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利用三元非结构性肥料响应模型提高水稻建模成功率。

Improving Rice Modeling Success Rate with Ternary Non-structural Fertilizer Response Model.

机构信息

Soil and Fertilizer Institute, Fujian Academy of Agricultural Science, Fuzhou, 350013, China.

Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, 430074, China.

出版信息

Sci Rep. 2018 Jun 13;8(1):9071. doi: 10.1038/s41598-018-27323-2.

Abstract

Fertilizer response modelling is an important technical approach to realize metrological fertilization on rice. With the goal of solving the problems of a low success rate of a ternary quadratic polynomial model (TPFM) and to expand the model's applicability, this paper established a ternary non-structural fertilizer response model (TNFM) based on the experimental results from N, P and K fertilized rice fields. Our research results showed that the TNFM significantly improved the modelling success rate by addressing problems arising from setting the bias and multicollinearity in a TPFM. The results from 88 rice field trials in China indicated that the proportion of typical TNFMs that satisfy the general fertilizer response law of plant nutrition was 40.9%, while the analogous proportion of TPFMs was only 26.1%. The recommended fertilization showed a significant positive linear correlation between the two models, and the parameters N, P and K that estimated the value of soil supplying nutrient equivalents can be used as better indicators of yield potential in plots where no N or P or K fertilizer was applied. The theoretical analysis showed that the new model has a higher fitting accuracy and a wider application range.

摘要

肥料效应模型是实现水稻计量施肥的重要技术途径。本文针对三元二次多项式肥料效应模型(TPFM)成功率低的问题,拓展模型的适用范围,基于水稻氮磷钾肥料效应田间试验结果,建立了三元非结构性肥料效应模型(TNFM)。研究结果表明,TNFM 可以有效解决 TPFM 中偏度和多重共线性等问题,提高模型成功率。在中国 88 个田间试验结果中,满足植物营养一般施肥反应规律的典型 TNFM 比例为 40.9%,而 TPFM 仅为 26.1%。推荐施肥量下,两种模型呈显著正线性相关,且模型估算的土壤供养分当量参数 N、P、K 可以作为不施 N、P、K 肥小区产量潜力的较好指标。理论分析表明,新模型具有更高的拟合精度和更广泛的应用范围。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/419d/5998140/f0226dc95bac/41598_2018_27323_Fig1_HTML.jpg

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