Mapping tropical forest canopy diversity using high-fidelity imaging spectroscopy

被引:163
作者
Feret, Jean-Baptiste [1 ]
Asner, Gregory P. [1 ]
机构
[1] Carnegie Inst Sci, Dept Global Ecol, Stanford, CA 94305 USA
关键词
alpha diversity; Amazon basin; beta diversity; Bray-Curtis dissimilarity; canopy diversity; Carnegie Airborne Observatory; hyperspectral remote sensing; Shannon index; spectral species distribution; BETA DIVERSITY;
D O I
10.1890/13-1824.1
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
There is a growing need for operational biodiversity mapping methods to quantify and to assess the impact of climate change, habitat alteration, and human activity on ecosystem composition and function. Here, we present an original method for the estimation of alpha- and beta-diversity of tropical forests based on high-fidelity imaging spectroscopy. We acquired imagery over high-diversity Amazonian tropical forest landscapes in Peru with the Carnegie Airborne Observatory and developed an unsupervised method to estimate the Shannon index (H') and variations in species composition using Bray-Curtis dissimilarity (BC) and nonmetric multidimensional scaling (NMDS). An extensive field plot network was used for the validation of remotely sensed alpha- and beta-diversity. Airborne maps of H' were highly correlated with field alpha-diversity estimates (r = 0.86), and BC was estimated with demonstrable accuracy (r = 0.61-0.76). Our findings are the first direct and spatially explicit remotely sensed estimates of alpha- and beta-diversity of humid tropical forests, paving the way for new applications using airborne and space-based imaging spectroscopy.
引用
收藏
页码:1289 / 1296
页数:8
相关论文
共 17 条
[1]   Navigating the multiple meanings of β diversity: a roadmap for the practicing ecologist [J].
Anderson, Marti J. ;
Crist, Thomas O. ;
Chase, Jonathan M. ;
Vellend, Mark ;
Inouye, Brian D. ;
Freestone, Amy L. ;
Sanders, Nathan J. ;
Cornell, Howard V. ;
Comita, Liza S. ;
Davies, Kendi F. ;
Harrison, Susan P. ;
Kraft, Nathan J. B. ;
Stegen, James C. ;
Swenson, Nathan G. .
ECOLOGY LETTERS, 2011, 14 (01) :19-28
[2]   Landscape-scale changes in forest structure and functional traits along an Andes-to-Amazon elevation gradient [J].
Asner, G. P. ;
Anderson, C. B. ;
Martin, R. E. ;
Knapp, D. E. ;
Tupayachi, R. ;
Sinca, F. ;
Malhi, Y. .
BIOGEOSCIENCES, 2014, 11 (03) :843-856
[3]   Airborne spectranomics: mapping canopy chemical and taxonomic diversity in tropical forests [J].
Asner, Gregory P. ;
Martin, Roberta E. .
FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2009, 7 (05) :269-276
[4]   n Biological Diversity Mapping Comes of Age [J].
Asner, Gregory P. .
REMOTE SENSING, 2013, 5 (01) :374-376
[5]   Carnegie Airborne Observatory-2: Increasing science data dimensionality via high-fidelity multi-sensor fusion [J].
Asner, Gregory P. ;
Knapp, David E. ;
Boardman, Joseph ;
Green, Robert O. ;
Kennedy-Bowdoin, Ty ;
Eastwood, Michael ;
Martin, Roberta E. ;
Anderson, Christopher ;
Field, Christopher B. .
REMOTE SENSING OF ENVIRONMENT, 2012, 124 :454-465
[6]   Canopy phylogenetic, chemical and spectral assembly in a lowland Amazonian forest [J].
Asner, Gregory P. ;
Martin, Roberta E. .
NEW PHYTOLOGIST, 2011, 189 (04) :999-1012
[7]   Estimating Vegetation Beta Diversity from Airborne Imaging Spectroscopy and Unsupervised Clustering [J].
Baldeck, Claire A. ;
Asner, Gregory P. .
REMOTE SENSING, 2013, 5 (05) :2057-2071
[8]  
Beleites C., 2012, HYPERSPEC PACKAGE HA
[9]   SIMILARITY INDEXES IN COMMUNITY STUDIES - POTENTIAL PITFALLS [J].
BLOOM, SA .
MARINE ECOLOGY PROGRESS SERIES, 1981, 5 (02) :125-128
[10]   AN ORDINATION OF THE UPLAND FOREST COMMUNITIES OF SOUTHERN WISCONSIN [J].
BRAY, JR ;
CURTIS, JT .
ECOLOGICAL MONOGRAPHS, 1957, 27 (04) :326-349