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DOI | 10.1088/1748-9326/ad3f32 |
Further adoption of conservation tillage can increase maize yields in the western US Corn Belt | |
Cambron, Trevor W.; Deines, Jillian M.; Lopez, Bruno; Patel, Rinkal; Liang, Sang-Zi; Lobell, David B. | |
发表日期 | 2024 |
ISSN | 1748-9326 |
起始页码 | 19 |
结束页码 | 5 |
卷号 | 19期号:5 |
英文摘要 | Conservation tillage can reduce soil erosion, increase soil health, and decrease labor and fuel input costs. Despite these benefits, potential yield impacts remain an important concern for farmers considering adoption. Previous research suggests that conservation tillage is likely to have the largest yield benefits in more arid conditions, but a lack of field-level analyses across climatic, management and soil conditions limits confidence in such predictions. Satellite imagery provides the opportunity to monitor agricultural lands at sub-field resolution across large spatial scales and wide environmental gradients. Here we investigate the maize yield impacts of conservation tillage in the semi-arid western US Corn Belt, using sub-field resolution datasets on tillage practices and crop yields derived from satellite data spanning four states (Nebraska, Kansas, South Dakota, and North Dakota) between 2008 and 2020. On these datasets, we estimate heterogenous yield outcomes for several thousand maize fields across gradients in climate, soil quality and irrigation status by using a causal forests analysis, an adaptation of the random forests machine-learning algorithm for causal inference on observational data. We find that long-term adoption of conservation tillage increased rainfed maize yields by an average of 9.9% in the region. Impacts on irrigated yields were small and not statistically significant. These results, along with an analysis of variables related to greater than average yield benefits, indicate that improved water infiltration and retention are the primary reasons for conservation tillage benefits. Despite yield benefits, many fields estimated to see increased yields under long term low till have not adopted the practice. Therefore, we identify specific counties likely to benefit most from increased levels of adoption. Our results strengthen the understanding of the impacts of conservation agriculture on crop yields and help define environments and counties most likely to benefit from conservation tillage. |
英文关键词 | conservation agriculture; reduced tillage; US Corn Belt; causal forests; remote sensing; maize yield |
语种 | 英语 |
WOS研究方向 | Environmental Sciences & Ecology ; Meteorology & Atmospheric Sciences |
WOS类目 | Environmental Sciences ; Meteorology & Atmospheric Sciences |
WOS记录号 | WOS:001208554800001 |
来源期刊 | ENVIRONMENTAL RESEARCH LETTERS
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/303557 |
作者单位 | Massachusetts Institute of Technology (MIT); Stanford University; Stanford University; United States Department of Energy (DOE); Pacific Northwest National Laboratory |
推荐引用方式 GB/T 7714 | Cambron, Trevor W.,Deines, Jillian M.,Lopez, Bruno,et al. Further adoption of conservation tillage can increase maize yields in the western US Corn Belt[J],2024,19(5). |
APA | Cambron, Trevor W.,Deines, Jillian M.,Lopez, Bruno,Patel, Rinkal,Liang, Sang-Zi,&Lobell, David B..(2024).Further adoption of conservation tillage can increase maize yields in the western US Corn Belt.ENVIRONMENTAL RESEARCH LETTERS,19(5). |
MLA | Cambron, Trevor W.,et al."Further adoption of conservation tillage can increase maize yields in the western US Corn Belt".ENVIRONMENTAL RESEARCH LETTERS 19.5(2024). |
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