Adaptive human-computer interaction for industry 5.0: A novel concept, with comprehensive review and empirical validation

IF 8.2 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Rania Hamdani, Inès Chihi
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引用次数: 0

Abstract

This paper explores the domain of adaptive Human-Computer Interaction (HCI) within the emerging context of Industry 5.0, which marks the transition from Industry 4.0 by emphasizing human-centric approaches and collaboration between humans and intelligent systems. It focuses on enhancing user experience while maintaining high security standards. The complexity of intelligent industrial environments introduces various challenges, including vulnerabilities caused by faults that can propagate across multiple layers and heterogeneous systems. Predictive maintenance becomes more complicated due to the need for advanced monitoring across interconnected systems, and the dynamic nature of these environments demands seamless adaptation. This is essential for fostering harmony between human operators and intelligent systems in real-time. However, the increasing complexity of these environments reveals the limitations of the current HCI models, making adaptability a basic requirement. This paper carries a complete 141-paper review regarding research on HCI along with a detailed exposition of the core architecture, enabling technologies, and real-world application examples. Furthermore, it presents an innovative conceptual model for implementing an HCI system that dynamically adapts to environmental changes, user behavior, diverse user profiles, and varying accessibility needs, specifically within the context of fault detection and diagnosis systems. The proposed approach has been rigorously validated through empirical studies, demonstrating its effectiveness and practical applicability. To improve resiliency and efficiency in such a smart industrial system as is vulnerable, the interface would adapt itself to user behavior and diversity. It addresses the challenges that arise during this dynamic and complex environment that would ensure a secure and seamless interaction.
工业5.0的自适应人机交互:一个新概念,有全面的回顾和实证验证
本文探讨了工业5.0新兴背景下的自适应人机交互(HCI)领域,它通过强调以人为中心的方法以及人与智能系统之间的协作,标志着从工业4.0的过渡。它专注于增强用户体验,同时保持高安全标准。智能工业环境的复杂性带来了各种各样的挑战,包括由故障引起的漏洞,这些故障可以跨多层和异构系统传播。由于需要跨互联系统进行高级监控,预测性维护变得更加复杂,而且这些环境的动态性要求无缝适应。这对于促进人类操作员和智能系统之间的实时和谐至关重要。然而,这些环境的日益复杂揭示了当前HCI模型的局限性,使适应性成为基本要求。本文包含了关于HCI研究的完整的141篇论文综述,以及对核心体系结构、使能技术和实际应用示例的详细阐述。此外,它还提出了一个创新的概念模型,用于实现一个动态适应环境变化、用户行为、不同的用户配置文件和不同的可访问性需求的人机交互系统,特别是在故障检测和诊断系统的背景下。通过实证研究,验证了该方法的有效性和实用性。为了提高这样一个脆弱的智能工业系统的弹性和效率,界面将适应用户的行为和多样性。它解决了在这个动态和复杂的环境中出现的挑战,以确保安全和无缝的交互。
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
Computers in Industry
Computers in Industry 工程技术-计算机:跨学科应用
CiteScore
18.90
自引率
8.00%
发文量
152
审稿时长
22 days
期刊介绍: The objective of Computers in Industry is to present original, high-quality, application-oriented research papers that: • Illuminate emerging trends and possibilities in the utilization of Information and Communication Technology in industry; • Establish connections or integrations across various technology domains within the expansive realm of computer applications for industry; • Foster connections or integrations across diverse application areas of ICT in industry.
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