The Boreal-Arctic Wetland and Lake Dataset (BAWLD)

D. Olefeldt, Mikael Hovemyr, McKenzie A. Kuhn, D. Bastviken, T. Bohn, J. Connolly, P. Crill, E. Euskirchen, S. Finkelstein, H. Genet, G. Grosse, L. Harris, L. Heffernan, M. Helbig, G. Hugelius, R. Hutchins, S. Juutinen, M. Lara, A. Malhotra, K. Manies, A. McGuire, S. Natali, J. O’Donnell, F. Parmentier, Aleksi Räsänen, C. Schädel, O. Sonnentag, M. Strack, S. Tank, C. Treat, R. Varner, T. Virtanen, Rebecca K. Warren, J. Watts
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引用次数: 33

Abstract

Abstract. Methane emissions from boreal and arctic wetlands, lakes, and rivers are expected to increase in response to warming and associated permafrost thaw. However, the lack of appropriate land cover datasets for scaling field-measured methane emissions to circumpolar scales has contributed to a large uncertainty for our understanding of present-day and future methane emissions. Here we present the Boreal-Arctic Wetland and Lake Dataset (BAWLD), a land cover dataset based on an expert assessment, extrapolated using random forest modelling from available spatial datasets of climate, topography, soils, permafrost conditions, vegetation, wetlands, and surface water extents and dynamics. In BAWLD, we estimate the fractional coverage of five wetland, seven lake, and three river classes within 0.5 × 0.5° grid cells that cover the northern boreal and tundra biomes (17 % of the global land surface). Land cover classes were defined using criteria that ensured distinct methane emissions among classes, as indicated by a co-developed comprehensive dataset of methane flux observations. In BAWLD, wetlands occupied 3.2 × 106 km2 (14 % of domain) with a 95 % confidence interval between 2.8 and 3.8 × 106 km2. Bog, fen, and permafrost bog were the most abundant wetland classes, covering ~28 % each of the total wetland area, while the highest methane emitting marsh and tundra wetland classes occupied 5 and 12 %, respectively. Lakes, defined to include all lentic open-water ecosystems regardless of size, covered 1.4 × 106 km2 (6 % of domain). Low methane-emitting large lakes (> 10 km2) and glacial lakes jointly represented 78 % of the total lake area, while high-emitting peatland and yedoma lakes covered 18 and 4 %, respectively. Small (< 0.1 km2) glacial, peatland, and yedoma lakes combined covered 17 % of the total lake area, but contributed disproportionally to the overall spatial uncertainty of lake area with a 95 % confidence interval between 0.15 and 0.38 × 106 km2. Rivers and streams were estimated to cover 0.12 × 106 km2 (0.5 % of domain) of which 8 % was associated with high-methane emitting headwaters that drain organic-rich landscapes. Distinct combinations of spatially co-occurring wetland and lake classes were identified across the BAWLD domain, allowing for the mapping of “wetscapes” that will have characteristic methane emission magnitudes and sensitivities to climate change at regional scales. With BAWLD, we provide a dataset which avoids double-accounting of wetland, lake and river extents, and which includes confidence intervals for each land cover class. As such, BAWLD will be suitable for many hydrological and biogeochemical modelling and upscaling efforts for the northern Boreal and Arctic region, in particular those aimed at improving assessments of current and future methane emissions. Data is freely available at https://doi.org/10.18739/A2C824F9X (Olefeldt et al., 2021).  
北北极湿地湖泊数据集(BAWLD)
摘要北方和北极湿地、湖泊和河流的甲烷排放量预计将因气候变暖和相关的永久冻土融化而增加。然而,由于缺乏适当的土地覆盖数据集来将野外测量的甲烷排放换算成极地尺度,这给我们对当前和未来甲烷排放的理解带来了很大的不确定性。在这里,我们展示了北北极湿地和湖泊数据集(BAWLD),这是一个基于专家评估的土地覆盖数据集,利用随机森林模型从可用的气候、地形、土壤、永久冻土条件、植被、湿地和地表水范围和动态等空间数据集进行外推。在BAWLD中,我们估计了覆盖北方寒带和苔原生物群落(占全球陆地表面的17%)的5个湿地、7个湖泊和3个河流类在0.5 × 0.5°网格单元内的分数覆盖率。根据共同开发的甲烷通量观测综合数据集,使用确保不同类别之间甲烷排放量不同的标准定义了土地覆盖类别。BAWLD湿地面积为3.2 × 106 km2,占总面积的14%,95%置信区间为2.8 ~ 3.8 × 106 km2。沼泽、沼泽和冻土带湿地是最丰富的湿地类型,各占湿地总面积的28%,而甲烷排放量最高的湿地类型沼泽和冻土带湿地分别占5%和12%。湖泊的定义包括所有不受大小限制的开放水域生态系统,面积为1.4 × 106平方公里(占总面积的6%)。低甲烷排放的大湖泊(> 10 km2)和冰湖共占湖泊总面积的78%,而高甲烷排放的泥炭地和沼泽湖分别占湖泊总面积的18%和4%。较小(< 0.1 km2)的冰川湖、泥炭地湖和沼泽湖合计占湖泊总面积的17%,但对湖泊面积的总体空间不确定性贡献不成比例,95%的置信区间在0.15 ~ 0.38 × 106 km2之间。据估计,河流和溪流覆盖面积为0.12 × 106 km2(占面积的0.5%),其中8%与高甲烷排放源有关,这些源排出了富含有机物的景观。在整个BAWLD域中,发现了空间上共存的湿地和湖泊类别的不同组合,从而可以在区域尺度上绘制具有特征甲烷排放幅度和对气候变化敏感性的“湿地”。利用BAWLD,我们提供了一个避免双重计算湿地、湖泊和河流范围的数据集,并包括每个土地覆盖类别的置信区间。因此,BAWLD将适用于许多水文和生物地球化学建模以及北方和北极地区的升级工作,特别是那些旨在改进当前和未来甲烷排放评估的工作。数据可在https://doi.org/10.18739/A2C824F9X免费获取(Olefeldt et al., 2021)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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