基于物联网应用的集成区块链和人工智能研究基础设施

S. Bhatnagar
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引用次数: 5

摘要

物联网(IoT)在过去的几十年里经历了一场革命,现在已经成为几个应用领域的重要组成部分,其中包括智能城镇和智能航运,它们保证了人类的生存更加可靠。这些应用程序的创建是为了使世界成为一个更适合人们居住的地方。由于需要获取、保存和分析的信息越来越多,因此对能够以更有效的方式执行这些任务的系统的需求将会增加。机器学习将在满足这些需求方面发挥重要作用。然而,人工智能的使用也将导致大量工具的使用,这些工具对于处理当前发生的情况是必要的。正因为如此,对区块链的支持已经包括在内,以便它可以建立一个分散的架构。这样做是为了保证人工智能能够以不受阻碍的方式运作。人工智能的潜在优势也可以通过使用区块链来实现,区块链将提供一个无风险的环境,用户可以在其中交易信息和资源。拟议研究的目的是开发一种分层架构,将区块链技术的优势与人工智能的优势相结合,以便更容易分析大量数据。我们进行了一项调查,并对结果进行了分析,以得出区块链技术在延迟和准确性方面对人工智能的影响的结论。根据结果,提议的设计不仅优于替代方案,而且有可能为目前正在经历的许多问题提供解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated Blockchain and AI Research Infrastructure for IoT Based Applications
The Internet of Things (IoT), that has undertaken a revolution over the course of decades, is now a vital part of several application fields, which include smart towns and smart shipping, which guarantee that human existence runs more dependably. These applications are created to make the world a better place for people to live. As more information has to be acquired, saved, and analyzed, there will be an increased need for a system that has the capability of carrying out these tasks in a manner that is more efficient. Machine learning will play a significant role in the fulfillment of these requirements. However, the use of AI will also result in the utilization of considerable tools, which are necessary in order to handle the scenario that is now occurring. Because of this, support for blockchain has been included so that it may establish a decentralized architecture. This is done to guarantee that AI can function in an unimpeded manner. The potential advantages of artificial intelligence might also be realized via the use of block chain, which will provide a risk-free setting in which users can trade information and resources. The purpose of the proposed research is to develop a layered architecture that combines the benefits of blockchain technology with those of artificial intelligence in order to make it easier to analyze vast amounts of data. We carried out an investigation, and the results were analyzed in order to arrive at a conclusion on the impact that blockchain technology has on artificial intelligence with regard to latency and accuracy. According to the results, the proposed design not only outperforms the alternatives but also has the potential to provide solutions to a number of the issues that are now being experienced.
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