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个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:生物工程学院
学科:生物化工. 生物工程与技术
联系方式:zhlxiu@dlut.edu.cn
电子邮箱:zhlxiu@dlut.edu.cn
Analysis of the Oil Content of Rapeseed Using Artificial Neural Networks Based on Near Infrared Spectral Data
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论文类型:期刊论文
发表时间:2014-01-01
发表刊物:JOURNAL OF SPECTROSCOPY
收录刊物:SCIE、EI、Scopus
卷号:2014
ISSN号:2314-4920
摘要:The oil content of rapeseed is a crucial property in practical applications. In this paper, instead of traditional analytical approaches, an artificial neural network (ANN) method was used to analyze the oil content of 29 rapeseed samples based on near infrared spectral data with different wavelengths. Results show that multilayer feed-forward neural networks with 8 nodes (MLFN-8) are themost suitable and reasonable mathematical model to use, with an RMS error of 0.59. This study indicates that using a nonlinear method is a quick and easy approach to analyze the rapeseed oil's content based on near infrared spectral data.