通过结合区块链、物联网和机器学习,确保食品供应链可追溯性和可持续性的分散模型

K. Addou, M. Y. El Ghoumari, S. Achkdir, M. Azzouazi
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引用次数: 0

摘要

在过去的十年中发生了许多食品污染事件,这证明了食品供应链管理系统在跟踪食品供应链内的食品,资金和信息流动方面的失败。已经建立了许多模型。本文介绍了新模型的设计和实现,该模型在主要食品供应运动的防篡改区块链上提供实时数据采集,监控和存储。该系统使用部署在以太坊区块链上的智能合约,允许每个参与者与其他FSC参与者安全地进行交易。在不同的工作场所实施物联网网络,以收集有关食品状态的多个数据,而无需人工参与,以确保不同传感器的透明度。建立机器学习模型是为了确保收集数据的正确性,并帮助推动应用程序或业务中的决策制定。
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A decentralized model to ensure traceability and sustainability of the food supply chain by combining blockchain, IoT, and machine learning
Many food contamination incidents have occurred during the last decade which has proven the failure of the food supply chain management system to track the food, money, and information movement within the food supply chain. Many models have been established. This paper presents the design and implementation of the new model providing real-time data acquisition, monitoring, and storing on a tamper-proof blockchain of the main food supply movement. This system is using smart contracts that are deployed on the Ethereum blockchain to allow every participant to transact securely with other FSC players. IoT networks are implemented in different workplaces to gather multiple data about food status without human involvement to ensure transparency by different sensors. Machine learning models are established to ensure the correctness of the collected data and help drive decision making within the application or businesses.
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来源期刊
Mathematical Modeling and Computing
Mathematical Modeling and Computing Computer Science-Computational Theory and Mathematics
CiteScore
1.60
自引率
0.00%
发文量
54
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