Cool temperate rainforest and adjacent forests classification using airborne LiDAR data
Article
Zhang, Zhenyu, Liu, Xiaoye, Peterson, Jim and Wright, Wendy. 2011. "Cool temperate rainforest and adjacent forests classification using airborne LiDAR data." Area. 43 (4), pp. 438-448. https://doi.org/10.1111/j.1475-4762.2011.01035.x
| Article Title | Cool temperate rainforest and adjacent forests classification using airborne LiDAR data |
|---|---|
| ERA Journal ID | 5920 |
| Article Category | Article |
| Authors | Zhang, Zhenyu (Author), Liu, Xiaoye (Author), Peterson, Jim (Author) and Wright, Wendy (Author) |
| Journal Title | Area |
| Journal Citation | 43 (4), pp. 438-448 |
| Number of Pages | 11 |
| Year | 2011 |
| Publisher | John Wiley & Sons |
| Place of Publication | United Kingdom |
| ISSN | 0004-0894 |
| 1475-4762 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1111/j.1475-4762.2011.01035.x |
| Web Address (URL) | http://onlinelibrary.wiley.com/doi/10.1111/j.1475-4762.2011.01035.x/pdf |
| Abstract | The traditional methods of forest classification, based on the interpretation of aerial photographs and processing of multi-spectral and/or hyper-spectral remote sensing data are limited in their ability to capture the structural complexity of the forests compared with analysis of airborne LiDAR (light detection and ranging) data. This is because of LiDAR's penetration of forest canopies such that detailed and three-dimensional forest structure descriptions can be derived. This study applied airborne LiDAR data for the classification of cool temperate rainforest and adjacent forests in the Strzelecki Ranges, Victoria, Australia. Using normalised LiDAR point data, the forest vertical structure was stratified into three layers. Variables characterising the height distribution and density of forest components were derived from LiDAR data within each of these layers. The statistical analyses, which included one-way analysis of variance with post hoc tests, identified effective variables for forest-type classifications. The results showed that using linear discriminant analysis, an overall classification accuracy of 91.4% (as verified by the cross-validation) was achieved in the study area. |
| Keywords | LiDAR; cool temperate rainforest; forest classification; forest structure;statistical analysis; Strzelecki Ranges |
| ANZSRC Field of Research 2020 | 401304. Photogrammetry and remote sensing |
| 401102. Environmentally sustainable engineering | |
| 410404. Environmental management | |
| Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
| Byline Affiliations | Australian Centre for Sustainable Catchments |
| Monash University | |
| Institution of Origin | University of Southern Queensland |
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