Smart Agent System for Cyber Nano-Manufacturing in Industry 4.0
Smart Agent System for Cyber Nano-Manufacturing in Industry 4.0
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DOI：
10.3390/app12126143
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发表时间：
2022-06-01
影响因子：
2.7
通讯作者：
Qureshi, Mohamed Rafik Noor Mohamed
中科院分区：
文献类型：
--
作者：
Almakayeel, Naif;Desai, Salil;Qureshi, Mohamed Rafik Noor Mohamed
信息物理系统（CPS）和物联网（IoT）的发展影响了信息物理制造系统（CPMS）。使用纳米制造 (NM) 进行地理分布运营的组织之间的协作制造需要集成网络以提高生产力。本研究通过将数字设计与各种人工神经网络（ANN）方法相结合来预测最佳纳米/微米制造过程，提供了独特的网络纳米制造框架。它使实时分配纳米/微米制造资源的可视化工具能够实时模拟五种纳米制造过程的机器可用性，以实现动态机器识别系统。这项研究为具有实时网络纳米制造预测能力的智能代理系统奠定了基础。
The development of Cyber-Physical Systems (CPS) and the Internet of Things (IoT) has influenced Cyber-Physical Manufacturing Systems (CPMS). Collaborative manufacturing among organizations with geographically distributed operations using Nanomanufacturing (NM) requires integrated networking for enhanced productivity. The present research provides a unique cyber nanomanufacturing framework by combining digital design with various artificial neural networks (ANN) approaches to predict the optimal nano/micro-manufacturing process. It enables the visualization tool for real-time allocation of nano/micro-manufacturing resources to simulate machine availability for five types of NM processes in real-time for a dynamic machine identification system. This research establishes a foundation for a smart agent system with predictive capabilities for cyber nanomanufacturing in real-time.