增强的红树林指数:用于区分地下层,nypa和红树林树的光谱指数
Bayu Prayudha1,2, Yaya I Ulumuddin1, Vincentius Siregar3
1Research Center for Oceanography, National Research and Inovation Agency (BRIN), Jl. Pasir Putih I, Ancol Timur 14430 Jakarta Indonesia.
MethodsX
|June 17, 2024
概括
新的增强红树林指数 (EMI) 准确地绘制了红树林组成部分,优于现有的监测入侵物种 (如nypa和地下层) 在重要红树林生态系统中的现有方法.
科学领域:
- 遥感 遥感 遥感 遥感
- 生态生态学 生态生态学
- 环境科学 环境科学
背景情况:
- 使用植被指数的传统无监督的红树林分类仅限于绘制范围,而不是详细的组件.
- 侵袭性物种如nypa和地下层对红树林健康构成威胁,需要改进监测技术.
研究的目的:
- 引入和验证一种新的光谱指数,即增强的红树林指数 (EMI),用于精确地绘制红树林植被组件.
- 为了解决监测西加拉阿纳坎湖红树林和潜在的其他全球红树林地区nypa和地下层入侵的迫切需要.
主要方法:
- 通过分析各种红树林植被类型的光谱反射率,开发了增强红树林指数 (EMI).
- 根据已建立的光谱指数 (AMMI) 和监督分类模型 (随机森林 - RF) 评估了EMI的表现.
主要成果:
- 与AMMI (0.82精度,0.77卡帕) 和RF (0.73精度,0.66卡帕) 相比,EMI实现了更高的精度 (0.87整体精度,0.84卡帕系数).
- 该研究成功地使用EMI.成功地区分了红树林树木,nypa和地板下部件.
结论:
- 增强红树林指数 (EMI) 提供了一个比现有的光谱指数和监督方法更准确和有效的方法来绘制各种红树林植被成分.
- 红树林环境监测 (EMI) 为监测红树林生态系统中的入侵物种等威胁提供了一种有价值的工具,这对保护工作至关重要.
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