Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose

Soft rot is a severe bacterial disease of potatoes, and soft rot infection can cause significant economic losses during the storage period of potatoes. In this study, potato soft rot was selected as the research object, and a type of potato tuber soft rot disease early detection method based on the...

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Main Authors: Chang Zhiyong, Lv Jianhua, Qi Hongyan, Ma Yunhai, Chen Donghui, Xie Jun, Sun Youhong
Format: Article
Language:English
Published: De Gruyter 2017-11-01
Series:Open Life Sciences
Subjects:
Online Access:https://doi.org/10.1515/biol-2017-0044
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spelling doaj-1742df35ca8a45cf90c4058fee12ae1b2021-09-05T20:42:22ZengDe GruyterOpen Life Sciences2391-54122017-11-0112137938510.1515/biol-2017-0044biol-2017-0044Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic NoseChang Zhiyong0Lv Jianhua1Qi Hongyan2Ma Yunhai3Chen Donghui4Xie Jun5Sun Youhong6Key Laboratory of Drilling and Exploitation Technology in Complex Conditions of Ministry of Land and Resources(Jilin University), Changchun130026, ChinaKey Laboratory of Bionic Engineering, Ministry of Education, Changchun130022, ChinaKey Laboratory of Bionic Engineering, Ministry of Education, Changchun130022, ChinaKey Laboratory of Bionic Engineering, Ministry of Education, Changchun130022, ChinaKey Laboratory of Bionic Engineering, Ministry of Education, Changchun130022, ChinaKey Laboratory of Bionic Engineering, Ministry of Education, Changchun130022, ChinaKey Laboratory of Drilling and Exploitation Technology in Complex Conditions of Ministry of Land and Resources(Jilin University), Changchun130026, ChinaSoft rot is a severe bacterial disease of potatoes, and soft rot infection can cause significant economic losses during the storage period of potatoes. In this study, potato soft rot was selected as the research object, and a type of potato tuber soft rot disease early detection method based on the electronic nose technology was proposed. An optimized bionic electronic nose gas chamber and a scientific and reasonable sampling device were designed to detect a change in volatile substances of the infected soft rot disease of potato tuber. The infection of soft rot disease in potato tuber samples was detected and identified by using the RBF NN algorithm and SVM algorithm. The results revealed that the proposed bionic electronic nose system can be utilized for early detection of potato tuber soft rot disease. Through comparison and analysis, the recognition rate using the SVM algorithm reached up to 89.7%, and the results were superior to the RBF NN algorithm.https://doi.org/10.1515/biol-2017-0044electronic nosepotatosoft rot diseasebacterial infectio
collection DOAJ
language English
format Article
sources DOAJ
author Chang Zhiyong
Lv Jianhua
Qi Hongyan
Ma Yunhai
Chen Donghui
Xie Jun
Sun Youhong
spellingShingle Chang Zhiyong
Lv Jianhua
Qi Hongyan
Ma Yunhai
Chen Donghui
Xie Jun
Sun Youhong
Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
Open Life Sciences
electronic nose
potato
soft rot disease
bacterial infectio
author_facet Chang Zhiyong
Lv Jianhua
Qi Hongyan
Ma Yunhai
Chen Donghui
Xie Jun
Sun Youhong
author_sort Chang Zhiyong
title Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
title_short Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
title_full Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
title_fullStr Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
title_full_unstemmed Bacterial Infection Potato Tuber Soft Rot Disease Detection Based on Electronic Nose
title_sort bacterial infection potato tuber soft rot disease detection based on electronic nose
publisher De Gruyter
series Open Life Sciences
issn 2391-5412
publishDate 2017-11-01
description Soft rot is a severe bacterial disease of potatoes, and soft rot infection can cause significant economic losses during the storage period of potatoes. In this study, potato soft rot was selected as the research object, and a type of potato tuber soft rot disease early detection method based on the electronic nose technology was proposed. An optimized bionic electronic nose gas chamber and a scientific and reasonable sampling device were designed to detect a change in volatile substances of the infected soft rot disease of potato tuber. The infection of soft rot disease in potato tuber samples was detected and identified by using the RBF NN algorithm and SVM algorithm. The results revealed that the proposed bionic electronic nose system can be utilized for early detection of potato tuber soft rot disease. Through comparison and analysis, the recognition rate using the SVM algorithm reached up to 89.7%, and the results were superior to the RBF NN algorithm.
topic electronic nose
potato
soft rot disease
bacterial infectio
url https://doi.org/10.1515/biol-2017-0044
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