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基于Kohonen神经网络的不同食用种子粉混合物强化红米饼干的开发与聚类分析

Development and Kohonen neural network based cluster analysis of red rice cookies enriched with blends of different edible seeds flour.

作者信息

Singh Shubhi, Gaur Smriti

机构信息

Department of Biotechnology, Jaypee Institute of Information Technology, Noida, India.

Department of Biotechnology, Jaypee Institute of Information Technology, Noida, India.

出版信息

Food Chem. 2025 May 15;474:143127. doi: 10.1016/j.foodchem.2025.143127. Epub 2025 Jan 29.

Abstract

This study aimed to prepare cookies using red rice flour (RRF) and edible seed flour (ESF) and analyze their nutritional and physical characteristics using exploratory methods. Effect of blended mixtures were investigated with varying levels of ESF to RRF in mass incremental ratios of 0 %:100 %, 25 %:75 %, 50 %:50 %, 75 %:25 % and 100 %:0 %. According to one-way analysis of variance (ANOVA), fortified cookies contained significantly higher levels (p < 0.05) of protein, fibers; with reduced fat content and spread-ratio. Results were analyzed using Kohonen's Self-Organizing Maps (KSOMs), which grouped samples based on similar nutritional and physical properties. Analysis yielded desirable Davies-Bouldin (0.14-0.30) and Silhouette indices (0.97-0.98), indicating well-separated clusters with minimal overlap. Cookies blend containing 25 % ESF+ 75 % RRF exhibited higher sensory attributes, minerals, amino-acids and antioxidants compared to control cookies, hence demonstrating ESF and RRF as promising functional ingredients to improve nutritional quality.

摘要

本研究旨在用红米面粉(RRF)和可食用种子粉(ESF)制作饼干,并采用探索性方法分析其营养和物理特性。研究了不同质量增量比(0%:100%、25%:75%、50%:50%、75%:25%和100%:0%)的ESF与RRF混合混合物的效果。根据单因素方差分析(ANOVA),强化饼干的蛋白质、纤维含量显著更高(p<0.05);脂肪含量和铺展率降低。使用科霍宁自组织映射(KSOMs)对结果进行分析,该方法根据相似的营养和物理特性对样本进行分组。分析得出了理想的戴维斯-布尔丁指数(0.14 - 0.30)和轮廓系数(0.97 - 0.98),表明聚类分离良好且重叠最小。与对照饼干相比,含有25%ESF + 75%RRF的饼干混合物表现出更高的感官属性、矿物质、氨基酸和抗氧化剂,因此证明ESF和RRF是改善营养质量的有前景的功能性成分。

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