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Journal ArticleDOI

Digital twin-driven product design, manufacturing and service with big data

TLDR
In this paper, a new method for product design, manufacturing, and service driven by digital twin is proposed, and three cases are given to illustrate the future applications of digital twin in three phases of a product respectively.
Abstract
Nowadays, along with the application of new-generation information technologies in industry and manufacturing, the big data-driven manufacturing era is coming. However, although various big data in the entire product lifecycle, including product design, manufacturing, and service, can be obtained, it can be found that the current research on product lifecycle data mainly focuses on physical products rather than virtual models. Besides, due to the lack of convergence between product physical and virtual space, the data in product lifecycle is isolated, fragmented, and stagnant, which is useless for manufacturing enterprises. These problems lead to low level of efficiency, intelligence, sustainability in product design, manufacturing, and service phases. However, physical product data, virtual product data, and connected data that tie physical and virtual product are needed to support product design, manufacturing, and service. Therefore, how to generate and use converged cyber-physical data to better serve product lifecycle, so as to drive product design, manufacturing, and service to be more efficient, smart, and sustainable, is emphasized and investigated based on our previous study on big data in product lifecycle management. In this paper, a new method for product design, manufacturing, and service driven by digital twin is proposed. The detailed application methods and frameworks of digital twin-driven product design, manufacturing, and service are investigated. Furthermore, three cases are given to illustrate the future applications of digital twin in the three phases of a product respectively.

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Citations
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Journal ArticleDOI

A Reconfigurable Modeling Approach for Digital Twin-based Manufacturing System

TL;DR: This paper presents a five-dimensional digital twin modeling approach for manufacturing systems, which can not only realize the mapping between the physical and virtual twins, but also some of the capabilities and dependencies of the digital twins can be derived.
Journal ArticleDOI

Uses of the digital twins concept for energy services, intelligent recommendation systems, and demand side management: A review

TL;DR: This study presents new empirical evidence to validate data-driven twin technologies as novel ways of implementing consumer-oriented demand-side management via sophisticated abstraction of consumers energy behaviors, and identifies various barriers associated with the adoption of energy services.
Journal ArticleDOI

A digital twin-based big data virtual and real fusion learning reference framework supported by industrial internet towards smart manufacturing

TL;DR: A digital twin-based big data virtual and real fusion (DT-BDVRL) reference framework supported by Industrial Internet towards smart manufacturing and the results that run in virtual spaces are synchronized and executed in physical spaces through Industrial Internet platforms, effectively improving the physical execution effect of BDLA models.
Journal ArticleDOI

Building and exploiting a Digital Twin for the management of drinking water distribution networks

TL;DR: Digital Twins are starting to be exploited to improve the management of water distribution systems (WDSs) and, in the future, they will be crucial for decision making.
Journal ArticleDOI

Intelligent Small Object Detection for Digital Twin in Smart Manufacturing With Industrial Cyber-Physical Systems

TL;DR: In this article , a hybrid deep neural network model based on the integration of MobileNetv2, YOLOv4, and Openpose is constructed to identify the real-time status from physical manufacturing environment to virtual space.
References
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Journal ArticleDOI

Internet of Things in Industries: A Survey

TL;DR: This review paper summarizes the current state-of-the-art IoT in industries systematically and identifies research trends and challenges.
Proceedings ArticleDOI

The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles

TL;DR: In this article, the Digital Twin system integrates ultra-high fidelity simulation with the vehicle s on-board integrated vehicle health management system, maintenance history and all available historical and fleet data to enable unprecedented levels of safety and reliability.
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.
Book ChapterDOI

Digital Twin—The Simulation Aspect

TL;DR: This chapter focuses on the simulation aspects of the Digital Twin, where simulation merges the physical and virtual world in all life cycle phases and enables the users to master the complexity of mechatronic systems.
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