通过开发独特的数字特征来绘制烫金工艺图

IF 8.2 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Heli Liu , Xiaochuan Liu , Xiao Yang , Denis J. Politis , Yang Zheng , Saksham Dhawan , Huifeng Shi , Liliang Wang
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引用次数: 0

摘要

通过对铝合金等轻质材料进行热冲压生产出的结构部件在减轻质量方面发挥着关键作用,从而减少二氧化碳排放量并提高燃油效率,尤其是在电动汽车、高速列车和飞机等应用领域。与此同时,由于生产、研究和开发活动的不断进行,热冲压工艺产生的数据也呈指数级增长。然而,要将这些海量元数据的内在价值转化为科学创新和工业突破,就需要通过整合烫印和数据科学知识来获得新兴的专业知识。在此,作者构思并开发了制造过程的数字特征(DC)。数字特征是每个制造流程的 "DNA",涵盖了制造产品的设计、制造和应用阶段的固有和独特性质。作者以热冲压工艺为重点,从实验验证的模拟和传感网络中获得的大量热冲压数据中开发了独特的 DC。结果表明,直流电揭示了热冲压过程中具有代表性几何特征的独特热机械进化特征,这促进了对基本科学的理解,并释放了在先进制造范例中实施以数据为中心的科学创新的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mapping the hot stamping process through developing distinctive digital characteristics

Structural components produced through hot stamping of lightweight materials, such as aluminium alloys, play a pivotal role in mass reduction, leading to decreased CO2 emissions and enhanced fuel efficiency, especially in applications such as electric vehicles, high-speed trains, and aircraft. Concurrently, the hot stamping process is experiencing an exponential increase in data generation, stemming from ongoing production, research, and development activities. Yet, translating the inherent values of these voluminous metadata into scientific innovations and industrial breakthroughs requires the emerging expertise by consolidating the knowledge of hot stamping and data science. Here, the authors have conceptualised and developed the digital characteristics (DC) for manufacturing processes. The DC serves as the ‘DNA’ of every manufacturing process by encompassing its inherent and distinctive natures spanning over the design, manufacturing and application phases of the manufactured products. Focusing on the hot stamping process, the authors have developed the unique DC from voluminous hot stamping data derived from experimentally validated simulations and sensing networks. Results demonstrate that the DC revealed the distinct evolutionary thermo-mechanical characteristics of the hot stamping process in terms of representative geometric features, which facilitates the fundamental scientific understanding and unlocks the potential on implementing data-centric scientific innovations in advanced manufacturing paradigms.

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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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