Monitoring invasive pines using remote sensing: a case study from Sri Lanka

被引:2
|
作者
Nandasena, W. D. K. V. [1 ,2 ]
Brabyn, Lars [1 ]
Serrao-Neumann, Silvia [3 ,4 ]
机构
[1] Univ Waikato, Sch Social Sci, Geog Programme, Hamilton, New Zealand
[2] Sabaragamuwa Univ Sri Lanka, Fac Social Sci & Languages, Dept Geog & Environm Management, Belihuloya, Sri Lanka
[3] Univ Waikato, Sch Social Sci, Environm Planning Programme, Hamilton, New Zealand
[4] Griffith Univ, Cities Res Inst, Brisbane, Australia
关键词
Google Earth Engine; Invasive pine; Landsat; Pinus caribaea; Random forest classifier; Sri Lanka; PLANTATIONS; PLANTS; VEGETATION; IMPACTS; FORESTS; SHRUBS; COVER; TREES;
D O I
10.1007/s10661-023-10919-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Production plantation forestry has many economic benefits but can also have negative environmental impacts such as the spreading of invasive pines to native forest habitats. Monitoring forest for the presence of invasive pines helps with the management of this issue. However, detection of vegetation change over a large time period is difficult due to changes in image quality and sensor types, and by the spectral similarity of evergreen species and frequent cloud cover in the study area. The costs of high-resolution images are also prohibitive for routine monitoring in resource-constrained countries. This research investigated the use of remote sensing to identify the spread of Pinus caribaea over a 21-year period (2000 to 2021) in Belihuloya, Sri Lanka, using Landsat images. It applied a range of techniques to produce cloud free images, extract vegetation features, and improve vegetation classification accuracy, followed by the use of Geographical Information System to spatially analyze the spread of invasive pines. The results showed most invading pines were found within 100 m of the pine plantations' borders where broadleaved forests and grasslands are vulnerable to invasion. However, the extent of invasive pine had an overall decline of 4 ha over the 21 years. The study confirmed that remote sensing combined with spatial analysis are effective tools for monitoring invasive pines in countries with limited resources. This study also provides information to conservationists and forest managers to conduct strategic planning for sustainable forest management and conservation in Sri Lanka.
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页数:16
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