Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose

电子鼻 偏最小二乘回归 主成分分析 线性判别分析 气相色谱法 回归分析 统计 色谱法 数学 人工智能 模式识别(心理学) 化学 计算机科学
作者
Min Xu,Saichang Zhu,Yang Yu
出处
期刊:Scientific Reports [Nature Portfolio]
卷期号:7 (1) 被引量:20
标识
DOI:10.1038/s41598-017-06958-7
摘要

Abstract The economic value of Chinese liquor is closely related with its age. Results from gas chromatograph (GC) analysis indicated that 8 dominant compounds were decreased with the increase of liquor age (0 to 5 years) while ethyl lactate was found to be the most stable dominant compound as no significant change was observed in it during the aging process. Liquor groups with different ages were well-discriminated by principal component analysis (PCA) based on electronic nose signals. High-accurate identification of liquor ages was realized using linear discriminant analysis (LDA) with the accuracy of 98.3% of the total 120 samples from six age groups. Partial least squares regression (PLSR) exhibited satisfying ability for liquor age prediction (R 2 : 0.9732 in calibration set and 0.9101 in validation set). The feasibility of volatile compounds prediction using PLSR combined with electronic nose was also verified by this research. However, the accuracies of PLSR models can be further promoted in future researches, perhaps by using more suitable sensors or modeling approaches.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
123完成签到,获得积分20
刚刚
devilito发布了新的文献求助10
刚刚
林子昂发布了新的文献求助10
1秒前
3503264269发布了新的文献求助10
1秒前
23发布了新的文献求助10
2秒前
2秒前
2秒前
2秒前
4秒前
充电宝应助辛勤远山采纳,获得10
4秒前
慎独579完成签到,获得积分10
4秒前
饭团发布了新的文献求助10
4秒前
星辰大海应助GAOYUwenzhang采纳,获得10
6秒前
6秒前
cc完成签到,获得积分10
6秒前
qing发布了新的文献求助10
6秒前
7秒前
7秒前
winterljy关注了科研通微信公众号
7秒前
7秒前
7秒前
YU发布了新的文献求助10
7秒前
慎独579发布了新的文献求助10
8秒前
9秒前
好多炉发布了新的文献求助10
9秒前
10秒前
科研人完成签到,获得积分10
10秒前
LingC完成签到,获得积分10
10秒前
无花果应助整齐的梦露采纳,获得10
10秒前
cc发布了新的文献求助10
10秒前
11秒前
FashionBoy应助qianlan采纳,获得10
11秒前
光催化发布了新的文献求助10
12秒前
12秒前
12秒前
12秒前
13秒前
icey发布了新的文献求助40
13秒前
追寻鞋垫发布了新的文献求助10
15秒前
15秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
HYDROLYSE ACIDE DE QUELQUES DIOXASPIROCYCLANES 1314
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Navigating Normative Orders. Interdisciplinary Perspectives 800
1 Peter and Christ's Descent to the Dead in Its Early Christian Reception 700
Organizational Behavior 510
Management and the Arts 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7747815
求助须知:如何正确求助?哪些是违规求助? 9296109
关于积分的说明 20233424
捐赠科研通 7329094
什么是DOI,文献DOI怎么找? 3308716
关于科研通互助平台的介绍 2460470
邀请新用户注册赠送积分活动 2320653