Geographic Information System (GIS) For Road Repair Planning Prioritization Using Naive Bayes

Bintang Alamsyah, Herliyani Hasanah, Intan Oktaviani

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Prioritizing road infrastructure repair in rural areas often faces challenges, particularly due to budget limitations and subjective evaluation processes. This study aims to design and develop a web-based Geographic Information System (GIS) integrated with the Naive Bayes classification algorithm to support objective road repair prioritization. The system was developed using the Rapid Application Development (RAD) approach, involving active user participation in iterative development cycles. The application was built using Laravel as the backend framework, Leaflet.js for interactive map visualization, and PostgreSQL with the PostGIS extension for spatial data management. The system is capable of managing regional and road data, receiving road damage reports, and classifying repair priorities into high, medium, or low categories based on parameters such as damage level, traffic volume, and road length. The classification results are visualized on an interactive map to assist village officials in monitoring infrastructure and making informed decisions. System evaluation using black box testing confirmed that all functionalities operate validly in accordance with user requirements. This system offers an accurate and transparent data-driven solution for managing road infrastructure in Jelobo Village and has the potential to be replicated in other regions with similar conditions.

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Referensi


Z. Rahmatika et al., “PT. Media Akademik Publisher PERAN AKSES JALAN DALAM MENINGKATKAN DAYA SAING UMKM DI DAERAH TERPENCIL,†Jma), vol. 2, no. 9, pp. 3031–5220, 2024.

M. L. Efendi, S. A. Fiyan, M. F. Masruri, and T. Fanshurna, “Implikasi Pembangunan Infrastruktur Jalan Oleh DPU Bina Marga Dan Sumber Daya Air Terhadap Kesejahteraan Sosial Ekonomi Di Kabupaten Jember Menulis : Jurnal Penelitian Nusantara,†vol. 1, pp. 727–731, 2025.

S. Verna Edwina, “Pengaruh Pembangunan Infrastruktur terhadap Produktivitas Sektor Industri di 34 Provinsi,†Parahyangan Econ. Dev. Rev., vol. 3, no. 1, pp. 184–199, 2025, doi: 10.26593/pedr.v3i1.8081.

A. Wibowo, Revolusi Industri 4.0 dan Society 5.0. 2023. [Online]. Available: https://penerbit.stekom.ac.id/index.php/yayasanpat/article/view/457

Y. P. Astuti, A. R. Wibowo, E. Kartikadarma, E. R. Subhiyakto, N. A. Sri Winarsih, and M. S. Rohman, “Penerapan Metode Naïve Bayes Classifier Untuk Klasifikasi Sentimen Pada Judul Berita,†LogicLink, vol. 1, no. 1, pp. 1–12, 2024, doi: 10.28918/logiclink.v1i1.7684.

E. Sutinah, I. Alfarobi, and A. Setiawan, “Metode Rapid Application Development Dalam Pembuatan Sistem Informasi Pemenuhan SDM pada Perusahaan Outsourcing,†InfoTekJar J. Nas. Inform. dan Teknol. Jar., vol. 5, no. 2, pp. 246–253, 2021, [Online]. Available: https://jurnal.uisu.ac.id/index.php/infotekjar/article/view/3528/pdf

S. Engineering, F. Risyda, Y. Gardenia, M. Awaludin, and I. Artikel, “Implementation of Web-based Digital Library to Improve Learning Resource Access Services with RAD Method Approach,†vol. 5, no. 2, 2025, doi: 10.30811/jaise.

M. T. Abdillah, I. Kurniastuti, F. A. Susanto, and F. Yudianto, “Implementasi Black Box Testing dan Usability Testing pada Website Sekolah MI Miftahul Ulum Warugunung Surabaya,†J. Comput. Sci. Vis. Commun. Des., vol. 8, no. 1, pp. 234–242, 2023, doi: 10.55732/jikdiskomvis.v8i1.897.

Fanesyah Musvina, Sri Rahmawati, and Harkamsyah Andrianof, “Implementasi Metode Rapid Application Development (Rad) Dalam Perancangan Sistem Informasi Perpustakaan Pada Smpn 22 Padang,†J. Ilm. Sist. Inf. dan Ilmu Komput., vol. 2, no. 2, pp. 74–90, 2022, doi: 10.55606/juisik.v2i2.226.

L. Nilawati and M. Martin, “Penerapan Metode RAD Pada Perancangan Sistem Informasi Permohonan Data Aduan Smartmaps Berbasis Web,†JURIKOM (Jurnal Ris. Komputer), vol. 10, no. 2, p. 648, 2023, doi: 10.30865/jurikom.v10i2.6041.

M. R. Kurniawan, H. Hadiyanto, J. D. P. Zulkarnaen, and C. Harito, “Use Case Diagram for Enhancing Warehouse Performance at PT. MDA Through the Implementation of 5S, Economic Order Quantity, Safety Stock, and Warehouse Management System,†Eng. Math. Comput. Sci. J., vol. 6, no. 1, pp. 69–78, 2024, doi: 10.21512/emacsjournal.v6i1.11204.

A. Amalia, S. W. Putri Hamidah, and T. Kristanto, “Pengujian Black Box Menggunakan Teknik Equivalence Partitions Pada Aplikasi E-Learning Berbasis Web,†Build. Informatics, Technol. Sci., vol. 3, no. 3, pp. 269–274, 2021, doi: 10.47065/bits.v3i3.1062.




DOI: http://dx.doi.org/10.30811/jaise.v5i3.7396

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