Characterization of aboveground biomass in an unmanaged boreal forest using Landsat temporal segmentation metrics

被引:60
作者
Frazier, Ryan J. [1 ]
Coops, Nicholas C. [1 ]
Wulder, Michael A. [2 ]
Kennedy, Robert [3 ]
机构
[1] Univ British Columbia, Dept Forest Resource Management, Vancouver, BC V6T 1Z4, Canada
[2] Nat Resources Canada, Pacific Forestry Ctr, Canadian Forest Serv, Victoria, BC V8Z 1M5, Canada
[3] Boston Univ, Boston, MA 02215 USA
基金
加拿大自然科学与工程研究理事会;
关键词
Landsat; Multitemporal; LiDAR; Forest; Random forests; Boreal; Canada; SOIL BURN SEVERITY; STRUCTURE ATTRIBUTES; NORTH-AMERICA; LIDAR DATA; DISTURBANCE; INVENTORY; TM; CLASSIFICATION; CONTEXT; TRENDS;
D O I
10.1016/j.isprsjprs.2014.03.003
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Canada is dominated by forested ecosystems which are subject to various inventory and management practices, with more northern boreal forests subject to neither. Our objectives were to measure the capacity of temporal trajectory metrics for estimating selected forest attributes in a northern Canadian boreal forest context using Landsat imagery and investigate the importance of different types of temporal trajectory metrics. Results indicated that Wetness was the best Tasseled Cap (TC) component for above-ground biomass estimation (R-2 = 50%, RMSE% = 56%), and the combination of simple and complex metrics from all TC components produced the highest R-2 (62%) and lowest RMSE% (49%). Using a similar combination of variables, other forest attributes were estimated equally reliably with lower RMSE% values. The most important temporal trajectory metrics were simple and described TC component values at each point of change in the temporal trajectory, however the most important variables overall were environmental variables. (C) 2014 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS) Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:137 / 146
页数:10
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