Tundra plant above-ground biomass and shrub dominance mapped across the North Slope of Alaska

被引:96
作者
Berner, Logan T. [1 ]
Jantz, Patrick [1 ]
Tape, Ken D. [2 ]
Goetz, Scott J. [1 ]
机构
[1] No Arizona Univ, Sch Informat Comp & Cyber Syst, Flagstaff, AZ 86011 USA
[2] Univ Alaska Fairbanks, Inst Northern Engn, Water & Environm Res Ctr, Fairbanks, AK 99775 USA
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
landsat; normalized difference vegetation index (NDVI); google earth engine; carbon stock; arctic greening; climate change; arctic boreal vulnerability experiment (ABoVE); ARCTIC VEGETATION; CLIMATE-CHANGE; CARBON STORAGE; CLOUD SHADOW; EXPANSION; LANDSAT; HETEROGENEITY; AMPLIFICATION; DISTRIBUTIONS; COMMUNITIES;
D O I
10.1088/1748-9326/aaaa9a
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Arctic tundra is becoming greener and shrubbier due to recent warming. This is impacting climate feedbacks and wildlife, yet the spatial distribution of plant biomass in tundra ecosystems is uncertain. In this study, we mapped plant and shrub above-ground biomass (AGB; kgm(-2)) and shrub dominance (%; shrub AGB/plant AGB) across the North Slope of Alaska by linking biomass harvests at 28 field sites with 30 m resolution Landsat satellite imagery. We first developed regression models (p<0.01) to predict plant AGB (r(2) = 0.79) and shrub AGB (r(2) = 0.82) based on the normalized difference vegetation index (NDVI) derived from imagery acquired by Landsat 5 and 7. We then predicted regional plant and shrub AGB by combining these regression models with a regional Landsat NDVI mosaic built from 1721 summer scenes acquired between 2007 and 2016. Our approach employed a Monte Carlo uncertainty analysis that propagated sampling and sensor calibration errors. We estimated that plant AGB averaged 0.74 (0.60, 0.88) kgm(-2) (95% CI) and totaled 112 (91, 135) Tg across the region, with shrub AGB accounting for similar to 43% of regional plant AGB. The new maps capture landscape variation in plant AGB visible in high resolution satellite and aerial imagery, notably shrubby riparian corridors. Modeled shrub AGB was strongly correlated with field measurements of shrub canopy height at 25 sites (r(s) = 0.88) and with a regional map of shrub cover (r(s) = 0.76). Modeled plant AGB and shrub dominance were higher in shrub tundra than graminoid tundra and increased between areas with the coldest and warmest summer air temperatures, underscoring the fact that future warming has the potential to greatly increase plant AGB and shrub dominance in this region. These new biomass maps provide a unique source of ecological information for a region undergoing rapid environmental change.
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页数:14
相关论文
共 99 条
[1]   Biomass offsets little or none of permafrost carbon release from soils, streams, and wildfire: an expert assessment [J].
Abbott, Benjamin W. ;
Jones, Jeremy B. ;
Schuur, Edward A. G. ;
Chapin, F. Stuart, III ;
Bowden, William B. ;
Bret-Harte, M. Syndonia ;
Epstein, Howard E. ;
Flannigan, Michael D. ;
Harms, Tamara K. ;
Hollingsworth, Teresa N. ;
Mack, Michelle C. ;
McGuire, A. David ;
Natali, Susan M. ;
Rocha, Adrian V. ;
Tank, Suzanne E. ;
Turetsky, Merritt R. ;
Vonk, Jorien E. ;
Wickland, Kimberly P. ;
Aiken, George R. ;
Alexander, Heather D. ;
Amon, Rainer M. W. ;
Benscoter, Brian W. ;
Bergeron, Yves ;
Bishop, Kevin ;
Blarquez, Olivier ;
Bond-Lamberty, Ben ;
Breen, Amy L. ;
Buffam, Ishi ;
Cai, Yihua ;
Carcaillet, Christopher ;
Carey, Sean K. ;
Chen, Jing M. ;
Chen, Han Y. H. ;
Christensen, Torben R. ;
Cooper, Lee W. ;
Cornelissen, J. Hans C. ;
de Groot, William J. ;
DeLuca, Thomas H. ;
Dorrepaal, Ellen ;
Fetcher, Ned ;
Finlay, Jacques C. ;
Forbes, Bruce C. ;
French, Nancy H. F. ;
Gauthier, Sylvie ;
Girardin, Martin P. ;
Goetz, Scott J. ;
Goldammer, Johann G. ;
Gough, Laura ;
Grogan, Paul ;
Guo, Laodong .
ENVIRONMENTAL RESEARCH LETTERS, 2016, 11 (03)
[2]   Shrub Cover on the North Slope of Alaska: a circa 2000 Baseline Map [J].
Beck, Pieter S. A. ;
Horning, Ned ;
Goetz, Scott J. ;
Loranty, Michael M. ;
Tape, Ken D. .
ARCTIC ANTARCTIC AND ALPINE RESEARCH, 2011, 43 (03) :355-363
[3]   Tundra ecosystems observed to be CO2 sources due to differential amplification of the carbon cycle [J].
Belshe, E. F. ;
Schuur, E. A. G. ;
Bolker, B. M. .
ECOLOGY LETTERS, 2013, 16 (10) :1307-1315
[4]   Cajander larch (Larix cajanderi) biomass distribution, fire regime and post-fire recovery in northeastern Siberia [J].
Berner, L. T. ;
Beck, P. S. A. ;
Loranty, M. M. ;
Alexander, H. D. ;
Mack, M. C. ;
Goetz, S. J. .
BIOGEOSCIENCES, 2012, 9 (10) :3943-3959
[5]  
Berner L T, 2018, ABOVE GRIDDED 30 M A
[6]   Tree mortality from fires, bark beetles, and timber harvest during a hot and dry decade in the western United States (2003-2012) [J].
Berner, Logan T. ;
Law, Beverly E. ;
Meddens, Arjan J. H. ;
Hicke, Jeffrey A. .
ENVIRONMENTAL RESEARCH LETTERS, 2017, 12 (06)
[7]   Biomass allometry for alder, dwarf birch, and willow in boreal forest and tundra ecosystems of far northeastern Siberia and north-central Alaska [J].
Berner, Logan T. ;
Alexander, Heather D. ;
Loranty, Michael M. ;
Ganzlin, Peter ;
Mack, Michelle C. ;
Davydov, Sergei P. ;
Goetz, Scott J. .
FOREST ECOLOGY AND MANAGEMENT, 2015, 337 :110-118
[8]   Plant response to climate change along the forest-tundra ecotone in northeastern Siberia [J].
Berner, Logan T. ;
Beck, Pieter S. A. ;
Bunn, Andrew G. ;
Goetz, Scott J. .
GLOBAL CHANGE BIOLOGY, 2013, 19 (11) :3449-3462
[9]   High-latitude tree growth and satellite vegetation indices: Correlations and trends in Russia and Canada (1982-2008) [J].
Berner, Logan T. ;
Beck, Pieter S. A. ;
Bunn, Andrew G. ;
Lloyd, Andrea H. ;
Goetz, Scott J. .
JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2011, 116
[10]   Circumpolar Arctic Tundra Vegetation Change Is Linked to Sea Ice Decline [J].
Bhatt, Uma S. ;
Walker, Donald A. ;
Raynolds, Martha K. ;
Comiso, Josefino C. ;
Epstein, Howard E. ;
Jia, Gensuo ;
Gens, Rudiger ;
Pinzon, Jorge E. ;
Tucker, Compton J. ;
Tweedie, Craig E. ;
Webber, Patrick J. .
EARTH INTERACTIONS, 2010, 14 :1-20