DIKW as a General and Digital Twin Action Framework: Data, Information, Knowledge, and Wisdom

Knowledge Pub Date : 2024-03-25 DOI:10.3390/knowledge4020007
Michael Grieves
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Abstract

This paper will discuss Data, Information, Knowledge, and Wisdom, which is commonly referred to as DIKW. The DIKW Pyramid Model is a hierarchical model that is often referenced in both academic and practitioner circles. This model will be discussed and shown to be faulty on several levels, including a lack of definitional agreement. A new DIKW framework with systems orientation will be proposed that focuses on what the DIKW elements do in the way humans think, not what they are by definition. Information as a replacement for wasted physical resources in goal-oriented tasks will be a central organizing point. The paper will move the DIKW discussion to the computer-based concept of Digital Twins (DTs) and its augmentation of how we can use DIKW to be more effective and efficient. This will especially be the case as we move toward Intelligent Digital Twins (IDTs) with Artificial Intelligence (AI).
作为数字孪生行动总体框架的 DIKW:数据、信息、知识和智慧
本文将讨论数据、信息、知识和智慧,也就是通常所说的 DIKW。DIKW 金字塔模型是学术界和实践界经常引用的一个分层模型。我们将对这一模型进行讨论,并证明其在多个层面上存在缺陷,包括缺乏定义上的一致性。我们将提出一个以系统为导向的新的 DIKW 框架,重点关注 DIKW 元素在人类思维方式中的作用,而不是它们的定义。在以目标为导向的任务中,信息作为被浪费的物质资源的替代品将是一个中心组织点。本文将把 DIKW 的讨论转移到以计算机为基础的数字孪生(DTs)概念,以及它对我们如何利用 DIKW 提高效率和效益的增强作用。尤其是当我们迈向人工智能(AI)的智能数字孪生(IDTs)时,情况更是如此。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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