Mapping nonnative plants using hyperspectral imagery

被引:305
作者
Underwood, E [1 ]
Ustin, S [1 ]
DiPietro, D [1 ]
机构
[1] Univ Calif Davis, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
基金
美国国家科学基金会;
关键词
AVIRIS; hyperspectral; invasive plants; normative plants; iceplant; Carpobrotus edulis; jubata grass; Cortaderia jubata; mapping;
D O I
10.1016/S0034-4257(03)00096-8
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Normative plant species are causing enormous ecological and environmental impacts from local to global scale. Remote sensing images have had mixed success in providing spatial information on land cover characteristics to land managers that increase effective management of invasions into native habitats. However, there has been limited evaluation of the use of hyperspectral data and processing techniques for mapping specific invasive species based on their spectral characteristics. This research evaluated three different methods of processing hyperspectral imagery: minimum noise fraction (MNF), continuum removal, and band ratio indices for mapping iceplant (Carpobrotus edulis) and jubata grass (Cortaderia jubata) in California's coastal habitat. Validation with field sampling data showed high mapping accuracies for all methods for identifying presence or absence of iceplant (97%), with the MNF procedure producing the highest accuracy (55%) when the classes were divided into four different densities of iceplant. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:150 / 161
页数:12
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