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All Journal JURNAL ILMIAH PENDIDIKAN FISIKA AL BIRUNI Teknisia JOIV : International Journal on Informatics Visualization Jurnal Qua Teknika KURVATEK Aviation Electronics, Information Technology, Telecommunications, Electricals, and Controls (AVITEC) G-Tech : Jurnal Teknologi Terapan DEVICE Indonesian Community Journal Aptekmas : Jurnal Pengabdian Kepada Masyarakat JITU (Jurnal Ilmiah Teknik Unida) International Journal of Hydrological and Environmental for Sustainability Journal of Community Service JOMPA ABDI: Jurnal Pengabdian Masyarakat Jurnal Ekonomi dan Bisnis JUSTER: Jurnal Sains dan Terapan STORAGE: Jurnal Ilmiah Teknik dan Ilmu Komputer Prosiding Seminar Nasional Rekayasa Teknologi Industri dan Informasi ReTII Sewagati Jurnal Pengabdian Masyarakat Bangsa GEMBIRA (Pengabdian Kepada Masyarakat) Masyarakat: Jurnal Pengabdian Jurnal Gerakan Edukasi dan Masyarakat Nusantara (GEMANUSA)
Sely Novita Sari
Institut Teknologi Nasional Yogyakarta
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Classification Based on Artificial Neural Network for Regency Road Maintenance Priority Bagus Gilang Pratama; Sely Novita Sari; Oni Yuliani
Aviation Electronics, Information Technology, Telecommunications, Electricals, and Controls (AVITEC) Vol 7, No 3 (2025): November (Special Issue)
Publisher : Institut Teknologi Dirgantara Adisutjipto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.28989/avitec.v7i3.3056

Abstract

The priority classification of road maintenance is an important issue in regional infrastructure management. This study developed a classification model based on Artificial Neural Network (ANN) to determine the priority of district road maintenance automatically based on actual condition data. The data covered 141 road sections, reduced from 15 to 9 main variables using Principal Component Analysis (PCA), and normalized with the Min-Max Scaler. The ANN model consists of 10 input neurons, 30 hidden neurons, and 5 priority class outputs. The data is divided in a 55-15-35 ratio for training, validation, and testing. The model produces 92% accuracy, 91.7% accuracy, 90.4% recall, and 90.9% F1-score. These findings demonstrate the reliability of ANN in multi-class classifications to support more efficient road maintenance decision-making. The novelty lies in the integration of actual field data, multi-criteria classification, and the application of ANN in the context of complex and underexplored district roads in the literature.
Co-Authors Adam Sulton Afredo Tubur, Hasi Albani Musyafa Alfinur Insaniyati Umi Sa'adah Alwarizi, Fahrol Amir Machmud Amir Machmud, Amir Andary, Fauziah Andrea Sumarah Asih Andri Daeng Salimung Anggi Hermawan Annisa Fauziah Ardian, Oggi Heical Ariza Tiara Ramadhanti Astuti Umasugi Avon Budiono Bagus Gilang Pratama Bagus Gilang Pratama, Bagus Gilang Basak Ozyurt Bere, Gracensia Bismoko Rahadrian Suseno Chandra Wahyu Herbyanto Clara Anggreini Ines Benge Dandi Pramono Payungan Dandi Pranomo Darlahanus, David Dian Nurcahyani Dika, Resa Priya Do’o, Ricko Rivaldo Ruben Fahrul Nurfajri Mokoagow Fandanu Firdyan Syah Faturrahman Jahrun Trumpi Filipus Alfriyadi Junaidi Filipus Alfriyadi Junaidi Fitri Nugraheni Fitri Nugraheni Fitri Nugraheni Grito, Mortalesel Hadi Riswanto, Teguh Hafid, Anggun Abdul Ibnu Rianto Ilham Mopio Ilham Mopio Ilham Nawawi Ircham Iwan Tri Riyadi Yanto Iwan Tri Riyadi Yanto Jesika Dekrita Uan Joko Prasojo Joko Prasojo Kartika, Erawati Khairul Mahbubi Khalid S Ridwan Korhan Cengiz Kota, Reynaldus Sean Kristin Yunita Luna Amadea Maharani Sudjatmiko Mokoagow, Fahrul Nurfajri Muhammad Hanif Jufri Muhammad Rizky Fajar Mustafa Mat Deris Musyafa', Albani Mutiara Pasande Surugallang Nanda Ramadhani Nanda Ramadhani nico siliansyah Norhalina Senan Nurcahyani, Dian Oggi Heical Ardian Oggi Heicqal Ardian Oni Yuliani Oni Yuliani Payungan, Dandi Pramono Putri Jea, Maria Carvallo Rahmad Junaidi, Rahmad Rahmatullah Gafar kahar Ramadhani, Fauziah ratih dwi indrajad ratih Ratna Kartikasari Rd. Rohmat Saedudin Regita Gusttriana Ricko Rivaldo Ruben Do’o Ridayati Ridayati Rizal Maulana Rizal Maulana Rizal Maulana, Rizal Rizky Tri Astuti Rizqi Prastowo Sa’adah, Alfinur Insaniyati Umi Sabila, Yusrina Nur Amalia Sabrina Putri Puspitasari Sarwidi Sarwidi Setya Winarno sianturi, faldi daud suiyoso Silfia Dwi Putri Siswahyudianto Sogar, Aris Umbu Soru Sophia Anwar Fayyal Jannah Sulton, Adam Syach Reza Fachlevi Syamsul Arifin Tedy Kurniawan triwuryanto Triwuryanto Triwuryanto Triwuryanto Tuna Topac Veronica Diana Anis Anggorowati wahyu anisa dwi bekti Yobel, Felix Yulius Wijanarko Zainul Arifin Zulkahhar Ariga