使用电子产品代码(EPC)和基于机器学习的区块链技术预防假冒食品和掺假

Narayanan. A. E, Arivunila. M, S. A, A. P
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引用次数: 0

摘要

区块链是一种广泛分散的大型技术,其中交易被记录和保存,并与内置的加密生成相妥协。最近的研究主要集中在区块链的关键原则,以及如何在所有零售机构的数据保护变化、食品安全、产品增长和业务加速等领域使用区块链。该方法包括安全架构中的真实功能,以防止低水平和假药。即使在个人库存层面,区块链也将通过使用特定来源来改善所有权证据,从而确保任何商品的收购符合规定。该战略包括在安全系统内设置真正的变量,以防止低级和假冒药品。即使在个人库存的层面上,区块链也将通过使用独特的来源来加强所有权的证据,从而确保任何商品的收购符合规定。因为每次产品易手时,交易都可以使用称为EPC代码的唯一ID进行记录和验证,该代码由FSSAI远程发布,从生产到销售,显然被称为区块链。它不会改变,它提供了一致性和意义。当块完成时,生成一个完全唯一的代码,该代码绑定到下一页或抑制一系列块的出现。由于该概念完全基于可靠的加密散列算法,因此不能复制或加密事务,副本是等效的,并且需要最少的授权才能访问数据。这将极大地消除人为错误、额外费用和时间延迟,并可能成为全球采购应用程序。该系统使用K近邻算法来监控从农民到经销商的食品生产,然后经销商将其出售给客户。过期库存经机构特别授权后,可回收和重新分配。通知客户有关产品性能。FSSAI提供EPC代码,该代码可以在从制造商到批发商到零售商的每个产品中找到。代码包含有关商品的所有信息,因此当客户在程序中输入代码时,就可以获得有关该特定产品的所有信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prevention of Fake Food and Adulteration using Electronic Product Code (EPC) and Machine Learning based Block Chain Technology
Block chain is a widely dispersed huge technology in which transactions are recorded and preserved, compromising them with the built-in cryptographic generation. Recent studies have focused on the critical principle of Block chain and how it may be used in areas such as data protection change, food safety, product growth, and business acceleration in all retail establishments. The approach includes genuine features in security architecture to prevent low levels and counterfeit medications. Even at the level of individual stocks, Block chain will ensure compliance with the acquisition of any goods by improving evidence of ownership through the use of particular sources. The strategy includes genuine variables inside the security systems to prevent low-tier and counterfeit pharmaceuticals. Even at the level of individual stocks, Block chain will ensure compliance with the acquisition of any goods by strengthening evidence of ownership via the use of unique sources. Because every time a product changes hands, transactions can be recorded and verified using a unique ID known as the EPC code, which is issued remotely using FSSAI, from its production to sales, and is clearly called Block chain. it does not change, it provides consistency and meaning. When the block is finished, generate a fully unique code that binds to the next page or inhibits the appearance of a series of blocks. Because the concept is entirely based on a reliable cryptographic hash algorithm, the transaction cannot be copied or encrypted, copies are equivalent, and minimal authorization is required to gain access to the data. This will significantly eliminate human errors, additional expenses, and time delays and might be a global procurement application. The suggested system uses the K- Nearest Neighbour algorithm to monitor food production from farmers through distributors, who then sell it to customers. Expired stock can be reclaimed and redistributed after special authorization by bodies. Notify customers regarding product performance as well. FSSAI provides the EPC code, which may be found in every product from manufacture to wholesaler to retailer. The code contains all the information about the goods, so when the customer types the code into the programme, all information about that specific product can be obtained.
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