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Open AccessJournal ArticleDOI

Digital Twin Shop-Floor: A New Shop-Floor Paradigm Towards Smart Manufacturing

Fei Tao, +1 more
- 26 Sep 2017 - 
- Vol. 5, pp 20418-20427
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TLDR
A novel concept of digital twin shop-floor (DTS) based on digital twin is explored and its four key components are discussed, including physicalShop-floor, virtual shop- Floor, shop- floor service system, and shop-ground digital twin data.
Abstract
With the developments and applications of the new information technologies, such as cloud computing, Internet of Things, big data, and artificial intelligence, a smart manufacturing era is coming. At the same time, various national manufacturing development strategies have been put forward, such as Industry 4.0 , Industrial Internet , manufacturing based on Cyber-Physical System , and Made in China 2025 . However, one of specific challenges to achieve smart manufacturing with these strategies is how to converge the manufacturing physical world and the virtual world, so as to realize a series of smart operations in the manufacturing process, including smart interconnection, smart interaction, smart control and management, etc. In this context, as a basic unit of manufacturing, shop-floor is required to reach the interaction and convergence between physical and virtual spaces, which is not only the imperative demand of smart manufacturing, but also the evolving trend of itself. Accordingly, a novel concept of digital twin shop-floor (DTS) based on digital twin is explored and its four key components are discussed, including physical shop-floor, virtual shop-floor, shop-floor service system, and shop-floor digital twin data. What is more, the operation mechanisms and implementing methods for DTS are studied and key technologies as well as challenges ahead are investigated, respectively.

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Citations
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Journal ArticleDOI

Automated Container Terminal Production Operation and Optimization via an AdaBoost-Based Digital Twin Framework

TL;DR: In this article, a framework integrating DT with the AdaBoost algorithm is proposed to realize the real-time optimization and security of the ACT, a multidimensional and multiscale DT model in twin space is first built through a 3D MAX and U3D technology, and a random forest and XGBoost to compare with AdaBoost to select the best algorithm to train and optimize the DT mechanism model.
Proceedings ArticleDOI

A Framework for Next Generation Interactive and Immersive DES Models

TL;DR: An initial framework for interactive and immersive DES models is put forward along with an extended framework, which takes account of the potential of streaming data from production line/shop floor sensor networks.
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Just Trolley: Implementation of industrial IoT and digital twin-enabled spatial-temporal traceability and visibility for finished goods logistics

TL;DR: In this article , an Industrial Internet of Things (IIoT) and Digital Twin (DT) enabled platform of real-time tracking and tracing (ID-PORT) for finished goods logistics is developed.
Journal ArticleDOI

Digital twins in manufacturing: systematic literature review for physical–digital layer categorization and future research directions

TL;DR: Digital twin is a technology concept that aims to create a digital mirror of a physical system with a constant data flow between two components, which can be used for monitoring and optimization of the present system as well as forecasting and estimating future states of it as mentioned in this paper .
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Artificial Intelligence and Cyber-Physical Systems: A Review and Perspectives for the Future in the Chemical Industry

TL;DR: This review provides a look at some of the aspects that will be crucial in the development of cyber-physical systems, focusing on the application of artificial intelligence to confer cognition to the system.
References
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Book ChapterDOI

Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems

TL;DR: Digital twins as discussed by the authors link the physical system with its virtual equivalent to mitigate the problematic issues due to human interaction in the process of creation, production, operations, and disposal of a system.
Journal ArticleDOI

Cyber-physical production systems: Roots, expectations and R&D challenges

TL;DR: There are significant roots generally and particularly in the CIRP community -which point towards CPPSs, and Expectations and the related new R&D challenges will be outlined.
Journal ArticleDOI

Reengineering Aircraft Structural Life Prediction Using a Digital Twin

TL;DR: A conceptual model of how the Digital Twin can be used for predicting the life of aircraft structure and assuring its structural integrity is presented and the technical challenges to developing and deploying a Digital Twin are discussed.
Journal ArticleDOI

Cloud manufacturing: a computing and service-oriented manufacturing model:

TL;DR: The concept, architecture, core enabling technologies, and typical characteristics of CMfg are discussed and investigated, as well as the differences and relationship between cloud computing and CMfg.
Journal ArticleDOI

RFID-enabled real-time manufacturing execution system for mass-customization production

TL;DR: In this article, an RFID-enabled real-time manufacturing execution system (RT-MES) is proposed to track and trace manufacturing objects and collect realtime production data.
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