Spatial Distribution Patterns of Urban Growth, Dasymetric Mapping, and Air Pollution Standard Index (ISPU) in Bogor Regency (2018-2023)

Authors

  • Alfarisi Ramadhan Universitas Ibn Khaldun
  • Erwin Hermawan Universitas Ibn Khaldun
  • Sahid Agustian Hudjimartsu Universitas Ibn Khaldun

DOI:

https://doi.org/10.30871/jaic.v9i4.9862

Keywords:

Air Pollution Standard Index (ISPU), Bogor Regency, Dasymetric Mapping, Google Earth Engine, Urban Growth

Abstract

Bogor Regency has undergone rapid industrialization and urban growth, raising concerns about deteriorating air quality and its health impacts. This study aims to analyze the spatial distribution of urban expansion and its relationship with air pollution levels between 2018 and 2023. Using Sentinel-5P and Sentinel-2A satellite imagery processed via Google Earth Engine (GEE), the research maps changes in land use and monitors key pollutants such as nitrogen dioxide (NO₂) and sulfur dioxide (SO₂). The Air Pollution Standard Index (ISPU) is used to classify air quality conditions. The results indicate a notable increase (16%) in urban areas, with population density rising from 178 to 180 inhabitants per hectare, and a shift toward higher pollution categories, with significant portions of the region now classified as "Unhealthy" increased from 17% in 2018 to 31% in 2023. The urban growth model demonstrated high accuracy (92.5%) and strong alignment with local monitoring data. Model evaluation showed a Mean Absolute Error (MAE) of 1.295 µg/m³ and Root Mean Square Error (RMSE) of 1.478 µg/m³, demonstrating strong agreement between predicted and observed data from the Bogor Regency Environmental Agency. These findings highlight the need for integrated urban planning and effective air quality management to reduce future health risks in Bogor Regency.

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Author Biographies

Alfarisi Ramadhan, Universitas Ibn Khaldun

Department of Informatics Engineering, Faculty of Engineering and Science , Universitas Ibn Khaldun Bogor, Bogor City, Indonesia

Erwin Hermawan, Universitas Ibn Khaldun

Department of Informatics Engineering, Faculty of Engineering and Science,  Universitas Ibn Khaldun Bogor, Bogor City, Indonesia

Sahid Agustian Hudjimartsu, Universitas Ibn Khaldun

Department of Informatics Engineering, Faculty of Engineering and Science,  Universitas Ibn Khaldun Bogor, Bogor City, Indonesia

References

[1] M. Greenstone and Q. Fan, “Kualitas Udara Indonesia yang Memburuk dan Dampaknya terhadap Harapan Hidup,” Air Quality Life Index, Mar. 2019. [Online]. Available: https://aqli.epic.uchicago.edu [Accessed: Jan. 25, 2025].

[2] E. D. Ertiana, “Dampak Pencemaran Udara Terhadap Kesehatan Masyarakat,” J. Ilm. STIKES Kendal, vol. 12, no. 2, pp. xx–xx, Apr. 2022.

[3] [3] Badan Pusat Statistik Kabupaten Bogor, Kabupaten Bogor Dalam Angka 2023. Bogor: BPS Kabupaten Bogor, 2023.

[4] [4] World Health Organization, WHO Country Cooperation Strategy Indonesia 2014–2019. New Delhi: WHO Regional Office for South-East Asia, 2016.

[5] F. D. Julianto and I. Ediyanto, “Analisis Sebaran Potensi Kekeringan Dengan Cloud Computing Platform di Kabupaten Grobogan,” Tek. Geomatika IMAGI, vol. 1, pp. xx–xx, 2021.

[6] A. L. Kamil, L. Ode, A. Minsaris, and D. A. Lestari, “Mapping the Distribution of Mangroves in Serang Regency Using Remote Sensing (Case Study of Pulau Panjang),” J. Ilm. Teknol. Inf. dan Komunikasi (JTIK), vol. 14, no. 1, pp. 153–158, Mar. 2023.

[7] H. Suryoprayogo, A. R. Iskandar, and D. Adidrana, “Spatio-Temporal Analysis Polutan Karbon Monoksida (CO) Jakarta Selama Pandemi Menggunakan Sentinel-5P TROPOMI,” J. Inform. dan Commun. Technol., vol. 41, no. 2, pp. 47–54, Dec. 2022.

[8] D. A. Utama, “Indeks Standar Pencemar Udara Polutan Karbon Monoksida di Terminal Malengkeri Kota Makassar,” J. Nasional Ilmu Kesehatan, vol. 2, pp. xx–xx, 2019.

[9] M. Mukono, Pencemaran Udara dan Pengaruhnya Terhadap Gangguan Saluran Pernafasan. Surabaya, Indonesia: Universitas Airlangga, 2006.

[10] M. M. Saidal Siburian, Pencemaran Udara dan Emisi Gas Rumah Kaca. Jakarta Selatan, Indonesia: Kreasi Cendikia Pustaka, 2020.

[11] N. de Navers, Air Pollution Control Engineering, 2nd ed. Singapore: McGraw-Hill, 2020.

[12] Alchamdani, “NO2 and SO2 Exposure to Gas Station Workers Health Risk in Kendari City,” J. Kesehatan Lingkungan, vol. 11, no. 4, pp. 319–330, Oct. 2019, doi: 10.20473/jkl.v11i4.2019.319-330.

[13] B. A. Dewapandhu and A. Pribadi, “Analisis Penyebaran Gas Nitrogen Dioksida (NO2) di Jalan Raya Dramaga–Ciampea Kabupaten Bogor dengan Menggunakan Model Caline-4,” J. Tek. Sipil dan Lingkungan, vol. 8, no. 1, pp. 67–76, Apr. 2023, doi: 10.29244/jsil.8.1.67-76.

[14] M. F. F. Muhsoni, Penginderaan Jauh: Remote Sensing. Bangkalan–Madura, Indonesia: UTMPRESS, Oct. 2015.

[15] R. S. S. S. A. B. I. A. S. Bambang, Pengantar Penginderaan Jauh Kelautan. Malang, Indonesia: UB Press, pp. 8–10, 2021.

[16] A. P. Masito, “Analisis Risiko Kualitas Udara Ambien (NO2 dan SO2) dan Gangguan Pernafasan pada Masyarakat di Wilayah Kalianak Surabaya,” J. Kesehatan Lingkungan, vol. 10, no. 4, pp. xx–xx, 2018.

[17] E. Sihotang, F. Artaningh, T. S. Anggraini, and A. D. Sakti, “Pemantauan Konsentrasi Gas SO2 di Sekitar Gunung Sinabung Menggunakan Citra Satelit Sentinel-5 Precursor,” J. Penginderaan Jauh Indonesia, Aug. 2020.

[18] T. Li, H. Shen, Q. Yuan, X. Zhang, and L. Zhang, “Estimation of PM2.5 concentrations at large spatial scales using a spatially weighted regression model and MODIS data,” Remote Sens. Environ., vol. 158, pp. 166–175, 2015, doi: 10.1016/j.rse.2014.11.022.

[19] R. Chaulagain, R. Karki, M. Xu, and B. K. Acharya, “Remote sensing-based air quality monitoring: Current status and future directions,” Atmospheric Environ., vol. 215, p. 116871, 2019, doi: 10.1016/j.atmosenv.2019.116871.

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Published

2025-08-06

How to Cite

[1]
A. Ramadhan, E. Hermawan, and S. A. Hudjimartsu, “Spatial Distribution Patterns of Urban Growth, Dasymetric Mapping, and Air Pollution Standard Index (ISPU) in Bogor Regency (2018-2023)”, JAIC, vol. 9, no. 4, pp. 1477–1489, Aug. 2025.

Issue

Vol. 9 No. 4 (2025): August 2025

Section

Articles

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Copyright (c) 2025 Alfarisi Ramadhan, Erwin Hermawan, Sahid Agustian Hudjimartsu

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