Mapping fire extent and burn severity in Alaskan tussock tundra: An analysis of the spectral response of tundra vegetation to wildland fire

被引:64
作者
Loboda, T. V. [1 ]
French, N. H. F. [2 ]
Hight-Harf, C. [1 ]
Jenkins, L. [2 ]
Miller, M. E. [2 ]
机构
[1] Univ Maryland, Dept Geog, College Pk, MD 20742 USA
[2] Michigan Technol Univ, Michigan Technol Res Inst, Ann Arbor, MI USA
关键词
Tussock tundra; Wildland fire; Burn severity; Landsat; Alaska; Noatak National Preserve; NORTH-AMERICA; BOREAL FOREST; AREA; CLIMATE; ALGORITHM; ABILITY; IMPACT; DNBR;
D O I
10.1016/j.rse.2013.03.003
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Observed warming in the high northern latitudes has led to an increase in fire occurrence across North American tundra. Our ability to effectively monitor ecosystem change and the carbon cycle in this region depends upon the development of robust and reliable methods of extracting information about fire events and the characterization of fire impacts from remotely-sensed data. Previously developed and routinely applied remote sensing methods yield poor results in assessing the extent and severity of burning in tundra. Here we present an analysis of temporal trends in spectral signatures of burned and unburned areas of tussock tundra obtained from Landsat imagery within six fire events of the 2010 fire season in the Noatak Nature Preserve in Alaska. The analysis revealed a large variability in surface reflectance of burned and unburned areas across space and time. We established that spectral signatures of fire scars can be well separated by both single- and multi-date mapping approaches immediately after burning. However, the spectral signature of burned areas in tundra deteriorates rapidly and, in our study, is poorly distinguishable by the end of the first post-fire season. Our results showed that common mapping methods based on the normalized burn ratio were inferior to other spectral indices (Tasseled Cap Greenness and Brightness) and single Landsat bands (near-infrared) in separating burned and unburned areas as well as in mapping burn severity. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:194 / 209
页数:16
相关论文
共 45 条
[1]   Assessing the differenced Normalized Burn Ratio's ability to map burn severity in the boreal forest and tundra ecosystems of Alaska's national parks [J].
Allen, Jennifer L. ;
Sorbel, Brian .
INTERNATIONAL JOURNAL OF WILDLAND FIRE, 2008, 17 (04) :463-475
[2]  
[Anonymous], 2006, USDA for. Serv.-Gen. Tech. Rep. RMRS-GTR
[3]   A biogeophysical approach for automated SWIR unmixing of soils and vegetation [J].
Asner, GP ;
Lobell, DB .
REMOTE SENSING OF ENVIRONMENT, 2000, 74 (01) :99-112
[4]   Assessing the response of area burned to changing climate in western boreal North America using a Multivariate Adaptive Regression Splines (MARS) approach [J].
Balshi, Michael S. ;
McGuirez, A. David ;
Duffy, Paul ;
Flannigan, Mike ;
Walsh, John ;
Melillo, Jerry .
GLOBAL CHANGE BIOLOGY, 2009, 15 (03) :578-600
[5]  
Björk RG, 2007, ARCT ANTARCT ALP RES, V39, P34, DOI 10.1657/1523-0430(2007)39[34:EOASAT]2.0.CO
[6]  
2
[7]   Understanding burn severity sensing in Arctic tundra: exploring vegetation indices, suboptimal assessment timing and the impact of increasing pixel size [J].
Boelman, Natalie T. ;
Rocha, Adrian V. ;
Shaver, Gaius R. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2011, 32 (22) :7033-7056
[8]  
Bret-Harte MS, 2001, ECOLOGY, V82, P18, DOI 10.1890/0012-9658(2001)082[0018:DPABNT]2.0.CO
[9]  
2
[10]  
CRIST EP, 1984, PHOTOGRAMM ENG REM S, V50, P343