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Self-organizing manufacturing network: A paradigm towards smart manufacturing in mass personalization
Journal of Manufacturing Systems ( IF 12.1 ) Pub Date : 2021-05-11 , DOI: 10.1016/j.jmsy.2021.04.016
Zhaojun Qin , Yuqian Lu

Mass personalization is becoming a reality. It requires responsive and flexible manufacturing operations for producing individualized products in dynamic batch sizes at scale in a cost-effective way. Therefore, manufacturing systems should timely respond to meet changing demands and conditions in the factory, in the supply network, and in customer needs. However, current manufacturing systems fail to adapt to dynamic production environments via changing system configurations and production plans while maintaining stable production performance. Therefore, a manufacturing system is required to be capable of self-optimizing manufacturing operations to achieve flexible, autonomous, and error-tolerant production in the mass personalization context. In this article, we systematically reviewed the literature on Self-Organizing Manufacturing Systems (SOMS) and proposed a complete concept of Self-Organizing Manufacturing Network (SOMN) as the next-generation manufacturing automation technologies for achieving mass personalization. Our review started by tracing the roots, origin, and state-of-the-art research of SOMS and concluded that the existing SOMS work could not achieve the mass personalization goal. As a focus of this review paper, we systematically discussed self-organizing manufacturing's functional requirements to achieve mass personalization and proposed Self-Organizing Manufacturing Network. The concept, functions and essential technological system components (i.e., system modeling and control architecture, peer communications, and adaptive manufacturing control) are discussed by reviewing existing work and highlighting transferrable knowledge from other disciplines. Future research challenges are also discussed.



中文翻译:

自组织制造网络:大规模个性化的智能制造范例

大规模个性化正在成为现实。它需要灵敏且灵活的制造操作,才能以经济高效的方式大规模生产动态批量的个性化产品。因此,制造系统应及时做出响应,以满足工厂,供应网络和客户需求中不断变化的需求和条件。但是,当前的制造系统无法通过更改系统配置和生产计划来适应动态生产环境,同时又保持稳定的生产性能。因此,需要一种制造系统能够自我优化制造操作,以在批量个性化环境中实现灵活,自治且容错的生产。在本文中,我们系统地回顾了关于自组织制造系统(SOMS)的文献,并提出了自组织制造网络(SOMN)的完整概念,作为实现大规模个性化的下一代制造自动化技术。我们的审查从追踪SOMS的根源,起源和最新技术开始,并得出结论,现有的SOMS工作无法实现大规模个性化的目标。作为本文的重点,我们系统地讨论了自组织制造的功能要求以实现大规模个性化,并提出了自组织制造网络。概念,功能和基本技术系统组件(例如,系统建模和控制架构,对等通信,和自适应制造控制)通过回顾现有工作并强调其他学科的可转让知识来进行讨论。还讨论了未来的研究挑战。

更新日期:2021-05-12
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