Mapping the distribution and magnitude of soil inorganic and organic carbon stocks across Australia

IF 5.6 1区 农林科学 Q1 SOIL SCIENCE
Wartini Ng , José Padarian , Mercedes Román Dobarco , Budiman Minasny , Alex B. McBratney
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Abstract

Understanding the presence and dynamics of soil inorganic carbon (SIC) is essential, given its role as a significant sink for atmospheric carbon within the global carbon cycle. In arid and semi-arid regions such as Australia, soils may contain a higher proportion of SIC compared to soil organic carbon (SOC). However, the relative magnitudes of SIC and SOC in these areas remain unclear. This study resolves this uncertainty by estimating Australia’s total soil carbon stocks, with a particular focus on the inorganic carbon fraction. The SIC content was predicted using a two-step quantile regression forests mixture model of classification and regression for six depth intervals: 0–5 cm, 5–15 cm, 15–30 cm, 30–60 cm 60–100 cm, and 100–200 cm at 90 m × 90 m resolution. Equivalent SOC maps were derived from our previous study. The SIC models utilised a compilation of environmental covariates and inorganic carbon content related data from pH (n = 41,590), effervescence (n = 15,105) and calcium carbonate measurements (n = 5,776). Both the classification model (kappa = 0.533) and regression model (R2 = 0.468) for SIC achieved fair accuracy. The elevated concentration of SIC is consistent with the distribution of calcareous soils, and mainly accumulates in the lower depth. Our estimates indicate that the total carbon stock in Australian soils (0–2 m) is 78.9 Pg, with 44 % comprised of SIC. In the upper 1 m depth, carbon stock from SIC is half that of SOC (17.57 Pg vs. 37.75 Pg); however, in the lower depth interval of 1–2 m, SIC is three times larger than SOC (17.48 Pg vs. 6.13 Pg). In the arid and semi-arid regions of Australia, the amount of SIC stock (34.1 Pg C) is slightly larger than that of SOC stock (29.82 Pg C). This study provides a baseline measure of soil as a carbon sink in the forms of organic carbon and inorganic carbon within Australia.
绘制了澳大利亚土壤无机和有机碳储量的分布和大小
考虑到土壤无机碳在全球碳循环中作为大气碳汇的重要作用,了解土壤无机碳的存在及其动态至关重要。在澳大利亚等干旱和半干旱地区,土壤中SIC的比例可能高于土壤有机碳(SOC)。然而,这些地区SIC和SOC的相对大小仍不清楚。这项研究通过估算澳大利亚的土壤总碳储量来解决这种不确定性,特别关注无机碳部分。在90 m × 90 m分辨率下,采用分类回归两步分位数回归森林混合模型对0 ~ 5 cm、5 ~ 15 cm、15 ~ 30 cm、30 ~ 60 cm、60 ~ 100 cm和100 ~ 200 cm 6个深度区间进行了SIC含量预测。等效的SOC图来源于我们之前的研究。SIC模型利用了环境协变量和无机碳含量相关数据的汇编,这些数据来自pH (n = 41,590)、泡沫(n = 15,105)和碳酸钙测量(n = 5,776)。SIC的分类模型(kappa = 0.533)和回归模型(R2 = 0.468)均达到了较好的准确率。碳化硅浓度的升高与钙质土的分布一致,且主要集中在较低深度。我们的估计表明,澳大利亚土壤(0-2 m)的总碳储量为78.9 Pg,其中44%由SIC组成。在1 m以上深度,碳化硅碳储量是有机碳储量的一半(17.57 Pg vs. 37.75 Pg);然而,在1 ~ 2 m的较低深度层段,SIC是SOC的3倍(17.48 Pg vs. 6.13 Pg)。在澳大利亚干旱和半干旱地区,碳化硅储量(34.1 Pg C)略大于有机碳储量(29.82 Pg C)。该研究为澳大利亚土壤作为有机碳和无机碳形式的碳汇提供了基线测量。
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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来源期刊
Geoderma
Geoderma 农林科学-土壤科学
CiteScore
11.80
自引率
6.60%
发文量
597
审稿时长
58 days
期刊介绍: Geoderma - the global journal of soil science - welcomes authors, readers and soil research from all parts of the world, encourages worldwide soil studies, and embraces all aspects of soil science and its associated pedagogy. The journal particularly welcomes interdisciplinary work focusing on dynamic soil processes and functions across space and time.
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