Analysis of Liquor Flavor Spectra and Pattern Recognition Computation
Jiang An; Peng Jiang-tao; Peng Si-long; Wei Ji-ping; Li Chang-wen,
发表期刊Spectroscopy and Spectral Analysis
2010
卷号30(4)期号:4页码:920-923 (SCI)
文章类型Article
摘要Chinese liquor is a complex mixture and contains a large amount of microconstituents, which affects the quality and flavor of liquor. In order to discriminate liquor flavors rapidly, the spectra of liquors were obtained by FTIR and employed as the input patterns of pattern classification algorithms, then liquor flavor discrimination models were built. This paper introduces liquor flavor pattern recognition algorithms comprehensively and systematically for the first time, and the algorithms contain statistical classifications (linear discriminant function, quadratic discriminant function, regularized discriminant analysis, and K nearest neighbor), prototype learning algorithm (learning vector quantization), support vector machine and adaboost algorithm. Experimental results show that the liquor flavor classification algorithms demonstrate good performance and achieve high accuracy, recognition rate and rejection rate.
关键词Infrared Spectroscopy / liquor Flavor Discrimination / pattern Classification / gaussian Classification / learning Vectorquantization
WOS标题词Science & Technology ; Technology
收录类别SCI
语种英语
WOS研究方向Spectroscopy
WOS类目Spectroscopy
WOS记录号WOS:000276506100013
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/2895
专题智能制造技术与系统研究中心_多维数据分析(彭思龙)-技术团队
通讯作者Jiang An
推荐引用方式
GB/T 7714
Jiang An,Peng Jiang-tao,Peng Si-long,et al. Analysis of Liquor Flavor Spectra and Pattern Recognition Computation[J]. Spectroscopy and Spectral Analysis,2010,30(4)(4):920-923 (SCI).
APA Jiang An,Peng Jiang-tao,Peng Si-long,Wei Ji-ping,&Li Chang-wen,.(2010).Analysis of Liquor Flavor Spectra and Pattern Recognition Computation.Spectroscopy and Spectral Analysis,30(4)(4),920-923 (SCI).
MLA Jiang An,et al."Analysis of Liquor Flavor Spectra and Pattern Recognition Computation".Spectroscopy and Spectral Analysis 30(4).4(2010):920-923 (SCI).
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