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Economic yield prediction in six rice (Oryza sativa L.) genotypes by applying Mamdani rule based fuzzy model

机译:基于Mamdani规则的模糊模型,六米(Oryza Sativa L.)基因型的经济产量预测

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摘要

In the area of agricultural practices, yield prediction relies on human expertise but it is not always reliable due to many reasons. Fuzzy logic system is a mathematical method of rule-based decision making and can be used to predict the yield of crops very effectively. It plays an essential role in the remarkable human ability to make rational decisions in an environment of uncertainty which affects the yield of seasonal crops. In the present study, Mamdani fuzzy rule based system is developed for prediction of economic yield of six different rice genotypes, KRH-2, PA-6129, PHB-71, AK-DHAN, NDR-359, VARADHAN. The proposed Mamdani rule based model uses different values of total dry matter and number of effective tillers of all the genotypes as inputvariables. No remarkable difference was found in the prediction of economic yield of all the rice genotypes obtained by fuzzy rule based model and yield obtained by field grown crop. Out of six genotype fuzzy system also predicted that KRH-2 is best interms of economic yield when grown in normal sowing conditions.
机译:在农业实践领域,产量预测依赖于人类的专业知识,但由于许多原因,它并不总是可靠的。模糊逻辑系统是基于规则的决策的数学方法,可用于非常有效地预测作物的产量。它在非明显的人类能力中起重要作用,在不确定的环境中对影响季节性作物产量的不确定性作出理性决策。在本研究中,Mamdani模糊规则的系统是开发的,用于预测六种不同水稻基因型的经济产量,KRH-2,PA-6129,PHB-71,AK-DHAN,NDR-359,Varadhan。所提出的Mamdani规则的模型使用所有基因型的总干物质和有效分蘖数的不同值,作为InputVariable。在通过基于模糊规则的模型和通过田间种植作物获得的产量获得的所有水稻基因型的经济产量的预测中没有发现显着差异。六种基因型模糊系统还预测,在正常播种条件下成长时,KRH-2是最佳的经济产量。

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