Land Cover Classification Using Sentinel 2A Image in Kolaka Subdistrict, Kolaka Regency, Southeast Sulawesi

Muhammad Adam Suni, Ramad Arya Fitra, Mohamad Fahrul Himalaya Umar
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Abstract

Land cover in Kolaka District continues to change. Mapping and identifying land cover types using the Maximum Likelihood method is more accurate than other methods. This research aims to analyze the capabilities of Sentinel 2A Imagery and the Maximum Likelihood classification method for mapping and identifying land cover types in Kolaka District. This research was carried out from July to September 2023 and was carried out in 4 stages, namely the first stage of image pre-processing by carrying out the layer stacking process. The second stage is image analysis and classification. The third stage is carrying out a Ground Check, and the fourth stage is validation and accuracy testing. The value of the accuracy test results with Overall Accuracy (OA) is 88.75% which is in the good category. The results of the land cover classification obtained 8 land cover classes, namely secondary dry land forest covering an area of 3974.20 Ha or 31.84%, plantation land cover covering an area of 3,886.87 Ha or 31.14%, dense bushes covering an area of 1,641.42 Ha or 13.15%, mixed dry land agricultural land cover covering an area of 1,415.62 Ha or 11.34%, residential land cover of 744.26 or 5.96%, paddy field cover of 613.53 Ha or 4.92%, open land cover of 148.66 Ha or 1.19% and water body land cover of 56.22 Ha or 0.45% of the total area of Kolaka District.
苏拉威西东南部Kolaka县Kolaka街道Sentinel 2A影像土地覆盖分类
Kolaka区的土地覆盖继续发生变化。使用最大似然法绘制和识别土地覆盖类型比其他方法更准确。本研究旨在分析Sentinel 2A影像和最大似然分类方法在Kolaka地区土地覆盖类型制图和识别中的能力。本研究于2023年7月至9月进行,分4个阶段进行,即第一阶段图像预处理,进行图层叠加处理。第二阶段是图像分析和分类。第三阶段是进行地面检查,第四阶段是验证和准确性测试。总体准确率(Overall accuracy, OA)的准确度测试结果值为88.75%,属于良好类别。土地覆被分类结果得到8个土地覆被等级,即次生旱地森林覆盖面积3974.20 Ha(31.84%)、人工地覆盖面积3886.87 Ha(31.14%)、茂密灌木覆盖面积1641.42 Ha(13.15%)、混合旱地农业覆盖面积1415.62 Ha(11.34%)、住宅覆盖面积744.26 Ha(5.96%)、水田覆盖面积613.53 Ha(4.92%)、开放土地覆盖面积为148.66 Ha,占总面积的1.19%;水体土地覆盖面积为56.22 Ha,占总面积的0.45%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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