Assessing Re-Composition of Xing'an Larch in Boreal Forests after the 1987 Fire, Northeast China

被引:19
作者
Wang, Junjie [1 ,2 ]
Wang, Cuizhen [3 ]
Zang, Shuying [1 ]
机构
[1] Harbin Normal Univ, Coll Geog Sci, Key Lab Remote Sensing Monitoring Geog Environm, Harbin 150025, Peoples R China
[2] Heilongjiang Univ Sci & Technol, Coll Min Engn, Harbin 150027, Peoples R China
[3] Univ South Carolina, Dept Geog, Columbia, SC 29208 USA
来源
REMOTE SENSING | 2017年 / 9卷 / 05期
基金
中国国家自然科学基金;
关键词
forest fire; Xing'an larch; post-fire recovery; satellite time series; SPECIES CLASSIFICATION; TIME-SERIES; DISTURBANCE; RECOVERY;
D O I
10.3390/rs9050504
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Xing'an larch, a deciduous coniferous species, is the zonal tree of the Greater Xing'an Mountains in Northeast China. In May 1987, a catastrophic fire broke out in the mountains and burned 1.3 million hectares of forests in 26 days. While studies have shown that forest greenness has come back to normal in certain years, the re-composition of this zonal species has not been studied after the 1987 fire. With a series of Landsat 8 OLI images acquired in 2013-2015, this study builds the Normalized Difference Vegetation Index (NDVI) and Green Vegetation Index (GVI) time series in a complete growing cycle. A decision tree is developed to classify tree species with an overall accuracy of 86.16% and Kappa coefficient of 0.80. The re-composition of Xing'an larch after the 1987 fire is extracted, and its variations in areas under different fire intensities are statistically analyzed. Results show that Xing'an larch comprises 17.52%, 26.20% and 33.19% of forests in burned areas with high, medium and low fire intensities, respectively. Even around 30 years after the 1987 fire, the composition of this zonal species in boreal forest has not been fully recovered in the Greater Xing'an Mountains. The Xing'an larch map extracted in this study could serve as base information for ecological and environmental studies in this south end of the boreal Eurasia.
引用
收藏
页数:13
相关论文
共 26 条
  • [1] Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance
    Baig, Muhammad Hasan Ali
    Zhang, Lifu
    Shuai, Tong
    Tong, Qingxi
    [J]. REMOTE SENSING LETTERS, 2014, 5 (05) : 423 - 431
  • [2] CART Classification and Regression Trees, 2012, SPM 7 0 US GUID
  • [3] Remote Sensing Techniques in Monitoring Post-Fire Effects and Patterns of Forest Recovery in Boreal Forest Regions: A Review
    Chu, Thuan
    Guo, Xulin
    [J]. REMOTE SENSING, 2014, 6 (01) : 470 - 520
  • [4] Analysing forest recovery after wildfire disturbance in boreal Siberia using remotely sensed vegetation indices
    Cuevas-Gonzalez, Maria
    Gerard, France
    Balzter, Heiko
    Riano, David
    [J]. GLOBAL CHANGE BIOLOGY, 2009, 15 (03) : 561 - 577
  • [5] Phenological differences in Tasseled Cap indices improve deciduous forest classification
    Dymond, CC
    Mladenoff, DJ
    Radeloff, VC
    [J]. REMOTE SENSING OF ENVIRONMENT, 2002, 80 (03) : 460 - 472
  • [6] Review of studies on tree species classification from remotely sensed data
    Fassnacht, Fabian Ewald
    Latifi, Hooman
    Sterenczak, Krzysztof
    Modzelewska, Aneta
    Lefsky, Michael
    Waser, Lars T.
    Straub, Christoph
    Ghosh, Aniruddha
    [J]. REMOTE SENSING OF ENVIRONMENT, 2016, 186 : 64 - 87
  • [7] Forest disturbance and recovery: A general review in the context of spaceborne remote sensing of impacts on aboveground biomass and canopy structure
    Frolking, S.
    Palace, M. W.
    Clark, D. B.
    Chambers, J. Q.
    Shugart, H. H.
    Hurtt, G. C.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2009, 114
  • [8] Furyaev V. V., 2001, Eurasian Journal of Forest Research, V2, P1
  • [9] Using satellite time-series data sets to analyze fire disturbance and forest recovery across Canada
    Goetz, SJ
    Fiske, GJ
    Bunn, AG
    [J]. REMOTE SENSING OF ENVIRONMENT, 2006, 101 (03) : 352 - 365
  • [10] Gu Y., 1985, ACTA PHYTOECOLET GEO, V9, P64