Department of Crop Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
Department of Crop Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
Sci Total Environ. 2023 Jan 20;857(Pt 1):159038. doi: 10.1016/j.scitotenv.2022.159038. Epub 2022 Sep 27.
Quantifying spatiotemporal dynamics of soil organic carbon (SOC) stocks is needed to understand the impact of land use change and can help target carbon sequestration efforts. In the recently and radically transformed landscapes of the state of Illinois, U.S.A., we evaluated surface SOC stocks under land use change using a space-for-time substitution method over 167 years. Additionally, we determined SOC stocks for the A horizon vs 0-30 cm depth to evaluate pedogenically-informed vs more commonly used fixed depth approaches. Legacy soil datasets from 1980 to 2012 were combined with environmental covariates using a random forest algorithm. To more accurately estimate pre-agricultural land use SOC stocks (i.e., pre-1845), SOC observations collected from soils under native prairie and forest were extracted from peer-reviewed publications. The model was validated on 25 % of the total 627 test data (R: 0.59 and R: 0.56; RMSE: 20.5 and RMSE:19.3 Mg/ha) independent of the 75 % of data for calibration (R: 0.91; RMSE:10.1 and RMSE:9.6 Mg/ha). SOC stocks were largest under prairie (A horizon: 156.1 Mg/ha; 0-30 cm: 152.4 Mg/ha) and lowest under pasture (A horizon: 33.2, 0-30 cm: 44.6 Mg/ha). SOC stocks varied less by soil order than by land use. Between 1845 and 2012, surface SOC stocks decreased for most of Illinois, with greatest losses in central (-16.3 Mg/ha) and east-central Illinois (-47.0 Mg/ha) where approximately 80 % of prairie was converted to cropland. A slight increase in surface SOC stocks occurred in the unglaciated northwest region and the less recently glaciated south region, as well as in alluvial corridors. This study (i) highlights how estimating spatiotemporal dynamics of surface SOC stocks over centennial timescales can benefit from including measures of SOC under native land use not usually contained in legacy pedon datasets, and (ii) illustrates the potential of identifying localized hotspots of historical SOC loss and thus deficits that can be prioritized for carbon sequestration efforts.
量化土壤有机碳(SOC)储量的时空动态对于了解土地利用变化的影响很有必要,并且有助于有针对性地开展碳固存工作。在美国伊利诺伊州,土地利用在最近发生了剧烈的变化,我们使用时空替代法,在 167 年内评估了土地利用变化下的表层 SOC 储量。此外,我们还评估了 A 层与 0-30cm 深度的 SOC 储量,以评估基于成土过程的方法与更常用的固定深度方法。我们将 1980 年至 2012 年的传统土壤数据集与环境协变量相结合,使用随机森林算法。为了更准确地估算农业前土地利用 SOC 储量(即 1845 年前),我们从同行评议文献中提取了在原生草原和森林下土壤的 SOC 观测值。该模型在 627 个测试数据的 25%(R:0.59 和 R:0.56;RMSE:20.5 和 RMSE:19.3 Mg/ha)上进行了验证,与校准数据的 75%(R:0.91;RMSE:10.1 和 RMSE:9.6 Mg/ha)无关。草原下的 SOC 储量最大(A 层:156.1 Mg/ha;0-30cm:152.4 Mg/ha),而牧草地下的 SOC 储量最低(A 层:33.2,0-30cm:44.6 Mg/ha)。SOC 储量的变化受土壤类型的影响小于土地利用的影响。从 1845 年到 2012 年,伊利诺伊州大部分地区的表层 SOC 储量减少,其中中部(-16.3 Mg/ha)和中东部(-47.0 Mg/ha)损失最大,这些地区大约 80%的草原被开垦为耕地。未受冰川影响的西北部和受冰川影响较小的南部地区以及冲积走廊的表层 SOC 储量略有增加。本研究(i)强调了如何通过纳入通常不包含在传统土系数据集中的原生土地利用下的 SOC 测量值,来估算百年时间尺度的表层 SOC 储量的时空动态,(ii)说明了确定历史 SOC 损失热点和因此可以优先开展碳固存工作的缺陷的潜力。