Araştırma Makalesi

Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia

Cilt: 25 Sayı: 4 28 Aralık 2024
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Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia

Öz

This study investigates the dynamic trajectories of land use and land cover (LULC) changes in Lombok Island, West Nusa Tenggara, Indonesia, from 2013 to 2022. Utilizing Landsat satellite imagery and a combination of land cover classes from the Indonesian Ministry of Environment and Forestry (MoEF) with the machine learning-based Random Forest algorithm, we aimed to improve classification accuracy and model land cover transitions over time. Intensity analysis was used to measure the impact of population-related land use changes, while trajectory analysis quantified the directional shifts in land cover was employed to quantify and characterize these changes. The analysis highlights substantial transitions from primary and secondary forests to agricultural lands and urban areas, driven by urbanization, population growth, and infrastructure development. Specifically, the period saw a significant forest loss of 28,095 hectares, accounting for 24% of the total forest area, alongside a modest forest gain of 2,453 hectares, indicating ongoing environmental pressures. Despite conservation efforts, rapid economic growth continues to threaten Lombok's forest ecosystems. These findings underscore the urgent need for sustainable land management policies to balance development and ecological preservation while mitigating future forest losses.

Anahtar Kelimeler

Teşekkür

This study is derived from the Master’s Thesis named "Assessing factors driving land use/land cover classes using machine learning, case study of Lombok Island-Indonesia" in the department of Forest Engineering, Institute of Graduate Education, Isparta University of Applied Sciences. Special thanks go to the Saujana Climate Community for their invaluable support and contributions throughout this research. Your assistance has been instrumental in ensuring the successful completion of this study.

Kaynakça

  1. Akodéwou, A., Oszwald, J., Saïdi, S., Gazull, L., Akpavi, S., Akpagana, K., Gond, V., 2020. Land use and land cover dynamics analysis of the Togodo protected area and its surroundings in Southeastern Togo, West Africa. Sustainability, 5439, 12(13): 5439. https://doi.org/10.3390/ SU12135439.
  2. Bohensky, E.L., Kirono, D.G.C., Butler, J.R.A., Rochester, W., Habibi, P., Handayani, T., Yanuartati, Y., 2016. Climate knowledge cultures: Stakeholder perspectives on change and adaptation in Nusa Tenggara Barat, Indonesia. Climate Risk Management, 12: 17–31. https://doi.org/10.1016/J. CRM.2015.11.004.
  3. Breiman, L., 2001. Random forests. Machine Learning, 45(1): 5–32. https://doi.org/10.1023/A:1010933404324/METRICS.
  4. Çoban, H.O., 2009. Bilgisayar destekli konusal orman haritalarının üretilmesi. Turkish Journal of Forestry, 5(2):83-96. https://doi.org/10.18182/TJF.93497.
  5. Das, S., Angadi, D.P., 2022. Land use land cover change detection and monitoring of urban growth using remote sensing and GIS techniques: a micro-level study. GeoJournal, 87(3): 2101–2123. https://doi.org/10.1007/S10708-020-10359-1/METRICS.
  6. Das, T.K., Barik, D.K., Kumar, K.V.G.R., 2022. Land use land cover prediction from satellite images using machine learning techniques. International Conference on Machine Learning, Big Data, Cloud and Parallel Computing, 26-27 May 2022, Faridabad, India, 338-343. https://doi.org/10.1109/COM-IT-CON54601.2022.9850602.
  7. P.1-VII-IPSDH , 2015. PERDIRJEN of Forestry Planning No. P.1-VII-IPSDH-2015 Regarding land cover monitoring guidelines, Jakarta , Indonesia.
  8. DLHK NTB, 2021. Lestari NTB Hijau. https://lestari. ntbprov.go.id/ntb-hijau, Accessed: 22.05.2023.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Ormancılık (Diğer)

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

28 Aralık 2024

Gönderilme Tarihi

29 Temmuz 2024

Kabul Tarihi

21 Ekim 2024

Yayımlandığı Sayı

Yıl 2024 Cilt: 25 Sayı: 4

Kaynak Göster

APA
Purnama, M. I., & Çoban, H. O. (2024). Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia. Turkish Journal of Forestry, 25(4), 447-458. https://doi.org/10.18182/tjf.1524144
AMA
1.Purnama MI, Çoban HO. Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia. Turkish Journal of Forestry. 2024;25(4):447-458. doi:10.18182/tjf.1524144
Chicago
Purnama, Miftahul Irsyadi, ve H. Oğuz Çoban. 2024. “Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia”. Turkish Journal of Forestry 25 (4): 447-58. https://doi.org/10.18182/tjf.1524144.
EndNote
Purnama MI, Çoban HO (01 Aralık 2024) Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia. Turkish Journal of Forestry 25 4 447–458.
IEEE
[1]M. I. Purnama ve H. O. Çoban, “Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia”, Turkish Journal of Forestry, c. 25, sy 4, ss. 447–458, Ara. 2024, doi: 10.18182/tjf.1524144.
ISNAD
Purnama, Miftahul Irsyadi - Çoban, H. Oğuz. “Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia”. Turkish Journal of Forestry 25/4 (01 Aralık 2024): 447-458. https://doi.org/10.18182/tjf.1524144.
JAMA
1.Purnama MI, Çoban HO. Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia. Turkish Journal of Forestry. 2024;25:447–458.
MLA
Purnama, Miftahul Irsyadi, ve H. Oğuz Çoban. “Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia”. Turkish Journal of Forestry, c. 25, sy 4, Aralık 2024, ss. 447-58, doi:10.18182/tjf.1524144.
Vancouver
1.Miftahul Irsyadi Purnama, H. Oğuz Çoban. Dynamic trajectories of land use and land cover changes in Lombok Island, West Nusa Tenggara, Indonesia. Turkish Journal of Forestry. 01 Aralık 2024;25(4):447-58. doi:10.18182/tjf.1524144