Testing for complementarity between the use of continuous no-till and cover crops: An application of entropy approach

Dat Q. Tran , Lyubov A. Kurkalova
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Abstract

The carbon sequestration and overall crop production sustainability benefits of no-till (NT) farming are fully realized only when NT is used continuously over several years. Research shows that most U.S. farmers do not use the practice continuously. One of the commonly suggested reasons for intermittent tillage is the risk of a significant yield penalty during the first several years after converting to continuous no-till (CNT). Agronomic research suggests that continuous cover crops (CCR) can be both an economical and biological answer to the risk of yield reduction associated with the use of CNT, as CCR accelerates the processes of converting and storing nitrogen in the soil and improves soil structure and water infiltration. However, whether farmers consider the complementary benefits of CNT and CCR is largely unknown. The objective of this study is to test the complementarity between the uses of the two conservation practices in the State of Indiana, U.S. We combine Quadratic Programming and Entropy approaches to estimate 1st-order Markov transition matrices for tillage and cover crops dynamic models, respectively. Then, we apply Bayes' theory to test the complementarity. The data used for the analysis come from the Conservation Tillage Information Center and Indiana Tillage and Cover Crops Transect, 1992–2019. The findings show that there is no evidence supporting complementarity between the use of CNT and CCR in Indiana. The results also show that the use of CCR in the State is growing steadily at a rate of approximately 30% during 2011–2015 and then stabilize during 2016–2019, whereas the share of land allocated to CNT remains flat in the same period. In addition to being the first formal test of the complementarity between the uses of the two sustainable crop production practices, the novelty of our contribution relates to the econometric methodology and the data. We introduce an approach for estimating dynamic models of farmers' yearly choices and demonstrate the possibility of testing for complementarity between the choices with very limited – aggregated and missing – data.

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连续免耕和覆盖作物之间互补性的测试:熵法的应用
免耕(NT)农业的碳固存和整体作物生产可持续性效益只有在连续使用免耕(NT)多年后才能充分实现。研究表明,大多数美国农民并没有持续使用这种做法。人们普遍认为采用间歇耕作的原因之一是,在转为连续免耕(CNT)后的头几年里,产量有显著下降的风险。农艺学研究表明,连续覆盖作物(CCR)可以从经济和生物学上解决碳纳米管使用带来的减产风险,因为CCR加速了土壤中氮的转化和储存过程,改善了土壤结构和水分渗透。然而,农民是否考虑碳纳米管和CCR的互补效益在很大程度上是未知的。本研究的目的是测试美国印第安纳州两种保护实践之间的互补性。我们结合二次规划和熵方法分别估计耕作和覆盖作物动态模型的一阶马尔可夫转移矩阵。然后,我们运用贝叶斯理论来检验互补性。用于分析的数据来自1992年至2019年的保护耕作信息中心和印第安纳州耕作和覆盖作物样带。研究结果表明,没有证据支持在印第安纳州使用CNT和CCR之间的互补性。结果还表明,2011-2015年期间,该州CCR的使用以约30%的速度稳步增长,然后在2016-2019年期间稳定增长,而同期分配给CNT的土地份额保持不变。除了首次正式测试两种可持续作物生产实践之间的互补性外,我们贡献的新颖性还涉及计量经济学方法和数据。我们介绍了一种估计农民年度选择的动态模型的方法,并证明了在非常有限的汇总和缺失数据下测试选择之间互补性的可能性。
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来源期刊
Soil security
Soil security Soil Science
CiteScore
4.00
自引率
0.00%
发文量
0
审稿时长
90 days
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