On-farm testing of a dynamic model-based corn nitrogen management tool—Adapt-N—in Nebraska, USA

IF 2 3区 农林科学 Q2 AGRONOMY
P. Paccioretti, G. Balboa, L. Thompson, H. van Es, Seth Norquest, L. Puntel
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Abstract

Growers may be reluctant to adopt variable rate nitrogen (N) management because of concerns about the risk of yield loss. This study compares corn (Zea mays L.) N rate recommendations from Adapt-N, a dynamic soil-crop-weather model tool, with those provided by experienced grower research partners. Total N rate, yield, and partial factor productivity (PFP) were analyzed using data from on-farm trials conducted at nine locations in central-east Nebraska. The dataset was augmented with elevation, derived terrain attributes, and normalized difference vegetation index (NDVI) collected during the critical period for yield determination. To assess the impact of N management strategies, analyses were conducted at three scales: field-scale, across fields, and within-field productivity zones. A meta-analysis was performed to estimate the overall treatment effect among fields. Moreover, prescribed rates were compared with the agronomic optimum nitrogen rate (AONR). Results showed that in high-productivity zones, Adapt-N achieved higher yields at twice as many sites compared to grower-managed N applications while demonstrating higher PFP. Additionally, Adapt-N prescribed lower N rates in sites with lower elevation values and higher NDVI variability, suggesting that variable rate technologies can improve N management by responding to within-field variability. Despite these spatial differences, both strategies performed similarly in total N rate, yield, and PFP across fields. Both Adapt-N and Grower's had the ability to approximate the AONR with reasonable accuracy (RRMSE < 12%). Overall, the Adapt-N model offered good and similar-quality N rate recommendations to those used by experienced growers and research partners.

基于动态模型的玉米氮肥管理工具adapt - n在美国内布拉斯加州的农场试验
由于担心产量损失的风险,种植者可能不愿意采用可变氮(N)管理。这项研究比较了玉米(Zea mays L.)动态土壤-作物-天气模型工具Adapt-N提供的氮肥用量建议,以及经验丰富的种植者研究伙伴提供的建议。利用在内布拉斯加州中东部9个地点进行的农场试验数据,分析了全氮率、产量和部分要素生产率(PFP)。该数据集增加了在产量确定关键时期收集的高程、衍生地形属性和归一化植被指数(NDVI)。为了评估氮素管理策略的影响,在三个尺度上进行了分析:田间尺度、跨田和田内生产力区。进行荟萃分析以估计各领域之间的总体治疗效果。并将规定施氮量与农艺最适施氮量(AONR)进行比较。结果表明,在高产区,与种植者管理的氮肥施用相比,Adapt-N在两倍的地点获得了更高的产量,同时显示出更高的PFP。此外,Adapt-N在海拔值较低和NDVI变异性较高的地点规定了较低的N率,这表明可变速率技术可以通过响应田内变异性来改善N管理。尽管存在这些空间差异,但两种策略在全氮率、产量和PFP方面的表现相似。Adapt-N和Grower's都有能力以合理的精度近似AONR (RRMSE <;12%)。总的来说,Adapt-N模型为经验丰富的种植者和研究伙伴提供了良好的和类似质量的氮肥建议。
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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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