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基于人工神经网络的鲜腐竹天然保鲜剂复配优化与品质调控

程可玉 白卫东 魏先领 龙泳霖 谢子祺 杨欣琛 肖斯立 朱传明 朱开玄 钱敏 董浩

食品与发酵工业2026,Vol.52Issue(6):222-230,中插16-中插17,11.
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食品与发酵工业2026,Vol.52Issue(6):222-230,中插16-中插17,11.DOI:10.13995/j.cnki.11-1802/ts.043703

基于人工神经网络的鲜腐竹天然保鲜剂复配优化与品质调控

Artificial neural network-based formulation optimization of natural preservative and quality regulation for fresh yuba

程可玉 1白卫东 1魏先领 1龙泳霖 1谢子祺 1杨欣琛 1肖斯立 1朱传明 2朱开玄 2钱敏 1董浩1

作者信息

  • 1. 仲恺农业工程学院轻工食品学院,广东 广州,510225||仲恺农业工程学院现代农业工程创新研究院,广东省岭南特色食品科学与技术重点实验室,农业农村部岭南特色食品绿色加工与智能制造重点实验室,广东 广州,510225
  • 2. 广东润泽食品有限公司,广东河源,517200
  • 折叠

摘要

Abstract

To explore the natural preservatives(chitosan hydrochloride,ε-polylysine hydrochloride,and Nisin)on fresh yuba,to determine the optimal combination concentration of preservatives.Single factor and compound experiments were used to detect the sensory quality,pH,total volatile basic nitrogen(TVB-N),thiobarbituric acid(TBA),and the total number of colonies of fresh yuba during stor-age.BP-ANN model based on the quality of fresh yuba during storage was established to explore the preservation effect of different preserv-atives on fresh yuba.The results showed that three kinds of preservatives had certain preservation effects on fresh yuba,and the best com-bination of three types of preservatives was chitosan hydrochloride 1.5%,ε-polylysine hydrochloride 0.04%,Nisin 1%which could sig-nificantly prolong the storage life of fresh yuba,4 days longer than that of blank group at 25 ℃.BP-ANN model RMSE=0.108 for the test set and RMSE=0.066 49 for the training set.The prediction accuracy is good and fitting effect is excellent.It provides a scientific basis for the development of fresh yuba preservation technology and the extension of shelf life.

关键词

鲜腐竹/天然保鲜剂/贮藏期/反向传播-人工神经网络

Key words

fresh yuba/natural preservatives/storage period/back propagation-artificial neural network(BP-ANN)model

引用本文复制引用

程可玉,白卫东,魏先领,龙泳霖,谢子祺,杨欣琛,肖斯立,朱传明,朱开玄,钱敏,董浩..基于人工神经网络的鲜腐竹天然保鲜剂复配优化与品质调控[J].食品与发酵工业,2026,52(6):222-230,中插16-中插17,11.

基金项目

广东省"百千万工程"农村科技特派员项目(KTP20240162,KTP20240152) (KTP20240162,KTP20240152)

广东省岭南特色食品科学与技术重点实验室开放基金项目(2025省001-2) (2025省001-2)

河源市2024年度农村科技特派员专题项目(2025004) (2025004)

广东和平腐竹科技小院项目(KA25YY16750) (KA25YY16750)

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