气候变化和基因发展对爱荷华州玉米产量的影响

IF 3.5 Q1 AGRONOMY
F. H. Zai, P. McSharry, Herbert Hamers
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引用次数: 0

摘要

在美国中西部地区,玉米产量易受高温和降雨不足的影响,这一点已得到广泛认可。极端天气和基因发展对玉米产量的影响却鲜为人知。其中一个主要原因是变量的多重共线性会导致结果混淆。在此,我们采用弹性净回归模型来模拟气候和基因发展的影响,以解决多重共线性问题。这样,我们就能建立一个更稳健、预测精度更高的多元回归模型。利用 1981-2018 年爱荷华州的粒度数据,我们发现玉米产量易受夏季平均气温(尤其是 7 月)偏高、6 月昼夜温差扩大以及 6-8 月夏季干旱(降雨量极低)的影响。我们发现,总体气候影响使年均产量减少了 0.7%。我们还发现,1981-2018 年期间,遗传发展导致播种日期提前、生育间隔期延长、生长度日累积增加以及净种植面积扩大,对爱荷华州玉米产量产生了有利影响,使年均产量提高了 1.8%。这为我们提供了乐观的依据,即这些基因发展和管理实践在未来将继续适应和改进,以应对气候变化对玉米产量的影响。我们还利用政府间气候变化专门委员会第六次评估报告(IPCC AR6)中的最新气候预测,模拟了未来气候变化的影响。这些气候预测显示,到本世纪中叶,生长季节(5 月至 10 月)的平均气温将升高 2.4 -2.9 o C,而到本世纪中叶,春季(3 月和 4 月)的平均气温将相对较慢地升高 1.9 -2.3 o C。此外,气候预测显示,未来气温和降雨也将变得更加极端,其变化从春季到夏季各不相同。我们的研究结果表明,仅气候变化一项,爱荷华州的玉米产量在本世纪中叶之前每年就将下降 1.4-1.7% (或在二十一世纪晚期之前每年下降 1.2-2.1%)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impact of climate change and genetic development on Iowa corn yield
The vulnerability of corn yield to high temperature and insufficient rainfall in the US mid-west is widely acknowledged. The impact of extreme weather and genetic development on corn yield is less well known. One of the main reasons is that the multicollinearity in the variables can lead to confounding results. Here we model the impact of climate and genetic development by employing an elastic net regression model to address the multicollinearity issue. This allows us to develop a more robust multiple regression model with higher predictive accuracy. Using granular data for Iowa from 1981-2018, we find that corn yield is vulnerable to high mean summer temperatures particularly in July, a widening diurnal temperature range in June and dry summer conditions (due to extremely low rainfall) from June-August. We find that overall climate impact reduced average annual yield by 0.7%. We also find that genetic development which led to earlier planting dates, widening duration of the reproductive interval, higher growing degree day accumulation and larger net planted area had a beneficial impact on the Iowa corn yield during 1981-2018 resulting in an average annual yield improvement of 1.8% per annum. This provides a basis for optimism that these genetic developments and management practices will continue to adapt and improve in the future to counter the impact of climate change on corn yield. We have also modelled the impact of future climate change using the latest climate projections from the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC AR6). These climate projections show that the average temperature during the growing season (MayO-October) will increase by 2.4 -2.9 o C by mid-century while the average spring temperature (March and April) will increase by a relatively slower 1.9 -2.3 o C by mid-century. Additionally, climate projections show that both temperature and rainfall will also become more extreme in the future with the changes varying from spring to summer. Our results show that, just due to climate change alone in Iowa corn yield will decline between 1.4-1.7% per annum until mid-century (or 1.2-2.1% per annum until the late twenty first century).
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来源期刊
Frontiers in Agronomy
Frontiers in Agronomy Agricultural and Biological Sciences-Agricultural and Biological Sciences (miscellaneous)
CiteScore
4.80
自引率
0.00%
发文量
123
审稿时长
13 weeks
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