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Flue-cured tobacco aroma type and quality judgment intelligent evaluation method

An evaluation method and flavor type technology, applied in character and pattern recognition, computer material science, instruments, etc., can solve problems that are susceptible to environmental and personal factors, hazards, tobacco leaf and cigarette style characteristics, etc., to reduce detection costs and avoid damage effect

Inactive Publication Date: 2017-03-22
FUJIAN AGRI & FORESTRY UNIV
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  • Claims
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AI Technical Summary

Problems solved by technology

At present, the domestic cigarette industry enterprises have not yet formed a unified evaluation standard for the evaluation of the quality and style of tobacco leaves, and the evaluation standards for tobacco leaves are mostly affected by the style and characteristics of their own cigarettes
[0005] To sum up, the current method of evaluating the quality and aroma characteristics of tobacco leaves by manual smoking is highly susceptible to the influence of environmental and personal factors, which brings great difficulties to the evaluation and effective utilization of tobacco raw materials and the stability of cigarette quality and style characteristics in industrial enterprises. At the same time, to a certain extent, it has increased the harm to the health of the reviewers themselves.

Method used

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  • Flue-cured tobacco aroma type and quality judgment intelligent evaluation method
  • Flue-cured tobacco aroma type and quality judgment intelligent evaluation method
  • Flue-cured tobacco aroma type and quality judgment intelligent evaluation method

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Embodiment Construction

[0050] The technical solution of the present invention will be specifically described below in conjunction with the accompanying drawings.

[0051] The present invention provides an intelligent evaluation method for judging the flavor type and quality of flue-cured tobacco, which is realized according to the following steps:

[0052] Step S1: Use the GRRF (Guided Regularized Random Forest, that is, guided regularized random forest) method to screen the principal component factors of tobacco leaf aroma classification and aroma score, and screen out 22 aroma classifications and 19 Principal component factors for aroma scores;

[0053] Step S2: using GRRF+SVM (support vector machine) and GRRF+RF (random forest) methods to establish a tobacco leaf aroma style discrimination model;

[0054] Step S3: Use 10 fold cross-validation (10 fold Cross-validation) method to analyze the evaluation performance of the two methods, wherein, for the classification evaluation results, the correct...

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Abstract

The invention relates to a flue-cured tobacco aroma type and quality judgment intelligent evaluation method. The method is characterized by screening out aroma classification and aroma score principal component factors from tobacco aroma substances through a GRRF method; establishing a tobacco aroma style judgment model through GRRF+SVM and GRRF+RF methods; analyzing evaluation performance of the two methods through a 10 fold cross-validation method, wherein for classification evaluation results, adopting accuracy ACC and receiver operating characteristic curve as evaluation criterion, and for regression evaluation results, adopting Pearson's correlation coefficient and mean square error as evaluation criterion, and determining an optimal plan of a tobacco aroma type judgment model; and on the basis of the above, constructing a tobacco aroma type judgment online tool and carrying out evaluation on the aroma type and quality of tobaccos to be detected. The method can carry out analysis and judgment on aroma type characteristics of the tobaccos in different ecological areas objectively and accurately.

Description

technical field [0001] The invention relates to the field of judging the flavor and quality of flue-cured tobacco, in particular to an intelligent evaluation method for judging the flavor and quality of flue-cured tobacco. Background technique [0002] Tobacco leaves are the main body of cigarette formula, and their quality and style directly determine the smoking characteristics of cigarettes. During the processing of cigarette products, different parts and different styles of tobacco leaf raw materials are required to form a relatively stable leaf group formula, and through the blending effect of auxiliary materials (tobacco essence, spices), the unique smoking characteristics of its own brand of cigarettes are formed. In this process, a stable cigarette style (smoking characteristics) is particularly important for the physiological satisfaction of smokers and the stable development of cigarette enterprises. Therefore, the evaluation and use of tobacco leaf style character...

Claims

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Application Information

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IPC IPC(8): G06K9/62G01N33/00
CPCG01N33/00G06F18/2411G16C60/00G16C20/70
Inventor 张重义古力何华勤李明杰
Owner FUJIAN AGRI & FORESTRY UNIV
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