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Prediction of leaf rust severity and yield loss in wheat based on environmental factors
Journal of Plant Diseases and Protection ( IF 2.1 ) Pub Date : 2020-02-20 , DOI: 10.1007/s41348-020-00304-2
Walid M. El-Orabey , Ahmed F. Elkot

Six commercial bread wheat (Triticum aestivum L.) cultivars were evaluated against leaf rust (Puccinia triticina) at two different locations in Egypt during three successive growing seasons, i.e., 2016/2017, 2017/2018 and 2018/2019. Correlation between eight weekly environmental factors: solar radiation, total precipitation, average wind speed, maximum wind speed, minimum air temperature, maximum air temperature, minimum relative humidity and maximum relative humidity to leaf rust severity (%) and yield losses (%), was determined using stepwise regression analysis. Predictive models for each tested cultivar for final leaf rust severity (%) and yield losses using environmental data were determined. Generally, maximum relative humidity was positively correlated with final leaf rust severity (%). Significant correlation between yield losses (%) and the two factors, i.e., final leaf rust severity (%) and maximum relative humidity, was also found in this study. Meanwhile, negative correlation was found between final leaf rust severity (%) and yield losses (%) and the two environmental factors, i.e., solar radiation and minimum relative humidity. The effectiveness of tested models was estimated by using R2 values for all models, and these models were validated to predict leaf rust severity (%) and yield loss.

中文翻译:

基于环境因素的小麦叶锈病严重程度和产量损失预测

对6个商品面包小麦(Triticum aestivum L.)品种的叶锈病(Puccinia triticina)进行了评价。)在三个连续的生长季节,即2016 / 2017、2017 / 2018和2018/2019,分别位于埃及的两个不同地点。每周八个环境因素之间的相关性:太阳辐射,总降水量,平均风速,最大风速,最低气温,最高气温,最低相对湿度和最高相对湿度对叶锈病的严重程度(%)和产量损失(%),使用逐步回归分析确定。使用环境数据确定每种测试品种的最终叶锈病严重程度(%)和产量损失的预测模型。通常,最大相对湿度与最终叶锈病严重程度(%)正相关。在这项研究中还发现了产量损失(%)与两个因素之间的显着相关性,即最终叶锈病严重程度(%)和最大相对湿度。同时,最终叶锈病严重度(%)和产量损失(%)与两个环境因素(即太阳辐射和最小相对湿度)之间存在负相关关系。通过使用来评估测试模型的有效性所有模型的R 2值,并且这些模型均经过验证,可以预测叶锈病严重程度(%)和产量损失。
更新日期:2020-02-20
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