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Forest disturbance assessment with Landsat data in Middle Volga region

机译:伏尔加尔地区兰德拉特数据森林扰动评估

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The study presents the results of multistage of classification using supervised algorithm of Maximum Likelihood to assessment the forest using of multitemporal Landsat (summer-autumn) images for mapping cover disturbance in Middle Volga region. Analysis of the degree of forest cover disturbance was determined based on by biotic (fires, thematic map of the state of forest cover) and complex factors (forest disturbance map using the Disturbance Index) for 1985-2014. Calculation of the influence degree ("weight index") of each factor on the disturbance of forest cover was made. The integrated disturbance map was obtained based on a bivariate statistical analysis of raster data. The algorithm of geospatial analysis of thematic raster data allowed determining the degree of correlation between the indicators of the revealed violations of forest cover in the Middle Volga region and various factors affecting these violations. For classification and validation of thematic maps of forest cover disturbance was used test sites with independent field data for each satellite Landsat image of middle spatial resolution. Cross-validated overall accuracies, ranged between 81-87%, showed high degree of agreement between the forest cover disturbance map and the ground truth data. Research results can be applied for the long term forest monitoring and development of forest management plan for the investigated region.
机译:该研究介绍了使用最大可能性的监督算法进行分类的多级分类,以评估森林利用多普朗拉斯特(夏季秋季)图像进行中伏地区中覆盖扰动的森林。森林覆盖程度的分析是基于Biotic(森林覆盖状态)和复杂因素(使用扰动指数的森林扰动图)的生物(火灾,专题图)确定了森林覆盖障碍。对森林覆盖扰动的每个因素的影响程度(“重量指数”)计算。基于光栅数据的双变量统计分析获得了集成的干扰图。主题光栅数据的地理空间分析算法允许确定中伏尔格地区森林覆盖的指标与影响这些违规行为的各种因素之间的相关性。对于森林覆盖干扰的专题地图的分类和验证是使用具有独立现场数据的测试站点,每个卫星Landsat的中间空间分辨率的图像。交叉验证的整体准确性,范围在81-87%之间,森林覆盖干扰地图和地面真理数据之间的高度协议。研究成果可用于调查区域森林管理计划的长期森林监测与发展。

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