ANALYSIS OF LAND COVER CHANGE IN MOROWALI USING LANDSAT 8 SATELLITE IMAGERY AND UNSUPERVISED CLASSIFICATION METHOD

Authors

  • Benedictus Lanang Ido Hernanto Program Studi Teknik Informatika, Fakultas Teknologi Informasi, Universitas Kristen Satya Wacana
  • Hendry Hendry Program Studi Teknik Informatika, Fakultas Teknologi Informasi, Universitas Kristen Satya Wacana

DOI:

https://doi.org/10.53625/ijss.v5i2.10997

Keywords:

Land Cover Change, Landsat 8, Unsupervised Classification, Land Use, Geospatial

Abstract

Land use changes reflect the ecological and socio-economic dynamics of a region. This study aims to analyze land cover changes using Landsat 8 satellite imagery with the unsupervised classification method. Land cover is categorized into five classes: light vegetation, dense vegetation, rice fields, plantations, and settlements and mining areas. The analysis was conducted by comparing data from 2013 and 2018. The results indicate a significant increase in the area of mining and settlements by 71.60 km² and 476.88 km², respectively. Conversely, the area of rice fields and light vegetation decreased by 1117.93 km², natural canopy decreased by 672.03 km², and plantations decreased by 524.84 km². These findings indicate land conversion from natural vegetation to non-vegetative areas due to mining industry expansion and settlement growth. This study provides valuable insights for more sustainable land-use planning in the future

References

M. M. Purnama 1, F. Pramatana, Y. Aini, and M. Soimin, “ANALISIS TUTUPAN LAHAN MENGGUNAKAN PENGINDERAAN JAUH DI KECAMATAN KUPANG TENGAH, KABUPATEN KUPANG, PROVINSI NUSA TENGGARA TIMUR (Land Cover Analysis Using Remote Sensing in District of Kupang Tengah, East Nusa Tenggara Povince),” vol. 10, no. 1, pp. 96–106, 2024.

S. Dahlia, A. Luthfia, and M. S. Abfertiawan, “Analisis Perubahan Tutupan Lahan Kawasan Pertambangan Batubara Terhadap Pertumbuhan Penduduk dan Ekonomi: Studi Kasus Kota Ombilin dan Sangatta,” Prosiding Seminar Nasional Teknik Lingkungan Kebumian SATU BUMI, vol. 2, no. 1, 2021, doi: 10.31315/psb.v2i1.4454.

Zulkarnain, Halili, and L. Diara, “Analisis Spasial Perubahan Tutupan Lahan pada Wilayah Pertambangan,” Ecogreen, vol. 1, no. 2, pp. 11–24, 2015.

B. E. Cahyono, E. B. Febriawan, and A. T. Nugroho, “Analisis Tutupan Lahan Menggunakan Metode Klasifikasi Tidak Terbimbing Citra Landsat di Sawahlunto, Sumatera Barat,” Jurnal Teknotan, vol. 13, no. 1, p. 8, 2019, doi: 10.24198/jt.vol13n1.2.

W. Widyatmanti, S. H. Murti, and P. Widyani, “Aplikasi Penginderaan Jauh dan Sistem Informasi Geografis,” vol. 31, no. 1, pp. 1–254, 2021.

Badan Standardisasi Nasional, “SNI 7645-1:2014 Klasifikasi penutup lahan - Bagian 1 : Skala kecil dan menengah,” Bsn, vol. 7645–1, no. Konfirmasi, pp. 1–51, 2014.

R.P Santun Sitorus, “Perencanaan Penggunaan Lahan,” IPB Press, no. Bogor, Indonesia, 2017.

A. Priambodo, A. A. Nur, D. Sandri, N. H. Ahmada, and F. Septiandiani, “Pelatihan Penggunaan Software Arcgis Dan Avenza Maps Dalam Pengelolaan Data Spasial Dan Peta Digital Bagi Perangkat Desa Di Kabupaten Purbalingga,” Abdimas Galuh, vol. 5, no. 1, p. 497, 2023, doi: 10.25157/ag.v5i1.9824.

I. Rosia, S. Derta, L. Efriyanti, and R. Okra, “Mpa Jamarsingsia Iain Bukittinggi,” J. Multidisiplin Ilmu, vol. 1, no. 3, pp. 2828–6863, 2022.

P. Rosyani, S. Saprudin, and R. Amalia, “Klasifikasi Citra Menggunakan Metode Random Forest dan Sequential Minimal Optimization (SMO),” J. Sist. dan Teknol. Inf., vol. 9, no. 2, p. 132, 2021, doi: 10.26418/justin.v9i2.44120.

A. Ambarwari, E. M. Husni, and D. Mahayana, “Perkembangan Paradigma Metode Klasifikasi Citra Penginderaan Jauh dalam Perspektif Revolusi Sains Thomas Kuhn,” J. Filsafat Indones., vol. 6, no. 3, pp. 465–473, 2023, doi: 10.23887/jfi.v6i3.53865.

A. Vassilaros, “What is ISODATA?,” Pdx.Edu, pp. 1–8, 2008, [Online]. Available: http://web.pdx.edu/~jduh/courses/Archive/geog481w07/Students/Vassilaros_ISODATA.pdf

P. Lemenkova, “ISO Cluster classifier by ArcGIS for unsupervised classification of the Landsat TM image of Reykjavík,” Bull. Nat. Sci. Res., vol. 11, no. 1, pp. 29–37, 2021, doi: 10.5937/bnsr11-30488.

H. Wulansari, “Uji Akurasi Klasifikasi Penggunaan Lahan dengan Menggunakan Metode Defuzzifikasi Maximum Likelihood Berbasis Citra Alos Avnir-2,” BHUMI J. Agrar. dan Pertanah., vol. 3, no. 1, p. 98, 2017, doi: 10.31292/jb.v3i1.96.

T. Rencana, T. Ruang, W. Rtrw, K. Ngaliyan, P. Pembangunan, and J. Tol, “Jurnal Geodesi Undip Januari 2021 SEMARANG-BATANG Jurnal Geodesi Undip Januari 2021,” pp. 11–20, 2021.

Downloads

Published

2025-08-01

How to Cite

Benedictus Lanang Ido Hernanto, & Hendry, H. (2025). ANALYSIS OF LAND COVER CHANGE IN MOROWALI USING LANDSAT 8 SATELLITE IMAGERY AND UNSUPERVISED CLASSIFICATION METHOD. International Journal of Social Science, 5(2), 165–178. https://doi.org/10.53625/ijss.v5i2.10997

Issue

Section

Articles