Applications of artificial intelligence (AI) in managing food quality and ensuring global food security

被引:5
|
作者
Ikram, Ali [1 ]
Mehmood, Hassan [1 ]
Arshad, Muhammad Tayyab [1 ]
Rasheed, Areeba [1 ]
Noreen, Sana [2 ]
Gnedeka, Kodjo Theodore [3 ]
机构
[1] Univ Lahore, Univ Inst Food Sci & Technol, Lahore, Pakistan
[2] Univ Lahore, Univ Inst Diet & Nutr Sci, Lahore, Pakistan
[3] Univ Lome, Togo Lab, Appl Agr Econ Res Team, Lome, Togo
关键词
Artificial intelligence; food security; food quality; food safety; NEURAL-NETWORK; PRODUCTS; SYSTEM;
D O I
10.1080/19476337.2024.2393287
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The food industry uses artificial intelligence (AI) to enhance food quality and security while proposing significant capital savings and resource optimization. Additionally, understanding machine learning (ML) techniques is essential for their effectiveness. Therefore, the gap lies in examining how industrial automation plays a crucial role in successfully implementing this new technology. To address this gap, this review explores AI's potential to significantly enhance food safety by creating a more transparent supply chain management system. Therefore, the primary focus is exploring potential AI applications, such as artificial neural networks (ANN) and convolutional neural networks (CNN), for detecting food and agricultural product quality. The primary goal of utilizing these AI applications is to reduce human intervention and effort. These methodologies have advantages and disadvantages regarding theoretical knowledge and model interpretation.
引用
收藏
页数:15
相关论文
共 50 条
  • [41] The importance of Polish agrochemistry in ensuring food security
    不详
    PRZEMYSL CHEMICZNY, 2021, 100 (07): : 633 - 634
  • [42] Ensuring Food Security Through Meal Optimization
    Elinder, Liselotte Schafer
    Colombo, Patricia Eustachio
    IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2023, 42 (02) : 38 - 41
  • [43] Ensuring Food Security - A Case for ASEAN Integration
    Bello, Amelia L.
    ASIAN JOURNAL OF AGRICULTURE AND DEVELOPMENT, 2005, 2 (1-2): : 87 - 108
  • [44] The 'Global Food Crisis' and the Geopolitics of Food Security
    Sommerville, Melanie
    Essex, Jamey
    Le Billon, Philippe
    GEOPOLITICS, 2014, 19 (02) : 239 - 265
  • [45] Artificial Intelligence (AI) and Global Justice
    Sahebi, Siavosh
    Formosa, Paul
    MINDS AND MACHINES, 2024, 35 (01)
  • [46] Modelling Techniques to Improve the Quality of Food Using Artificial Intelligence
    Sahni, Varsha
    Srivastava, Sandeep
    Khan, Rijwan
    JOURNAL OF FOOD QUALITY, 2021, 2021
  • [47] Closing Yield Gaps: Consequences for the Global Food Supply, Environmental Quality & Food Security
    Mueller, Nathaniel D.
    Binder, Seth
    DAEDALUS, 2015, 144 (04) : 45 - 56
  • [48] CYBER SECURITY AND ARTIFICIAL INTELLIGENCE IN THE CONTEXT OF ENSURING BUSINESS SECURITY IN WARTIME
    Havryliuk, Oleh
    Yakushev, Oleksandr
    Petchenko, Maryna
    Zachosova, Nataliia
    Bielialov, Taliat
    Kozlovska, Svitlana
    FINANCIAL AND CREDIT ACTIVITY-PROBLEMS OF THEORY AND PRACTICE, 2023, 6 (53): : 451 - 459
  • [49] Artificial intelligence and food flavor: How AI models are shaping the future and revolutionary technologies for flavor food development
    Cui, Zhiyong
    Qi, Chengliang
    Zhou, Tianxing
    Yu, Yanyang
    Wang, Yueming
    Zhang, Zhiwei
    Zhang, Yin
    Wang, Wenli
    Liu, Yuan
    COMPREHENSIVE REVIEWS IN FOOD SCIENCE AND FOOD SAFETY, 2025, 24 (01):
  • [50] Soil security and global food security
    David R.MONTGOMERY
    Frontiers of Agricultural Science and Engineering, 2024, 11 (02) : 297 - 302