Investigating the Potential Use of RADARSAT-2 and UAS imagery for Monitoring the Restoration of Peatlands

被引:14
|
作者
White, Lori [1 ]
McGovern, Mark [2 ]
Hayne, Shari [3 ]
Touzi, Ridha [4 ]
Pasher, Jon [1 ]
Duffe, Jason [1 ]
机构
[1] Environm & Climate Change Canada, Natl Wildlife Res Ctr, Ottawa, ON L7S 1A1, Canada
[2] IVUS Geomat, Ottawa, ON K2C 0V3, Canada
[3] Environm & Climate Change Canada, Sci & Technol Branch, Gatineau, PQ K1A 0H3, Canada
[4] Nat Resources Canada, Canada Ctr Mapping & Earth Observat, Ottawa, ON K1A 0E4, Canada
关键词
RADARSAT-2; Unmanned Aerial Systems; peatlands; restoration; TARGET SCATTERING DECOMPOSITION; AERIAL VEHICLE UAV; SAR DATA; SPHAGNUM; VEGETATION; POLARIMETRY; INUNDATION; MOISTURE; COVER; PEAT;
D O I
10.3390/rs12152383
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The restoration of peatlands is critical to help reduce the effects of climate change and further prevent the loss of habitat for many species of flora and fauna. The objective of this research was to evaluate RADARSAT-2 satellite imagery and high-resolution Unmanned Aerial Systems (UASs) to determine if they could be used as surrogates for monitoring the success of peatland restoration. Areas of peatland that were being actively harvested, had been restored from past years (1994-2003), and natural shrub bog in Lac St. Jean, Quebec were used as a test case. We compared the Freeman-Durden and Touzi decompositions by applying the Bhattacharyya Distance (BD) statistic to see if the spectral signatures of restored peatland could be separated from harvested peat and natural shrub bog. We flew Unmanned Aerial Surveys (UASs) over the study site to identifySphagnumandPolytrichum strictum, two indicator species of early peatland restoration success. Results showed that the Touzi decomposition was better able to separate the spectral signatures of harvested, restored, and natural shrub bog (BD values closer to 9). Symmetric scattering type alpha s1, Helicity |tau(1,2,3)|, a steep incidence angle, and peak growing season appear to be important for separating the spectral signatures. We had moderate success in detectingSphagnumandPolytrichum strictumvisually by using texture and pattern but were unable to use colour due to differences in sun angle and clouds during the UAS flights. Results suggest that RADARSAT-2 data using the Touzi decomposition and UAS imagery show potential for monitoring peatland restoration success over time.
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页数:33
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