The application of robotics and artificial intelligence in embroidery: challenges and benefits

IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Assembly Automation Pub Date : 2022-11-25 DOI:10.1108/aa-07-2022-0183
Ling Chen, Zhi Su, Xiaotong He, Xiang Chen, Lin Dong
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引用次数: 3

Abstract

Purpose Embroidery as a textile embellishment technique plays an important role in people's daily life. Esthetic embroidery artworks possess cultural values. With the development of robotics and artificial intelligence (AI), these technologies have been studied and applied in the embroidery process. This study aims to survey how these technologies facilitate embroidery from different aspects. Design/methodology/approach This paper surveys how the technologies of robotics and AI are applied in the embroidery field. The applications are mainly reviewed from three aspects: computerized robotic embroidery systems has been widely used for the mass production of embroidered textiles, the advanced technological systems and techniques have greatly facilitated the development of smart textiles and the artificial intelligence plays an important role in the inheritance, innovation and protection of traditional handicraft artwork of embroidery. Findings The programmable robotic embroidery machines have greatly improved the production efficiency of embroidered textiles and promoted the development of electronic textiles. The AI, mainly the deep learning technology, brings significant benefits to esthetic embroidery creation. Technology-based embroidery has become a hot research topic in the field of textiles. Originality/value This paper summarizes the application of robotics and AI technologies in the field of embroidery, which provides readers a comprehensive and systematic understanding about the research progress of modern technology-oriented embroidery. This helps readers gain inspiration from the technology perspectives.
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机器人和人工智能在刺绣中的应用:挑战与益处
目的:刺绣作为一种纺织装饰技术,在人们的日常生活中发挥着重要的作用。审美刺绣艺术品具有文化价值。随着机器人技术和人工智能(AI)的发展,这些技术被研究并应用于刺绣工艺中。本研究旨在探讨这些技术如何从不同方面促进刺绣。设计/方法/途径本文综述了机器人技术和人工智能技术在刺绣领域的应用。主要从三个方面对其应用进行了综述:计算机化机器人刺绣系统已广泛应用于刺绣纺织品的批量生产;先进的技术系统和工艺极大地促进了智能纺织品的发展;人工智能在传统刺绣工艺的继承、创新和保护中发挥了重要作用。发现可编程机器人绣花机大大提高了绣花纺织品的生产效率,促进了电子纺织品的发展。人工智能,主要是深度学习技术,为美学刺绣创作带来了显着的好处。技术刺绣已成为纺织领域的研究热点。原创性/价值本文综述了机器人技术和人工智能技术在刺绣领域的应用,让读者全面、系统地了解现代技术导向型刺绣的研究进展。这有助于读者从技术角度获得灵感。
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来源期刊
Assembly Automation
Assembly Automation 工程技术-工程:制造
CiteScore
4.30
自引率
14.30%
发文量
51
审稿时长
3.3 months
期刊介绍: Assembly Automation publishes peer reviewed research articles, technology reviews and specially commissioned case studies. Each issue includes high quality content covering all aspects of assembly technology and automation, and reflecting the most interesting and strategically important research and development activities from around the world. Because of this, readers can stay at the very forefront of industry developments. All research articles undergo rigorous double-blind peer review, and the journal’s policy of not publishing work that has only been tested in simulation means that only the very best and most practical research articles are included. This ensures that the material that is published has real relevance and value for commercial manufacturing and research organizations.
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