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Abdul Rochim
Fakultas Kedokteran Gigi Universitas Jember
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Journal : Advance Sustainable Science, Engineering and Technology (ASSET)

 1 
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 Adzka, Muhammad Afrianda, Khavids Afriani, Ade AGUSTIN, DWI Ahmad Maulidizen Aini, Saqofa Nabilah Akbar, Sandy Al Mukarom, Su'udi Antonius Antonius Antonius Ardi Kurniawan Ari Sentani, Ari Astuti, Meilinda Dwi Aufi, Irwan Azhari Julian, Fajar Bimantoro, Leo Brilyant, Rifqi Darmawan, Rachmat Eko Sujarwanto Eliyawati, Rini Endang Suprapti Fachry Abda El Rahman Fauzi, Mukh ”˜Allaam Hadicara, Danang isna, muhamamd aziz Julian Azhari, Fajar Julian, Fajar Azhari 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 Fahmi Mohammad Hamsal Muamar Khadafi, Muamar Muchtar, Abdul Haris Muhammad Andri Muhammad Zikril Hakim, Ade Mujahidin, Pratama Rizki Mujiyem Sapti Mulyadi Mulyadi 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 Rachmayani, Novianti Raharjo, Oky Fauzi Raharjo, Slamet Putro Sandha Soemantri, Sandha Sangaji, Anton Setiawan, Muhamad Febri Slamet Imam Wahyudi, Slamet Imam Soedarsono . Sudarmanti, Sudarmanti Sujoko Winanto, Sujoko Sulistyo, Juny Andry Sumirin Sumirin Sunardi Sunardi Supriyono Supriyono Suyudi, M. Syahril Taufik Tullah, Rahmat Umi Rahayu, Umi Wawan Kurniawan Yogi Oktopianto Yulia, Nur Arini