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基于人工智能的食品工业中食品掺假和欺诈检测方法的最新进展:挑战与机遇。

Recent advances on artificial intelligence-based approaches for food adulteration and fraud detection in the food industry: Challenges and opportunities.

作者信息

Das Puja, Altemimi Ammar B, Nath Pinku Chandra, Katyal Mehak, Kesavan Radha Krishnan, Rustagi Sarvesh, Panda Jibanjyoti, Avula Satya Kumar, Nayak Prakash Kumar, Mohanta Yugal Kishore

机构信息

Department of Food Engineering and Technology, Central Institute of Technology, Deemed to be University, Kokrajhar 783370, Assam, India.

Food Science Department, College of Agriculture, University of Basrah, Basrah 61004, Iraq..

出版信息

Food Chem. 2025 Mar 15;468:142439. doi: 10.1016/j.foodchem.2024.142439. Epub 2024 Dec 10.

Abstract

Food adulteration is the deceitful practice of misleading consumers about food to profit from it. The threat to public health and food quality or nutritional valuable make it a major issue. Food origin and adulteration should be considered to safeguard customers against fraud. It has been established that artificial intelligence is a cutting-edge technology in food science and engineering. In this study, it has been explained how AI detects food tampering. Applications of AI such as machine learning tools in food quality have been studied. This review covered several food quality detection web-based information sources. The methods used to detect food adulteration and food quality standards have been highlighted. Various comparisons between state-of-the-art techniques, datasets, and outcomes have been conducted. The outcomes of this investigation will assist researchers choose the best food quality method. It will help them identify of foods that have been explored by researchers and potential research avenues.

摘要

食品掺假是一种欺骗行为,旨在误导消费者有关食品的信息,从而从中获利。对公众健康、食品质量或营养价值的威胁使其成为一个重大问题。应考虑食品来源和掺假情况,以保护消费者免受欺诈。人工智能已被确认为食品科学与工程领域的前沿技术。在本研究中,已阐述了人工智能如何检测食品掺假。已对人工智能在食品质量方面的应用(如机器学习工具)进行了研究。本综述涵盖了多个基于网络的食品质量检测信息源。已突出显示了用于检测食品掺假的方法和食品质量标准。已对最先进技术、数据集和结果进行了各种比较。本次调查的结果将帮助研究人员选择最佳的食品质量检测方法。这将有助于他们识别已被研究人员探索过的食品以及潜在的研究途径。

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