Department of Geography and Planning, University of Saskatchewan, 117 Science Place, Saskatoon, SK S7N 5C8, Canada.
Sensors (Basel). 2021 Apr 29;21(9):3098. doi: 10.3390/s21093098.
Woody plant encroachment (WPE), the expansion of native and non-native trees and shrubs into grasslands, is a less studied factor that leads to declines in grassland ecosystem health. With the increasing application of remote sensing in grassland monitoring and measuring, it is still difficult to detect WPE at its early stages when its spectral signals are not strong enough. Even at late stages, woody species have strong vegetation characteristics that are commonly categorized as healthy ecosystems. We focus on how shrub encroachment can be detected through remote sensing by looking at the biophysical and spectral properties of the WPE grassland ecosystem, investigating the appropriate season and wavelengths that identify shrub cover, testing the spectral separability of different shrub cover groups and by revealing the lowest shrub cover that can be detected by remote sensing. Biophysical results indicate spring as the best season to distinguish shrubs in our study area. The earliest shrub encroachment can be identified most likely only when the cover reaches between 10% and 25%. A correlation between wavelength spectra and shrub cover indicated four regions that are statistically significant, which differ by season. Furthermore, spectral separability of shrubs increases with their cover; however, good separation is only possible for pure shrub pixels. From the five separability metrics used, Transformed divergence and Jeffries-Matusita distance have better interpretations. The spectral regions for pure shrub pixel separation are slightly different from those derived by correlation and can be explained by the influences from land cover mixtures along our study transect.
木本植物入侵(WPE),即本地和非本地树木和灌木向草原的扩张,是一个研究较少的因素,它导致草原生态系统健康状况下降。随着遥感在草原监测和测量中的应用越来越广泛,在其光谱信号不够强的早期阶段,仍然很难检测到 WPE。即使在后期,木本物种也具有很强的植被特征,通常被归类为健康的生态系统。我们专注于通过研究 WPE 草原生态系统的生物物理和光谱特性,来探讨如何通过遥感检测灌木入侵,调查确定灌木覆盖的合适季节和波长,测试不同灌木覆盖组的光谱可分离性,并揭示遥感可以检测到的最低灌木覆盖度,来了解灌木入侵是如何通过遥感检测的。生物物理结果表明,春季是区分研究区域内灌木的最佳季节。最早可能只能在覆盖度达到 10%到 25%之间时识别出灌木入侵。与灌木覆盖度的相关波长光谱表明,有四个在统计学上显著的区域,它们因季节而异。此外,随着灌木覆盖度的增加,其光谱可分离性也会增加;然而,只有对于纯灌木像素,才能实现良好的分离。在所使用的五种可分离性指标中,转换散度和杰弗里斯-马图西塔距离具有更好的解释。纯灌木像素分离的光谱区域与相关分析得出的区域略有不同,这可以用研究横断面沿线的土地覆盖混合的影响来解释。