ROBUST ESTIMATION OF PASTURE BIOMASS USING DUAL-POLARISATION TERRASAR-X IMAGERY

被引:7
作者
McNeill, S. J. [1 ]
Pairman, D. [1 ]
Belliss, S. E. [1 ]
Dalley, D. [2 ]
Dynes, R. [3 ]
机构
[1] Landcare Res, Box 40, Christchurch 7640, New Zealand
[2] Lincoln Univ, C SIDDC, Dairy NZ, Lincoln, New Zealand
[3] AgResearch, Christchurch, New Zealand
来源
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM | 2010年
关键词
Pasture biomass; radar; polarimetry; TerraSAR; MASS;
D O I
10.1109/IGARSS.2010.5649266
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The efficient management of pasture is a key driver of profitability for New Zealands pastoral dairy and meat industries. In this paper, we report results from a study that tests the viability of using short-wavelength imaging radar to estimate pasture biomass. We use images from the TerraSAR-X satellite, comparing the HH & HV and VV & HV dual-polarisation combinations. Several linear models have been tested for field-measured pasture biomass. The best model is a linear regression using backscatter from the HH & HV combination, resulting in a residual standard error of 317 kg/ha. This standard error is 61% less than the standard error for the VV & VH combination (511 kg/ha), which clearly suggests adopting the HH & HV model. A model for prediction of the pasture biomass rank percentile is somewhat less convincing than the model for the pasture biomass itself. Finally, a repeated measures analysis for the HH & HV pair, suggests invariance of the regression for pasture biomass over time, except for a possible outlier date 01 September 2008.
引用
收藏
页码:3094 / 3097
页数:4
相关论文
共 7 条
[1]  
[Anonymous], 2006, C&H TEXT STAT SCI, DOI 10.1201/9781315382722
[2]   Relating radar backscatter to biophysical properties of temperate perennial grassland [J].
Hill, MJ ;
Donald, GE ;
Vickery, PJ .
REMOTE SENSING OF ENVIRONMENT, 1999, 67 (01) :15-31
[3]   A comparison of methods used to determine biomass on naturalized swards [J].
Martin, RC ;
Astatkie, T ;
Cooper, JM ;
Fredeen, AH .
JOURNAL OF AGRONOMY AND CROP SCIENCE, 2005, 191 (02) :152-160
[4]  
O'Donovan M, 2002, IRISH J AGR FOOD RES, V41, P17
[5]  
Pairman D, 2008, P IGARSS 2008 BOST M
[6]   Estimating forage mass with a commercial capacitance meter, rising plate meter, and pasture ruler [J].
Sanderson, MA ;
Rotz, CA ;
Fultz, SW ;
Rayburn, EB .
AGRONOMY JOURNAL, 2001, 93 (06) :1281-1286
[7]  
Stolz R, 1997, ESA SP PUBL, V414, P203