由人工智能驱动的食品安全创新,从农场到餐桌
Binfeng Yin1, Gang Tan1, Rashid Muhammad1
1School of Mechanical Engineering, Yangzhou University, Yangzhou 225127, China.
Foods (Basel, Switzerland)
|June 13, 2025
概括
人工智能 (AI) 正在通过提高农场到的可追溯性和检测性来彻底改变食品安全. 人工智能集成改善了质量控制,确保了监管合规,并提供了个性化的营养,创造了一个更具适应性的食品系统.
科学领域:
- 食品科学与技术 食品科学与技术
- 计算机科学 计算机科学
- 公共卫生 公共卫生
背景情况:
- 食品供应链面临着复杂的安全挑战.
- 传统的方法在快速检测和可追溯性方面扎.
- 新兴技术为加强食品安全治理提供了潜在的解决方案.
研究的目的:
- 系统地审查人工智能 (AI) 在食品安全方面的核心应用.
- 突出人工智能在整个食品供应链中的作用,从生产到消费.
- 探索人工智能在食品工业4.0.0中的未来方向.
主要方法:
- 对人工智能在食品安全中的应用进行审查.
- 将光谱数据与人工智能集成,用于初级食物来源分析.
- 在食品加工中使用传感器和机器学习算法.
- 将AI与区块链结合起来,以实现可追溯性.
- 多源数据融合,实现个性化的营养.
主要成果:
- 人工智能有效地识别了原始食物来源中的害虫,疾病,腐烂和残留物.
- 机器学习确保监管合规,并监控生产参数.
- 人工智能和区块链创造了不可变的可追溯系统.
- 人工智能提高了食品分析方法的准确性和灵敏性.
- 个性化营养和饮食建议是通过数据融合实现的.
结论:
- 人工智能通过提供快速,智能化的解决方案,显著改变了食品安全治理.
- 在食品工业4.0中未来的人工智能扩展将提高适应性和灵活性.
- 人工智能集成有望实现更智能,更安全的食品供应链.
相关概念视频
01:20The Central Dogma
20.9K
The central dogma explains the flow of genetic information from DNA nucleotides to the amino acid sequence of proteins.
RNA is the Missing Link Between DNA and Proteins
In the early 1900s, scientists discovered that DNA stores all the information needed for cellular functions and that proteins perform most of these functions. However, the mechanisms of converting genetic information into functional proteins remained unknown for many years. Initially, it was believed that a single gene is...
RNA is the Missing Link Between DNA and Proteins
In the early 1900s, scientists discovered that DNA stores all the information needed for cellular functions and that proteins perform most of these functions. However, the mechanisms of converting genetic information into functional proteins remained unknown for many years. Initially, it was believed that a single gene is...
20.9K
01:59Plant Breeding and Biotechnology
18.9K
Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
18.9K
02:35Key Elements for Plant Nutrition
18.7K
Like all living organisms, plants require organic and inorganic nutrients to survive, reproduce, grow and maintain homeostasis. To identify nutrients that are essential for plant functioning, researchers have leveraged a technique called hydroponics. In hydroponic culture systems, plants are grown—without soil—in water-based solutions containing nutrients. At least 17 nutrients have been identified as essential elements required by plants. Plants acquire these elements from the...
18.7K