Enhancing transparency and trust in AI-powered manufacturing: A survey of explainable AI (XAI) applications in smart manufacturing in the era of industry 4.0/5.0

IF 4.1 3区计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS

ICT Express Pub Date : 2025-02-01 DOI:10.1016/j.icte.2024.12.001

Konstantinos Nikiforidis , Alkiviadis Kyrtsoglou , Thanasis Vafeiadis , Thanasis Kotsiopoulos , Alexandros Nizamis , Dimosthenis Ioannidis , Konstantinos Votis , Dimitrios Tzovaras , Panagiotis Sarigiannidis

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引用次数: 0

Abstract

Explainable Artificial Intelligence (XAI) is crucial for the transition from the fourth to fifth industrial revolution, providing transparency and fostering user confidence in Artificial Intelligence (AI) powered systems. Since 2020, XAI applications demonstrate potential to transform manufacturing. This paper provides an extensive overview of XAI-based applications in Industries 4.0 and 5.0 by highlighting the trends regarding methods used, connecting XAI methods with important parameters and presenting XAI visualization approaches. The survey provides valuable insights for researchers, practitioners and industry leaders as it underscores the potential of XAI in shaping the future of manufacturing by enhancing transparency and user acceptance of AI-powered applications.

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提高人工智能制造的透明度和信任：工业4.0/5.0时代智能制造中可解释的人工智能（XAI）应用调查

可解释的人工智能（XAI）对于从第四次工业革命过渡到第五次工业革命至关重要，它提供了透明度，并增强了用户对人工智能（AI）驱动系统的信心。自2020年以来，XAI应用显示出改变制造业的潜力。本文通过强调使用方法的趋势，将XAI方法与重要参数连接起来，并介绍XAI可视化方法，对工业4.0和5.0中基于XAI的应用进行了广泛的概述。该调查为研究人员、从业者和行业领导者提供了有价值的见解，因为它强调了XAI通过提高人工智能应用的透明度和用户接受度，在塑造制造业未来方面的潜力。

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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来源期刊

ICT Express Multiple-

CiteScore

10.20

自引率

1.90%

发文量

167

审稿时长

35 weeks

期刊介绍： The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.