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机器学习在食品贮藏品质预测中的应用

代帅帅 吴伟杰 牛犇 房祥军 陈慧芝 陈杭君 郜海燕

中国食品学报2023,Vol.23Issue(12):337-348,12.
中国食品学报2023,Vol.23Issue(12):337-348,12.DOI:10.16429/j.1009-7848.2023.12.034

机器学习在食品贮藏品质预测中的应用

Application of Machine Learning on Food Storage Quality Prediction

代帅帅 1吴伟杰 2牛犇 1房祥军 1陈慧芝 1陈杭君 1郜海燕1

作者信息

  • 1. 浙江省农业科学院食品科学研究所 农业农村部果品采后处理重点实验室 农业农村部蔬菜采后保鲜与加工重点实验室(部省共建)浙江省果蔬保鲜与加工技术研究重点实验室 中国轻工业果蔬保鲜与加工重点实验室 杭州 310021
  • 2. 浙江省农业科学院食品科学研究所 农业农村部果品采后处理重点实验室 农业农村部蔬菜采后保鲜与加工重点实验室(部省共建)浙江省果蔬保鲜与加工技术研究重点实验室 中国轻工业果蔬保鲜与加工重点实验室 杭州 310021||省部共建农产品质量安全危害因子与风险防控国家重点实验室 杭州 310021
  • 折叠

摘要

Abstract

During the process of food storage and circulation,there will be different degrees of quality deterioration.With the improvement of people's attention to food quality and safety,it is of great significance to carry out quality prediction research in the process of food storage and transportation for quality control.This paper reviews the research progress of machine learning in food storage quality prediction,including conventional quality prediction methods and limitations,and then focuses on the rapid development and wide application of integrated learning and artificial neural network algo-rithms,and prediction performance evaluation methods in recent years.Finally,it summarizes and looks forward to the future development trend of machine learning in the food field,and provides relevant references for the development of food science cross research.

关键词

食品品质/预测/机器学习/微生物/模型评估

Key words

food quality/prediction/machine learning/microorganisms/model evaluation

引用本文复制引用

代帅帅,吴伟杰,牛犇,房祥军,陈慧芝,陈杭君,郜海燕..机器学习在食品贮藏品质预测中的应用[J].中国食品学报,2023,23(12):337-348,12.

基金项目

"十四五"国家重点研发计划项目(2021YFD2100505) (2021YFD2100505)

中国食品学报

OA北大核心CSCDCSTPCDEI

1009-7848

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