Rapid Identification of Tobacco Mildew Based on Random Forest Algorithm

Author:

Jiang Zhimin1,Zhang Wenjun2,Huang Haixia3,Zhai Zhengguang2,chen Dairong4,Ai Yongfeng4,Li Bo1,Chen Xiaoxiang1ORCID

Affiliation:

1. China Tobacco Zhejiang Industry Co Ltd., Hangzhou 310008, Zhejiang, China

2. Hunan Tobacco Corporation Changsha Company, Changsha 410007, Hunan, China

3. Guangxi Zhuang Autonomous Region Tobacco Corporation Baise Company, Baise 533000, Guangxi, China

4. Guizhou Tobacco Corporation Tongren Company, Tongren 0856, Guizhou, China

Abstract

In order to further improve the identification efficiency of tobacco mildew, a rapid identification model of tobacco mildew based on random forest algorithm was proposed in this study. In order to ensure the feasibility and pertinence of the model study, this study takes redried leaf tobacco as the research object, selects high-temperature and high-humidity environment as the experimental conditions, and obtains the sample data of the degree of tobacco mildew under different experimental conditions. At the same time, this paper constructs a rapid identification model of tobacco mildew with the help of random forest algorithm. Through the model experimental results, it is found that the accuracy of the model for the rapid identification of training samples can reach 93.82%, while the accuracy of independent testing is 94.84%. The experimental results fully reflect the availability and efficiency of the random forest algorithm model in the rapid identification of tobacco mildew.

Funder

China Tobacco Zhejiang Industry Co, Ltd.

Publisher

Hindawi Limited

Subject

Computer Science Applications,Software

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