微服务架构为实现网络物理制造零缺陷提供开放平台

IF 0.6 4区 数学 Q2 LOGIC
Rui Pedro Lopes, Ahmed Ibrahim, José Barbosa, Paulo Leitao
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引用次数: 0

摘要

市场对高质量产品的需求要求创新的制造方法强调灵活性、适应性和减少缺陷。传统系统目前正朝着采用 I4.0 技术(包括数据收集、处理、分析和数字孪生)的方向发展,旨在实现零缺陷的制造质量。本文介绍了一个符合 RAMI4.0 标准的开放式平台,旨在提高制造质量。该平台使用资产管理外壳集成数据,并采用微服务适应数据摄取和高级分析。此外,它还集成了无损检测工具,展示了测量和质量保证的无缝集成。本研究详细介绍了 openZDM 平台的架构规范和验证,采用微服务确保灵活性、模块化和可扩展性,并与 RAMI4.0 模型保持一致。该平台通过在汽车装配线上的部署进行了验证,突出了其在集成检测场景和早期缺陷检测工具方面的有效性。该架构采用了一种编排方法来管理松散耦合的微服务,实现了从收集、分析到可视化的高效数据生命周期管理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Microservices architecture to enable an open platform for realizing zero defects in cyber-physical manufacturing
The market’s demand for high-quality products necessitates innovative manufacturing approaches that emphasize flexibility, adaptability, and the reduction of defects. Traditional systems are currently evolving towards embracing I4.0 technologies, including data collection, processing, analytics and digital twin, aiming for zero-defect manufacturing quality. This paper introduces an open platform, compliant with RAMI4.0 standards, designed to improve manufacturing quality. The platform integrates data using Asset Administration Shells with microservices adaptation for data ingestion and advanced analytics. Additionally, it incorporates Non-Destructive Inspection tools, demonstrating a seamless integration of measurement and quality assurance. This study details the architectural specification and validation of the openZDM platform, employing microservices to ensure flexibility, modularity and scalability, aligning with the RAMI4.0 model. The platform was validated through deployment in an automotive assembly line, highlighting its effectiveness in integrating inspection scenarios and early defect detection tools. The architecture employs a choreographed approach to manage loosely coupled microservices, enabling efficient data lifecycle management from collection through analytics to visualization.
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来源期刊
CiteScore
2.60
自引率
10.00%
发文量
76
审稿时长
6-12 weeks
期刊介绍: Logic Journal of the IGPL publishes papers in all areas of pure and applied logic, including pure logical systems, proof theory, model theory, recursion theory, type theory, nonclassical logics, nonmonotonic logic, numerical and uncertainty reasoning, logic and AI, foundations of logic programming, logic and computation, logic and language, and logic engineering. Logic Journal of the IGPL is published under licence from Professor Dov Gabbay as owner of the journal.
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