Mapping tropical forest carbon: Calibrating plot estimates to a simple LiDAR metric

被引:268
作者
Asner, Gregory P. [1 ]
Mascaro, Joseph [1 ]
机构
[1] Carnegie Inst Sci, Dept Global Ecol, Stanford, CA 94305 USA
关键词
Aboveground carbon density; Biomass; Carbon stock estimation; Carnegie Airborne Observatory; LiDAR; Lorey's height; National forest inventory; Rainforest; ABOVEGROUND BIOMASS ESTIMATION; WOOD DENSITY; TREE-SIZE; STOCKS; ALLOMETRY; EMISSIONS; PATTERNS; DEFORESTATION; ATTRIBUTES; ACCURACY;
D O I
10.1016/j.rse.2013.09.023
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Mapping aboveground carbon density (ACD) in tropical forests can enhance large-scale ecological studies and support CO2 emissions monitoring. Light Detection and Ranging (LiDAR) has proven useful for estimating carbon density patterns outside of field plot inventory networks. However, the accuracy and generality of calibrations between LiDAR-assisted ACD predictions (EACD(LiDAR)) and estimated ACD based on field inventory techniques (EACD(field)) must be increased in order to make tropical forest carbon mapping more widely available. Using a network of 804 field inventory plots distributed across a wide range of tropical vegetation types, climates and successional states, we present a general conceptual and technical approach for linking tropical forest EACD(field) to LiDAR top-of-canopy height (TCH) using regional-scale inputs of basal area and wood density. With this approach, we show that EACD(LiDAR) and EACD(field) reach nearly 90% agreement at 1-ha resolution for a wide array of tropical vegetation types. We also show that Lorey's Height - a common metric used to calibrate LiDAR measurements to biomass - is severely flawed in open canopy forests that are common to the tropics. Our proposed approach can advance the use of airborne and space-based LiDAR measurements for estimation of tropical forest carbon stocks. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:614 / 624
页数:11
相关论文
共 47 条
  • [1] [Anonymous], 2012, BIOGEOSCIENCES, DOI DOI 10.5194/bg-9-3381-2012
  • [2] [Anonymous], 2012, CARBON BAL MANAG, DOI DOI 10.1186/1750-0680-7-2
  • [3] Carnegie Airborne Observatory: in-flight fusion of hyperspectral imaging and waveform light detection and ranging (wLiDAR) for three-dimensional studies of ecosystems
    Asner, Gregory P.
    Knapp, David E.
    Kennedy-Bowdoin, Ty
    Jones, Matthew O.
    Martin, Roberta E.
    Boardman, Joseph
    Field, Christopher B.
    [J]. JOURNAL OF APPLIED REMOTE SENSING, 2007, 1 (01):
  • [4] Carnegie Airborne Observatory-2: Increasing science data dimensionality via high-fidelity multi-sensor fusion
    Asner, Gregory P.
    Knapp, David E.
    Boardman, Joseph
    Green, Robert O.
    Kennedy-Bowdoin, Ty
    Eastwood, Michael
    Martin, Roberta E.
    Anderson, Christopher
    Field, Christopher B.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2012, 124 : 454 - 465
  • [5] A universal airborne LiDAR approach for tropical forest carbon mapping
    Asner, Gregory P.
    Mascaro, Joseph
    Muller-Landau, Helene C.
    Vieilledent, Ghislain
    Vaudry, Romuald
    Rasamoelina, Maminiaina
    Hall, Jefferson S.
    van Breugel, Michiel
    [J]. OECOLOGIA, 2012, 168 (04) : 1147 - 1160
  • [6] High-resolution carbon mapping on the million-hectare Island of Hawaii
    Asner, Gregory P.
    Hughes, R. Flint
    Mascaro, Joseph
    Uowolo, Amanda L.
    Knapp, David E.
    Jacobson, James
    Kennedy-Bowdoin, Ty
    Clark, John K.
    [J]. FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2011, 9 (08) : 434 - 439
  • [7] High-resolution forest carbon stocks and emissions in the Amazon
    Asner, Gregory P.
    Powell, George V. N.
    Mascaro, Joseph
    Knapp, David E.
    Clark, John K.
    Jacobson, James
    Kennedy-Bowdoin, Ty
    Balaji, Aravindh
    Paez-Acosta, Guayana
    Victoria, Eloy
    Secada, Laura
    Valqui, Michael
    Hughes, R. Flint
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (38) : 16738 - 16742
  • [8] Environmental and Biotic Controls over Aboveground Biomass Throughout a Tropical Rain Forest
    Asner, Gregory P.
    Hughes, R. Flint
    Varga, Timothy A.
    Knapp, David E.
    Kennedy-Bowdoin, Ty
    [J]. ECOSYSTEMS, 2009, 12 (02) : 261 - 278
  • [9] Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps
    Baccini, A.
    Goetz, S. J.
    Walker, W. S.
    Laporte, N. T.
    Sun, M.
    Sulla-Menashe, D.
    Hackler, J.
    Beck, P. S. A.
    Dubayah, R.
    Friedl, M. A.
    Samanta, S.
    Houghton, R. A.
    [J]. NATURE CLIMATE CHANGE, 2012, 2 (03) : 182 - 185
  • [10] Variation in wood density determines spatial patterns in Amazonian forest biomass
    Baker, TR
    Phillips, OL
    Malhi, Y
    Almeida, S
    Arroyo, L
    Di Fiore, A
    Erwin, T
    Killeen, TJ
    Laurance, SG
    Laurance, WF
    Lewis, SL
    Lloyd, J
    Monteagudo, A
    Neill, DA
    Patiño, S
    Pitman, NCA
    Silva, JNM
    Martínez, RV
    [J]. GLOBAL CHANGE BIOLOGY, 2004, 10 (05) : 545 - 562