Forest biomass and volume estimation using airborne LiDAR in a cool-temperate forest of northern Hokkaido, Japan

被引:30
|
作者
Takagi, Kentaro [1 ]
Yone, Yasumichi [2 ]
Takahashi, Hiroyuki [1 ]
Sakai, Rei [1 ]
Hojyo, Hajime [1 ]
Kamiura, Tatsuya [1 ]
Nomura, Mutsumi [1 ]
Liang, Naishen [3 ]
Fukazawa, Tatsuya [4 ]
Miya, Hisashi [5 ]
Yoshida, Toshiya [1 ]
Sasa, Kaichiro [1 ]
Fujinuma, Yasumi [6 ]
Murayama, Takeshi [7 ]
Oguma, Hiroyuki [3 ]
机构
[1] Hokkaido Univ, Field Sci Ctr Northern Biosphere, Sapporo, Hokkaido 0600809, Japan
[2] Shimane Univ, Fac Life & Environm Sci, Matsue, Shimane 6908504, Japan
[3] Natl Inst Environm Studies, Ctr Global Environm Res, Tsukuba, Ibaraki 3058506, Japan
[4] Hokkaido Univ, Grad Sch Engn, Sapporo, Hokkaido 0608628, Japan
[5] Hokkaido Univ, Grad Sch Agr, Sapporo, Hokkaido 0608589, Japan
[6] Tottori Univ Environm Studies, Dept Environm Management, Tottori 6891111, Japan
[7] Hokkaido Elect Power Co Inc, Dept Res & Dev, Ebetsu, Hokkaido 0670033, Japan
关键词
LiDAR; Cool-temperate forest; Biomass; Timber volume; CARBON-DIOXIDE EXCHANGE; ABOVEGROUND BIOMASS; RAIN-FOREST; STANDS; RADAR; LASER;
D O I
10.1016/j.ecoinf.2015.01.005
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Trees are recognized as a carbon reservoir, and precise and convenient methods for forest biomass estimation are required for adequate carbon management Airborne light detection and ranging (LiDAR) is considered to be one of the solutions for large-scale forest biomass evaluation. To clarify the relationship between mean canopy height determined by airborne LiDAR and forest timber volume and biomass of cool-temperate forests in northern Hokkaido, Japan, we conducted LiDAR observations covering the total area of the Teshio Experimental Forest (225 km(2)) of Hokkaido University and compared the results with ground surveys and previous studies. Timber volume and aboveground tree carbon content of the studied forest stands ranged from 101.43 to 480.40 m(3) ha(-1) and from 30.78 to 180.54 MgC ha-1, respectively. The LiDAR mean canopy height explained the variation among stands well (volume: r(2) = 0.80, RMSE = 55.04 m(3) ha(-1); aboveground tree carbon content: = 0.78, RMSE = 19.10 MgC ha(-1)) when one simple linear regression equation was used for all types (hardwood, coniferous, and mixed) of forest stands. The determination of a regression equation for each forest type did not improve the prediction power for hardwood (volume: r(2) = 0.84, RMSE = 62.66 m(3) ha(-1); aboveground tree carbon content: r(2) = 0.76, RMSE = 27.05 MgC ha(-1)) or coniferous forests (volume: r(2) = 0.75, RMSE = 51.07 m(3) ha(-1); aboveground tree carbon content: r(2) = 0.58, RMSE = 19.00 MgC ha(-1)). Thus, the combined regression equation that includes three forest types appears to be adequate for practical application to large-scale forest biomass estimation. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 60
页数:7
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