食品欺诈中的先进检测工具:基于研究和专利的整体和合理检测方法的系统审查
Annadurai Vinothkanna1, Owias Iqbal Dar2, Zhu Liu3
1School of Life and Health Sciences, Hainan University, Haikou 570228, China; Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou 570311, China.
Food chemistry
|March 3, 2024
概括
先进的检测技术和化学测量对于减轻食品欺诈和改至关重要. 本综述强调了有效检测食品欺诈的方法,并强调了未来研究的AI和机器学习.
科学领域:
- 食品科学 食品科学 食品科学
- 分析化学 分析化学
- 供应链管理 供应链管理
背景情况:
- 食品欺诈和造对现代食品供应链构成重大风险.
- 确保食品完整性需要先进的检测技术和强大的分析方法.
研究的目的:
- 为识别食品欺诈和改提供先进检测技术的整体审查.
- 从2018-2023年对食品欺诈检测方法的研究,专利和系统审查进行分析.
- 确定有效的食品欺诈检测系统的关键要求,包括简单性,速度,精度,成本效益和环保性.
主要方法:
- 科学文献,专利和实验数据 (2018-2023) 的系统审查和分析.
- 对破坏性和非破坏性分析技术的评估.
- 评估基于化学测量和人工智能 (AI) 的方法来检测食品欺诈行为.
主要成果:
- 确定了一系列用于检测食品欺诈的先进的破坏性和非破坏性方法.
- 强调了对化学测量和基于人工智能的技术在该领域日益增长的需求.
- 编制了39个相关的实验数据集,解决了食品欺诈检测中的关键问题.
结论:
- 化学测量和基于人工智能的技术对于广泛的食品欺诈检测至关重要.
- 虽然目前的方法显示出有前途,但需要进一步的研究来充分整合现代人工智能和机器学习,以实现最终的食品欺诈检测系统.
更多相关视频
08:43PTR-ToF-MS Coupled with an Automated Sampling System and Tailored Data Analysis for Food Studies: Bioprocess Monitoring, Screening and Nose-space Analysis
Published on: May 11, 2017
12.4K
17:16Development of an Electrochemical DNA Biosensor to Detect a Foodborne Pathogen
Published on: June 3, 2018
13.1K
相关概念视频
Methods of Classification and Identification
Bacterial identification relies on a diverse array of techniques to classify and understand microorganisms, each tailored to uncover specific characteristics. Traditional morphological approaches, while still valuable, are limited for closely related or structurally simple organisms. Modern methods integrate biochemical, serological, genetic, and advanced molecular tools to achieve greater accuracy.Morphological and Biochemical TechniquesMorphological characteristics, such as cell shape and...
Investigation of Disease Outbreaks
Multistate foodborne outbreaks pose significant public health risks and require meticulous investigation to identify sources and implement control measures. The Centers for Disease Control and Prevention (CDC) utilizes a dynamic seven-step process for these investigations, integrating data from laboratories, interviews, and environmental assessments to protect public health.Outbreak Detection: The detection of multistate outbreaks typically begins with PulseNet, the CDC's national laboratory...
