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All Journal Journal of Environmental and Science Education
Sultan, Habil
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Environmental Science

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Land Cover Mapping in Lake Rawa Pening Using Landsat 9 Imagery and Google Earth Engine Fariz, Trida Ridho; Suhardono, Sapta; Sultan, Habil; Rahmawati, Dwi; Arifah, Erma Zakiy
Journal of Environmental and Science Education Vol 2 No 1 (2022): Journal of Environmental and Science Education : April 2022
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jese.v2i1.55851

Abstract

Lake Rawa Pening, in Semarang Regency, is one of the super lakes of revitalization priority. Lake revitalization is an activity to restore the natural function of the lake as a water reservoir through lake dredging, cleaning of invasive alien plants, and land use planning. This makes land use and land cover information in Lake Rawa Pening useful for formulating policy strategies related to revitalization. This study will discuss land cover mapping in Lake Rawa Pening. Mapping using Landsat 9 Imagery and machine learning on Google Earth Engine (GEE). Machine Learning used in this study is CART and RF. The research result shows that the land cover map with the best accuracy is obtained from machine learning RF with an overall accuracy of around 0.78, while CART machine learning is approximately 0.76. The overall accuracy values for CART and RF are not much different because they are both decision tree-based machine learning. This research needs to be developed using cloud masking, comparing image transformations, and comparing its predecessor data, namely Landsat 8. This is useful for providing representative land cover data as the basis for the policy of revitalizing Lake Rawa Pening.
Analysis of Land Cover Change and Projection of Settlement Land in Sepaku District, North Penajam Paser Regency Sultan, Habil; Rahmalidya, Alfia; Shopura, Adia Wafa; Akmal, Muhammad Roihan; Fariz, Trida Ridho; Haryadi, Haryadi; Lutfiananda, Fathia
Journal of Environmental and Science Education Vol 2 No 2 (2022): Journal of Environmental and Science Education : September 2022
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jese.v2i2.58028

Abstract

The relocation of the capital city of Indonesia to Sepaku District, North Penajam Paser Regency, East Kalimantan will have an impact on all existing aspects. Land cover in Sepaku District has decreased from year to year. The area of vegetated land cover in Sepaku District is assumed to be decreasing due to the relocation of the New Capital City (NCC) to the area, which will have a negative impact on the environment. Therefore, this study aims to determine the level of land cover change in Sepaku District and discuss how the condition of land cover in Sepaku District after the construction of the New Capital City (NCC). The method in this study uses GIS (Geographical Information System) analysis and descriptive analysis. The data used are land cover data from 2009 to 2019 to find out changes in land cover and population data from BPS to project the population. Based on the results of the analysis of land cover data from 2009 to 2019 there was a change from scrubland to industrial forest plantations of around 26000 ha. In addition, there was no significant change in the area of built-up land. However, the results of population projections show that Sepaku Sub-district will experience a significant increase in built-up land cover after the construction of the New Capital City (NCC).
Co-Authors Akmal, Muhammad Roihan Arifah, Erma Zakiy DWI RAHMAWATI Haryadi - Lutfiananda, Fathia Rahmalidya, Alfia Shopura, Adia Wafa Suhardono, Sapta Trida Ridho Fariz