利用预测性土壤制图研究土壤有机碳对加拿大大草原主要作物产量的影响

IF 2 3区 农林科学 Q2 AGRONOMY Agronomy Journal Pub Date : 2024-10-05 DOI:10.1002/agj2.21704
P. T. Sorenson, S. Shirtliffe, A. K. Bedard-Haughn
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引用次数: 0

摘要

保持土壤有机碳(SOC)对全球粮食安全至关重要,因为它对维持作物产量的土壤功能至关重要。预测性土壤制图的应用越来越多,结合大量的作物产量数据集,可以更好地了解作物产量与 SOC 的关系。这项研究的重点是利用最近数字化的历史 SOC 数据集和预测性土壤制图更新萨斯喀彻温省的 SOC 含量地图,并利用这些地图研究 SOC 与作物产量之间的关系。我们使用包含 5014 个 SOC 值的数据库,利用随机森林模型和一系列环境协变量绘制 SOC 含量图。最终 SOC 模型的 R2 为 0.48,均方根误差为 0.98%,一致性相关系数为 0.67,偏差为 0.12%。绘制的 SOC 值与作物产量数据(根据作物类型有 100,000-200,000 条记录)之间的关系是通过线性混合效应模型评估的。总体而言,SOC 增加 1%,小麦(Triticum aestivum L.)平均每公顷增产 263 千克,大麦(Hordeum vulgare L.)每公顷增产 293 千克,油菜(Brassica napus L.)每公顷增产 133 千克,大田豌豆(Pisum sativum L.)每公顷增产 135 千克。这些结果表明,增加 SOC 与萨斯喀彻温省四种主要作物的增产有关,当初始 SOC 含量较低时,增产幅度最大。
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Examining the effect of soil organic carbon on major Canadian Prairie crop yields with predictive soil mapping

Maintaining soil organic carbon (SOC) is critical for global food security as it is essential for soil functions that sustain crop yields. There has been an increase in predictive soil mapping, which when combined with extensive crop yield datasets, enables a better understanding of crop yield and SOC relationships. This study focused on updating maps of SOC content in Saskatchewan using recently digitized historical SOC datasets and predictive soil mapping, and using the maps to examine the relationship between SOC and crop yield. A database of 5014 SOC values was used to map SOC contents using a Random Forest model and a range of environmental covariates. The final SOC model had a R2 of 0.48, root mean square error of 0.98%, concordance correlation coefficient of 0.67, and a bias of 0.12%. The relationship between mapped SOC values and crop yield data, with 100,000–200,000 records depending on crop type, was then assessed using a linear mixed effects model after normalizing the data by rural municipality to remove broad-scale climate effects. Overall, an increase in SOC by 1% led to an increase on average of 263 kg ha−1 for wheat (Triticum aestivum L.), 293 kg ha−1 for barley (Hordeum vulgare L.), 133 kg ha−1 for canola (Brassica napus L.), and 135 kg ha−1 for field peas (Pisum sativum L.). These results show that increasing SOC was associated with greater yields for four major crops in Saskatchewan, with the largest gains occurring when the initial SOC contents are lower.

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来源期刊
Agronomy Journal
Agronomy Journal 农林科学-农艺学
CiteScore
4.70
自引率
9.50%
发文量
265
审稿时长
4.8 months
期刊介绍: After critical review and approval by the editorial board, AJ publishes articles reporting research findings in soil–plant relationships; crop science; soil science; biometry; crop, soil, pasture, and range management; crop, forage, and pasture production and utilization; turfgrass; agroclimatology; agronomic models; integrated pest management; integrated agricultural systems; and various aspects of entomology, weed science, animal science, plant pathology, and agricultural economics as applied to production agriculture. Notes are published about apparatus, observations, and experimental techniques. Observations usually are limited to studies and reports of unrepeatable phenomena or other unique circumstances. Review and interpretation papers are also published, subject to standard review. Contributions to the Forum section deal with current agronomic issues and questions in brief, thought-provoking form. Such papers are reviewed by the editor in consultation with the editorial board.
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