Discrimination of artificial strawberry aroma by electronic nose based on nanocomposites

电子鼻 化学 芳香 线性判别分析 检出限 色谱法 电子舌 主成分分析 吹覆盆子 食品科学 人工智能 材料科学 纳米技术 品味 计算机科学
作者
Giovana Feltes,Sandra Cristina Ballen,Andrey Coatrini Soares,Juliana Coatrini Soares,Natália Paroul,Juliana Steffens,Clarice Steffens
出处
期刊:Journal of Food Process Engineering [Wiley]
卷期号:47 (1) 被引量:2
标识
DOI:10.1111/jfpe.14501
摘要

Abstract An electronic nose containing an array of gas sensors with interdigitated electrodes coated with nanocomposites based on polyaniline (Pani) combined with carboxylated multiwalled carbon nanotubes doped with different acids was used to discriminate artificial strawberry aromas. Principal component analysis (PCA) and linear discriminant analysis (LDA) were used to investigate if the electronic nose was able to distinguish between different strawberry aromas. In addition, a nonlinear projection of the interactive document map technique (IDMAP) was applied to evaluate the distinction ability of the gas sensor array. The sensing layers showed tubular characteristics for Pani/MWCNT_COOH morphology and the group's representative doped state. The main and most common compound identified by gas chromatography in strawberry aromas was ethyl butyrate. The gas sensors showed high sensitivity (>6.55 mV/ppm), low limit of detection (LD <0.31 ppm), limit of quantification (LQ <5.43 ppm), short response time (<63 s) and recovery time (<10.15 s) for different artificial strawberry aromas. The results demonstrate that the electronic nose could differentiate among the artificial strawberry aromas. The volatile profile of strawberry aromas was distinguished into distinct groups using both LDA and PCA analysis. The use of IDMAP permitted the identification of the major contributors to the distinguishing ability of gas sensors with a high silhouette coefficient (0.91). The sensor array was efficient at aroma discrimination, demonstrating excellent potential for food analysis in industrial applications. Practical applications The distinction between natural and artificial flavors has significantly shrunk as volatile chemical technology has advanced. Historically, it was difficult to industrially replicate natural aromas. Identification and analysis of aromas are challenging tasks. Targeted aroma compounds are frequently present in low concentrations (parts per million), which makes it very challenging to identify them. The electronic nose system is a promising new analytical method that can quickly and accurately, without pre‐treating the sample, detect and identify the full information of aroma compounds in real time. It is generally accepted as a nondestructive, affordable, and portable method with high feasibility, speed, and ease of use. For qualitative differentiation and distinguishing, PCA, LDA, and IDMAP methods were also used.
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