INTEGRASI LEVEL OF SERVICE (LOS) DAN KEPADATAN UMKM SEBAGAI DASAR PENETAPAN PRIORITAS PENINGKATAN JARINGAN JALAN DI KOTA CIREBON
Integration of Level of Service (LoS) and MSME Density as a Basis for Determining Road Network Improvement Priorities in Cirebon City
Abstract
The City of Cirebon is part of the Rebana Metropolitan Area and possesses significant potential in the MSME sector. Economic growth and increasing population mobility require a reliable and efficient transportation system. However, persistent transportation problems such as traffic congestion can reduce community income and hinder the distribution system of goods and services. This study aims to assess the Level of Service (LoS) of road segments in the City of Cirebon as a basis for determining priority road network improvements to support MSME development. The analytical methods employed include LoS analysis calculated in accordance with the PKJI 2023 and visualized using ArcGIS. MSME density was analyzed using KDE in ArcGIS. Furthermore, spatial overlay analysis was applied to integrate the LoS results with MSME density patterns. The findings indicate that the LoS values of the 19 observed road segments in the City of Cirebon vary considerably. Approximately 47.37% of the segments fall within LoS D-F, indicating traffic conditions ranging from approaching unstable flow to severe congestion at LoS F, where maximum vehicle speeds are limited to approximately 15 km/h. The KDE analysis reveals that the highest concentration of MSMEs is predominantly located in Kejaksan and Pekalipan Districts. Meanwhile, the spatial overlay analysis identifies priority road segments that require immediate attention to support MSME activities in the City of Cirebon, namely Wahidin Sudirohusodo Street and Sunan Gunung Jati Street in Kejaksan District, as well as Pekalipan Street and Nyi Mas Gandasari Street in Pekalipan District.
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References
Alharbi, T. (2023). Mapping of Groundwater, Flood, and Drought Potential Zones in Neom, Saudi Arabia, Using GIS and Remote Sensing Techniques. Water (Switzerland), 15(5). DOI: https://doi.org/10.3390/w15050966
Aulia, M. D. & Abduloh, A. M. (2023). Simulasi Rekayasa Lalu Lintas Terhadap Kemacetan Bundaran Kadipaten. Jurnal Konstruksia, 15(1): 113-125. DOI: http://dx.doi.org/10.24853/jk.15.1.113-125
Aulia, S., dkk. (2024). Analisis Peran Infrastruktur Dalam Pertumbuhan Ekonomi Pembangunan Di Kota Palembang. Jurnal Publikasi Ekonomi dan Akuntansi (Jupea), 4(1): 36-54
Botev, Z. I., Grotowski, J. F., & Kroese, D. P. (2010). Kernel density estimation via diffusion. Annals of Statistics, 38(5), 2916-2957. https://doi.org/10.1214/10-AOS799
BPS. (2025). Kota Cirebon Dalam Angka 2025. Cirebon.
Capello, R., & Nijkamp, P. (2019). Handbook of Regional Growth and Development Theories. Edward Elgar Publishing. DOI: https://doi.org/10.4337/9781788970020
Cherchye, L. dkk. (2023). Productive efficiency analysis with unobserved inputs: An application to endogenous automation in railway traffic management. European Journal of Operational Research: 678-690. DOI: https://doi.org/10.1016/j.ejor.2023.09.012
Glasson, J., & Marshall, T. (2007). Regional Planning (1st ed.). Routledge. DOI: https://doi.org/10.4324/9780203938935
Haryani, D. (2022). Implementasi Undang-Undang Nomor 20 Tahun 2008 Tentang Usaha Mikro Kecil Dan Menengah Terhadap Pengembangan Usaha Anyaman Rumbai di Desa Sidang Mas Banyuasin III Kabupaten Banyuasin. Jurnal Ilmiah Administrasi dan Sosial, 17(2), 76-88
Irawan, B. B., & Mazni, D. I. (2018). Analisis Dampak Pelebaran Jalan Terhadap Kinerja Ruas Jalan Khatib S Ulaiman Kota Padang. Jurnal Teknik Sipil ITP, 5(2).
Kumar, P.G., dkk. (2020). Level of Service of Urban and Rural Roads- A Case study in Bhimavaram. IOP Conf. Series: Materials Science and Engineering.
Kundu, D., Gariy Z., Nyomboi T. (2023). Assessment of Level of Service for Roads under Performance Based Road Maintenance in Kenya. International Journal of Technology and Systems, 8(1): 45-57
Latue, P. C., Manakane, S. E., & Rakuasa, H. (2023). Analisis Perkembangan Kepadatan Permukiman di Kota Ambon Tahun 2013 dan 2023 Menggunakan Metode Kernel Density. Blend Sains Jurnal Teknik, 2(1), 2634. https://doi.org/10.56211/ blendsains.v2i1.272
Liu, X. & Lv D. (2024). Spatial and temporal characteristics, spatial clustering and governance strategies for regional development of social enterprises in China. Heliyon 10: 1-22. DOI: https://doi.org/10.1016/j.heliyon.2024.e26246
Leigh, N. G., & Blakely, E. J. (2017). Planning Local Economic Development: Theory and Practice (6th ed.). SAGE Publications Inc.
PKJI. (2023). Pedoman Kapasitas Jalan Indonesia. Jakarta: Direktorat Jenderal Bina Marga Kementrian Pekerjaan Umum dan Perumahan Rakyat.
Pradhan, R.P., & Bagchi, T.P. (2013). Effect of transportation infrastructure on economic growth in India: The VECM approach. Research in Transportation Economics, 38(1), 139-148. DOI: https://doi.org/10.1016/j.retrec.2012.05.008.
Rachman, N. S. & Ningrum S. (2025). The Economic Potential Of Cirebon City To Support The Rebana Area. Jurnal Pemikiran dan Penelitian Administrasi Publik dan administrasi Bisnis, 9 (2): 134-145.
Rahmadhani, R., Aini A.F., Hidayah N. 2021. Urgensi Transportasi Lrt Dalam Menekan Kerugian Di Bidang Ekonomi Akibat Kemacetan Di Perkotaan: Studi Kasus Kota Malang. Jurnal Wilayah Dan Kota, Vol. 7(1): 9-17
Ridha, N. (2017). Proses Penelitian, Masalah, Variabel dan Paradigma Penelitian. Jurnal Hikmah, 14(1).
Riyanto, A., Setiawan I., Darwanto. (2024). Implementasi Kebijakan Penanggulangan Juru Parkir Liar Terhadap Ketertiban Di Tepi Jalan Umum Pada Dinas Perhubungan Kotacirebon. PRAJA Observer: Jurnal Penelitian Administrasi Publik. 4(05): 125-145
Rofi’i Y. U. (2025). The Impact of Accessibility and Creativity on the Financial Performance of SMEs. Indonesian Journal Economic Review, 5(1): 1-11. DOI: https://doi.org/10.59431/ijer.v5i1.499
Royda, R. (2022). Pengaruh Belanja Pemerintah Untuk Pendidikan, Kesehatan Dan Infrastruktur Terhadap Pertumbuhan Ekonomi Kabupaten/Kota Di Provinsi Sumatera Selatan. Jurnal Integritas Serasan Sekundang, 4(1), https://mail.jiss.muaraenimkab.go.id/index.php/jiss/article/view/49 Article 1
Savitri, L.P.A.W., dkk. (2024). Analisis Level Of Service Ruas Jalan Raya Legian Selatan. Jurnal Teknik Transportasi Logistik dan Otomotif (Jutago). 3(1): 1-10
Setiawan, E. F. & Chalil T. M. (2023). Strategi Pengembangan Kawasan Metropolitan REBANA Menggunakan Interpretative Structural Modelling (Studi Kasus: Kabupaten Cirebon, Kabupaten Majalengka dan Kota Cirebon). Jurnal Multidisiplin West Science, 02(07): 568-579
Stek, P. E. (2020). Mapping high R&D city-regions worldwide: a patent heat map approach. Quality & Quantity, Vol 54: 279-296. DOI: https://doi.org/10.1007/s11135-019-00874-w
Sukesa, I. K. & Papyrakis E. (2023). Hubungan Antara Pertumbuhan Ekonomi dan Infrastruktur Transportasi di Indonesia. Jurnal Ekonomi dan Pembangunan Indonesia: Vol. 23 (2): 146-169. DOI: https://scholarhub.ui.ac.id/jepi/vol23/iss2/3
Tarigan, R. (2005). Ekonomi Regional: Teori dan Aplikasi (Edisi Revisi). Jakarta: Bumi Aksara
Tia, A., Maliha, N., Prasetyo, Y., & Firdaus, H. S. (2023). Pemetaan Kemacetan Lalu Lintas di Universitas Diponegoro (Studi Kasus: Kecamatan Tembalang dan Kecamatan Banyumanik, Kota Semarang). Jurnal Geodesi Undip: 351-360. DOI: https://doi.org/10.14710/jgundip.2023.39381
Wadud, A. M., Fitriani, E., Author, C., Kemasan, D., & Produk, N. J. (2021). Pelatihan Desain Kemasan Dalam Rangka Peningkatan Nilai Jual Produk UMKM di Kabupaten Kuningan. Dimasejati: 3(2), 177-186.
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