Industrial Engineering Tridinanti Advance Sustainable Science, Engineering and Technology (ASSET)
Abdul Rochim
Fakultas Kedokteran Gigi Universitas Jember
Religion Arts Humanities Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Transportation Other

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Journal : Advance Sustainable Science, Engineering and Technology (ASSET)

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An Artificial Neural Network Approach for Predicting Pavement Distress: A Case Study Toward Sustainable Road Maintenance Yogi Oktopianto; Antonius; Rochim, Abdul
Advance Sustainable Science Engineering and Technology Vol. 7 No. 3 (2025): May - July
Publisher : Science and Technology Research Centre Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v7i3.2133

Abstract

The Surface Distress Index (SDI) is a crucial parameter to consider when determining road conditions as part of an effective maintenance strategy. This study aims to develop an SDI prediction model using road surface distress data to enhance maintenance planning. The developed Artificial Neural Network (ANN) model resulted in an optimal structure with two hidden layers comprising 6 neurons and 4 neurons, respectively. The model was trained using two years of surface distress data collected from 40 road sections managed by the city’s road maintenance division. Variables used included Composition, Condition, Depression, Patches, Damage types, Crack Area, and Crack Width. The results demonstrated high accuracy in predicting SDI, with model performance achieving an R² of 0.87. This model can be applied to optimize the efficiency of road maintenance strategies.
Co-Authors ., Adhar A.A. Ketut Agung Cahyawan W Ade saputra ADI FITRA Afrianda, Khavids Afriani, Ade AGUSTIN, DWI Akbar, Sandy Al Mukarom, Su'udi Antonius Ardi Kurniawan Ari Sentani, Ari Astuti, Meilinda Dwi Aufi, Irwan Bimantoro, Leo Eliyawati, Rini Fauzi, Mukh ‘Allaam Hadicara, Danang isna, muhamamd aziz Julian Azhari, Fajar Juni Gultom Karlinasari, Rinda Kartono Wibowo, Kartono Koswara, Dede KURNIAWAN, RENDRA NURRAMADHAN Kusrin Laila, Azzah Nor Lisa Fitriyana, Lisa Maharani, Ifa Agustin Maryadi, Deri Mohammad Hamsal Muamar Khadafi, Muamar Muhammad Zikril Hakim, Ade Mujahidin, Pratama Rizki Mujiyem Sapti Mulyana, Andri Mustafa, Siti Maisaroh Muti, Ahmad Mutohar, Ahmad Umar Niam, Mohamad Faiqun Nugraheni, Desi Wulan Nugroho, Akmal Fikri Pratikso Pratikso Pratikso Pratikso, H Putra, Sahal Priyono Rachmat Mudiyono, Rachmat Raharjo, Oky Fauzi Raharjo, Slamet Putro Setiawan, Muhamad Febri Slamet Imam Wahyudi, Slamet Imam Soedarsono . Sudarmanti, Sudarmanti Sulistyo, Juny Andry Sumirin Sumirin Sunardi Sunardi Supriyono Supriyono Syahril Taufik Tullah, Rahmat Umi Rahayu, Umi Wawan Kurniawan Yogi Oktopianto