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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2017-11-01
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Online Access: | https://doi.org/10.1515/biol-2017-0044 |
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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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