整合人工智能和增强现实技术,辅助检测纺织品疵点

IF 2.2 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES
Michaela Servi, R. Magherini, F. Buonamici, Y. Volpe, R. Furferi
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引用次数: 0

摘要

第四次工业革命的概念是,人工智能、基因编辑和先进机器人等技术的融合将导致各行各业的快速变革,这些技术使得互联性不断增强,机器可以通过智能自动化在没有人类干预的情况下分析和诊断问题。在这种情况下,人们对增强现实技术的使用非常感兴趣。本文旨在探讨如何利用增强现实技术支持传统检测,协助纺织专家进行织物缺陷检测。本研究的贡献包括三个主要阶段,这对系统的未来发展是必要的:(1) 分析可能的自动疵点检测技术;(2) 根据操作员舒适度、系统占用空间等重要标准,分析实现系统的硬件解决方案;(3) 提出可能的综合解决方案。考虑到这些方面,本文确定并研究了引入人工智能和增强现实技术帮助操作员检测纺织品缺陷的最佳方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integration of artificial intelligence and augmented reality for assisted detection of textile defects
The Fourth Industrial Revolution conceptualizes the rapid change of industries resulting from the convergence of technologies such as artificial intelligence, genetic editing, and advanced robotics that enable increasing interconnectivity and machines that can analyze and diagnosing problems without human intervention, through intelligent automation. In this scenario, the use of augmented reality technologies is of great interest. The paper aims to explore the use of augmented reality in support of traditional inspections for assisting textile experts in fabric defect detection. The contribution of this study consists of three main phases, necessary for the future development of the system: (1) the analysis of possible automatic defect detection techniques; (2) the analysis of hardware solutions for the realization of a system based on important criteria such as operator comfort, system footprint, and so on; (3) the proposal of a possible comprehensive solution. Considering these aspects this paper identifies and investigate the best scenario for the introduction of artificial intelligence and augmented reality technologies to help the operator in the detection of textile defects.
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来源期刊
Journal of Engineered Fibers and Fabrics
Journal of Engineered Fibers and Fabrics 工程技术-材料科学:纺织
CiteScore
5.00
自引率
6.90%
发文量
41
审稿时长
4 months
期刊介绍: Journal of Engineered Fibers and Fabrics is a peer-reviewed, open access journal which aims to facilitate the rapid and wide dissemination of research in the engineering of textiles, clothing and fiber based structures.
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