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Browsing by Author "Bedard-Haughn, Angela"

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    Multi-Horizon Predictive Soil Mapping of Historical Soil Properties Using Remote Sensing Imagery
    (MDPI, 2022) Sorenson, Preston; Kiss, Jeremy; Bedard-Haughn, Angela; Shirtliffe, Steve
    There is increasing demand for more detailed soil maps to support fine-scale land use planning, soil carbon management, and precision agriculture in Saskatchewan. Predictive soil mapping that incorporates a combination of environmental covariates provides a cost-effective tool for generating finer resolution soil maps. This study focused on mapping soil properties for multiple soil horizons in Saskatchewan using historical legacy soil data in combination with remote sensing band indices, bare soil composite imagery, climate data, and terrain attributes. Mapped soil properties included soil organic carbon content (SOC), total nitrogen, cation exchange capacity (CEC), electrical conductivity (EC), inorganic carbon (IOC), sand and clay content, and total profile soil organic carbon stocks. For each of these soil properties, a recursive feature elimination was undertaken to reduce the number of features in the overall model. This process involved iteratively removing features such that random forest out-of-bag error was minimized. Final random forest models were built for each property and evaluated using an independent test dataset. Overall, predictive models were successful for SOC (R2 = 0.71), total nitrogen (R2 = 0.65), CEC (R2 = 0.46), sand content (R2 = 0.44) and clay content (R2 = 0.55). The methods used in this study enable mapping of a greater geographic region of Saskatchewan compared to those previously established that relied solely on bare soil composite imagery.
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    Synthesis of science: findings on Canadian Prairie wetland drainage
    (Taylor and Francis Online, 2021) Baulch, Helen; Whitfield, Colin; Wolfe, Jared; Basu, Nandita; Bedard-Haughn, Angela; Belcher, Kenneth; Clark, Robert; Ferguson, Grant; Hayashi, Masaki; Ireson, Andrew; Lloyd-Smith, Patrick; Loring, Philip; Pomeroy, John; Shook, Kevin; Spence, Christopher
    Extensive wetland drainage has occurred across the Canadian Prairies, and drainage activities are ongoing in many areas (Prairie Habitat Joint Venture 2014; Dahl 1990; Watmough and Schmoll 2007; Bartzen et al. 2010; Dahl 2014; Dumanski et al. 2015; Waz and Creed 2017). In 2017 the Global Water Futures program funded the Prairie Water project, with the broad goal of helping to foster improved water security in the region (Spence et al. 2018). Throughout the duration of this project, it has been clear that a diverse group of stakeholders (including river basin organizations, government agencies, and landowners) is seeking the same information — a synthesis of what is known and not known about the effects of wetland drainage. This synthesis of the state of the science on wetland drainage in the Canadian Prairies is aimed at assembling current knowledge based on western scientific methods to articulate what is known about the variability of drainage effects across the region. Traditional knowledge, which represents a different but complementary way of knowing the functioning of prairie watersheds (sometimes also termed catchments, or basins), and the processes driving change within them, is not discussed here. Instead, this synthesis is presented in the spirit of building such collaborations. It summarizes current western scientific knowledge on surface hydrology, groundwater interactions, nutrient export, biodiversity, carbon storage and greenhouse gas dynamics, and wetland conservation socioeconomics. The implications to water security now and in the future are also discussed.