Recognition of edible oil by using BP neural network and laser induced fluorescence spectrum

Tao Tao Mu, Si Ying Chen, Yin Chao Zhang, Pan Guo, He Chen, Hong Yan Zhang, Xiao Hua Liu, Yuan Wang, Zhi Chao Bu

科研成果: 书/报告/会议事项章节会议稿件同行评审

1 引用 (Scopus)

摘要

In order to accomplish recognition of the different edible oil we set up a laser induced fluorescence spectrum system in the laboratory based on Laser induced fluorescence spectrum technology, and then collect the fluorescence spectrum of different edible oil by using that system. Based on this, we set up a fluorescence spectrum database of different cooking oil. It is clear that there are three main peak position of different edible oil from fluorescence spectrum chart. Although the peak positions of all cooking oil were almost the same, the relative intensity of different edible oils was totally different. So it could easily accomplish that oil recognition could take advantage of the difference of relative intensity. Feature invariants were extracted from the spectrum data, which were chosen from the fluorescence spectrum database randomly, before distinguishing different cooking oil. Then back propagation (BP) neural network was established and trained by the chosen data from the spectrum database. On that basis real experiment data was identified by BP neural network. It was found that the overall recognition rate could reach as high as 83.2%. Experiments showed that the laser induced fluorescence spectrum of different cooking oil was very different from each other, which could be used to accomplish the oil recognition. Laser induced fluorescence spectrum technology, combined BP neural network, was fast, high sensitivity, non-contact, and high recognition rate. It could become a new technique to accomplish the edible oil recognition and quality detection.

源语言英语
主期刊名International Symposium on Photoelectronic Detection and Imaging 2013
主期刊副标题Laser Sensing and Imaging and Applications
DOI
出版状态已出版 - 2013
活动5th International Symposium on Photoelectronic Detection and Imaging, ISPDI 2013 - Beijing, 中国
期限: 25 6月 201327 6月 2013

出版系列

姓名Proceedings of SPIE - The International Society for Optical Engineering
8905
ISSN(印刷版)0277-786X
ISSN(电子版)1996-756X

会议

会议5th International Symposium on Photoelectronic Detection and Imaging, ISPDI 2013
国家/地区中国
Beijing
时期25/06/1327/06/13

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