Improvement of microwave emissivity parameterization of frozen Arctic soils using roughness measurements derived from photogrammetry

被引:11
作者
Meloche, J. [1 ,2 ]
Royer, A. [1 ,2 ]
Langlois, A. [1 ,2 ]
Rutter, N. [3 ]
Sasseville, V. [1 ,2 ]
机构
[1] Univ Sherbrooke, Dept Geomat Appliquee, Sherbrooke, PQ, Canada
[2] Ctr Etud Nord, Quebec City, PQ, Canada
[3] Northumbria Univ, Dept Geog & Environm Sci, Newcastle Upon Tyne, Tyne & Wear, England
基金
加拿大自然科学与工程研究理事会; 加拿大创新基金会;
关键词
Surface roughness; microwave remote sensing; frozen Arctic soil; SfM photogrammetry; SURFACE-ROUGHNESS; MOISTURE RETRIEVAL; TEMPERATURE; TEXTURE; IMAGERY; MODEL; TOOL;
D O I
10.1080/17538947.2020.1836049
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Soil emissivity of Arctic regions is a key parameter for assessing surface properties from microwave brightness temperature (Tb) measurements. Particularly in winter, frozen soil permittivity and roughness are two poorly characterized unknowns that must be considered. Here, we show that after removing snow, the 3D soil roughness can be accurately inferred from in-situ photogrammetry using Structure from Motion (SfM). We focus on using SfM techniques to provide accurate roughness measurements and improve emissivity models parametrization of frozen arctic soil for microwave applications. Validation was performed from ground-based radiometric measurements at 19 and 37 GHz using three different soil emission models: the Wegmuller and Matzler [1999, TGRS] model (Weg99), the Wang and Choudhury [1981, JGR] model (QNH), and a geometrical optics model (Geo Optics). Measured and simulated brightness temperatures over different tundra and rock sites in the Canadian High Arctic show that Weg99, parametrized with SfM-based roughness and optimized permittivity (epsilon), yielded an RMSE of 3.1 K (R-2 = 0.71) for all frequencies and polarizations. Our SfM based approach allowed us to measure roughness with 0.1 mm accuracy at 55 locations of different land cover type using a digital camera and metal plates of know dimensions.
引用
收藏
页码:1380 / 1396
页数:17
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