L-Band SAR Backscatter Related to Forest Cover, Height and Aboveground Biomass at Multiple Spatial Scales across Denmark

被引:50
作者
Joshi, Neha P. [1 ]
Mitchard, Edward T. A. [2 ]
Schumacher, Johannes [1 ]
Johannsen, Vivian K. [1 ]
Saatchi, Sassan [3 ]
Fensholt, Rasmus [1 ]
机构
[1] Univ Copenhagen, Dept Geosci & Nat Resource Management, DK-1350 Copenhagen, Denmark
[2] Univ Edinburgh, Sch Geosci, Edinburgh EH9 3JN, Midlothian, Scotland
[3] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
基金
英国自然环境研究理事会;
关键词
RADAR BACKSCATTER; BOREAL FOREST; ALOS PALSAR; CARBON-DENSITY; BASIC DENSITY; LIDAR; STAND; INVENTORY; INTENSITY; RETRIEVAL;
D O I
10.3390/rs70404442
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Mapping forest aboveground biomass (AGB) using satellite data is an important task, particularly for reporting of carbon stocks and changes under climate change legislation. It is known that AGB can be mapped using synthetic aperture radar (SAR), but relationships between AGB and radar backscatter may be confounded by variations in biophysical forest structure (density, height or cover fraction) and differences in the resolution of satellite and ground data. Here, we attempt to quantify the effect of these factors by relating L-band ALOS PALSAR HV backscatter and unique country-wide LiDAR-derived maps of vegetation penetrability, height and AGB over Denmark at different spatial scales (50 m to 500 m). Trends in the relations indicate that, first, AGB retrieval accuracy from SAR improves most in mapping at 100-m scale instead of 50 m, and improvements are negligible beyond 250 m. Relative errors (bias and root mean squared error) decrease particularly for high AGB values (>110 Mg ha(-1)) at coarse scales, and hence, coarse-scale mapping (>= 150 m) may be most suited for areas with high AGB. Second, SAR backscatter and a LiDAR-derived measure of fractional forest cover were found to have a strong linear relation (R-2 = 0.79 at 250-m scale). In areas of high fractional forest cover, there is a slight decline in backscatter as AGB increases, indicating signal attenuation. The two results demonstrate that accounting for spatial scale and variations in forest structure, such as cover fraction, will greatly benefit establishing adequate plot-sizes for SAR calibration and the accuracy of derived AGB maps.
引用
收藏
页码:4442 / 4472
页数:31
相关论文
共 75 条
[61]   Retrieval of growing stock volume in boreal forest using hyper-temporal series of Envisat ASAR ScanSAR backscatter measurements [J].
Santoro, Maurizio ;
Beer, Christian ;
Cartus, Oliver ;
Schmullius, Christiane ;
Shvidenko, Anatoly ;
McCallum, Ian ;
Wegmueller, Urs ;
Wiesmann, Andreas .
REMOTE SENSING OF ENVIRONMENT, 2011, 115 (02) :490-507
[62]   First International Workshop on Space-Based Lidar Remote Sensing Techniques and Emerging Technologies [J].
Singh, Upendra ;
Keckhut, Philippe ;
Valinia, Azita .
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2014, 2 (04) :91-93
[63]   A review of radar remote sensing for biomass estimation [J].
Sinha, S. ;
Jeganathan, C. ;
Sharma, L. K. ;
Nathawat, M. S. .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2015, 12 (05) :1779-1792
[64]   Biomass, basic density and biomass expansion factor functions for European beech (Fagus sylvatica L.) in Denmark [J].
Skovsgaard, Jens Peter ;
Nord-Larsen, Thomas .
EUROPEAN JOURNAL OF FOREST RESEARCH, 2012, 131 (04) :1035-1053
[65]   Functions for biomass and basic density of stem, crown and root system of Norway spruce (Picea abies (L.) Karst.) in Denmark [J].
Skovsgaard, Jens Peter ;
Bald, Caroline ;
Nord-Larsen, Thomas .
SCANDINAVIAN JOURNAL OF FOREST RESEARCH, 2011, 26 :3-20
[66]   Effects of forest biomass and stand consolidation on P-band backscatter [J].
Smith-Jonforsen, Gary ;
Folkesson, Klas ;
Hallberg, Bjorn ;
Ulander, Lars M. H. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2007, 4 (04) :669-673
[67]   Regression-Based Retrieval of Boreal Forest Biomass in Sloping Terrain Using P-Band SAR Backscatter Intensity Data [J].
Soja, Maciej Jerzy ;
Sandberg, Gustaf ;
Ulander, Lars M. H. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (05) :2646-2665
[68]   Sensitivity of the backscatter intensity of ALOS/PALSAR to the above-ground biomass and other biophysical parameters of boreal forest in Alaska [J].
Suzuki, Rikie ;
Kim, Yongwon ;
Ishii, Reiichiro .
POLAR SCIENCE, 2013, 7 (02) :100-112
[69]  
UNFCCC, 2011, FACT SHEET RED EM DE
[70]   Forest structure dependency of the relation between L-band σ0 and biophysical parameters [J].
Watanabe, Manabu ;
Shimada, Masanobu ;
Rosenqvist, Ake ;
Tadono, Takeo ;
Matsuoka, Masayuki ;
Romshoo, Shakil Ahmad ;
Ohta, Kazuo ;
Furuta, Ryoichi ;
Nakamura, Kazuki ;
Moriyama, Toshifumi .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2006, 44 (11) :3154-3165