The extraction of forest CO2 storage capacity using high-resolution airborne lidar data

被引:22
作者
Lee, Sang Jin [1 ]
Kim, Jung Rack [1 ]
Choi, Yun Soo [1 ]
机构
[1] Univ Seoul, Dept Geoinformat, Seoul 130743, South Korea
关键词
lidar; filtering; tree crown detection; biomass; CO2; storage; TERRAIN MODELS; BIOMASS; TREE; ACCURACY; ELEVATION; BOREAL; VOLUME; IMAGE;
D O I
10.1080/15481603.2013.786957
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
With the increasing concern about global warming, the estimation of the CO2 sink capacity of the biosphere has become one of the main issues of remote sensing studies. This paper discusses the estimation of CO2 storage capacity in forests using airborne light detection and ranging (lidar) data. To achieve the correct biomass estimation, a processing chain consisting of the bare earth digital terrain model (DTM) extraction and individual tree crown segmentation has been constructed and applied to the dense airborne lidar data. As a result of the sample processing, the reliable bare earth DTM and tree boundaries were extracted in the study area with an overall accuracy of 71%. The total estimated CO2 storage capacity in the study area using the extracted tree crown structures is accurate, with only a 7% error level compared to field measurements.
引用
收藏
页码:154 / 171
页数:18
相关论文
共 35 条
[1]   Estimating forest biomass using satellite radar:: an exploratory study in a temperate Australian Eucalyptus forest [J].
Austin, JM ;
Mackey, BG ;
Van Niel, KP .
FOREST ECOLOGY AND MANAGEMENT, 2003, 176 (1-3) :575-583
[2]   A comparison between photogrammetry and laser scanning [J].
Baltsavias, EP .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :83-94
[3]  
Brouard J. S., 2009, GENETIC GAIN
[4]   Remote sensing estimates of boreal and temperate forest woody biomass: carbon pools, sources, and sinks [J].
Dong, JR ;
Kaufmann, RK ;
Myneni, RB ;
Tucker, CJ ;
Kauppi, PE ;
Liski, J ;
Buermann, W ;
Alexeyev, V ;
Hughes, MK .
REMOTE SENSING OF ENVIRONMENT, 2003, 84 (03) :393-410
[5]   Regional forest biomass and wood volume estimation using satellite data and ancillary data [J].
Fazakas, Z ;
Nilsson, M ;
Olsson, H .
AGRICULTURAL AND FOREST METEOROLOGY, 1999, 98-9 :417-425
[6]   Direct least square fitting of ellipses [J].
Fitzgibbon, A ;
Pilu, M ;
Fisher, RB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) :476-480
[7]   Estimating fire-related parameters in boreal forest using SPOT VEGETATION [J].
Fraser, RH ;
Li, Z .
REMOTE SENSING OF ENVIRONMENT, 2002, 82 (01) :95-110
[8]  
Gougeon Francois A, 1995, Canadian journal of remote sensing, V21, P274, DOI DOI 10.1080/07038992.1995.10874622
[9]   An evaluation of LIDAR- and IFSAR-derived digital elevation models in leaf-on conditions with USGS Level 1 and Level 2 DEMs [J].
Hodgson, ME ;
Jensen, JR ;
Schmidt, L ;
Schill, S ;
Davis, B .
REMOTE SENSING OF ENVIRONMENT, 2003, 84 (02) :295-308
[10]   Accuracy of airborne lidar-derived elevation: Empirical assessment and error budget [J].
Hodgson, ME ;
Bresnahan, P .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2004, 70 (03) :331-339