数字工程转型与可信赖的人工智能向工业4.0:新兴的范式转变

Jingwei Huang
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引用次数: 0

摘要

数字化工程转型是第四次工业革命中工程范式转变的关键过程,而人工智能是数字化工程转型的关键使能技术。本文讨论了以下研究问题:第四次工业革命的根本变化是什么?更具体地说,工程学的根本变化是什么?什么是数字工程?主要的不确定性是什么?什么是可信赖的人工智能?为什么今天它很重要?第四次工业革命中出现的工程范式转变是什么?数据密集型范式与数字工程转型之间的关系是什么?我们应该为数字化做些什么?本文通过对工业革命模式的考察,认为无处不在的机器智能是第四次工业革命带来的决定性力量。数字化是利用无处不在的机器智能的条件。向工业4.0转型的数字工程有三个基本组成部分:工程数字化,利用无处不在的机器智能,以及建立数字信任和安全。整个工程设计界正面临着一个绝佳的机会,将无处不在的机器智能和可信赖的人工智能原则的新功能以及数字信任结合在各种工程系统设计中,以确保工业4.0中系统的可信赖性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Digital Engineering Transformation with Trustworthy AI towards Industry 4.0: Emerging Paradigm Shifts
Digital engineering transformation is a crucial process for the engineering paradigm shifts in the fourth industrial revolution (4IR), and artificial intelligence (AI) is a critical enabling technology in digital engineering transformation. This article discusses the following research questions: What are the fundamental changes in the 4IR? More specifically, what are the fundamental changes in engineering? What is digital engineering? What are the main uncertainties there? What is trustworthy AI? Why is it important today? What are emerging engineering paradigm shifts in the 4IR? What is the relationship between the data-intensive paradigm and digital engineering transformation? What should we do for digitalization? From investigating the pattern of industrial revolutions, this article argues that ubiquitous machine intelligence is the defining power brought by the 4IR. Digitalization is a condition to leverage ubiquitous machine intelligence. Digital engineering transformation towards Industry 4.0 has three essential building blocks: digitalization of engineering, leveraging ubiquitous machine intelligence, and building digital trust and security. The engineering design community at large is facing an excellent opportunity to bring the new capabilities of ubiquitous machine intelligence and trustworthy AI principles, as well as digital trust, together in various engineering systems design to ensure the trustworthiness of systems in Industry 4.0.
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