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Digital Twin for Integration of Design-Manufacturing-Maintenance: An Overview

Yang Fu, Gang Zhu, Mingliang Zhu, Fuzhen Xuan
2022 Chinese Journal of Mechanical Engineering  
It is indicated that digital twin concept and associated technology provide a feasible solution for the integration of design-manufacturing-maintenance as it has behaved in the entire lifecycle of products  ...  In this work, the definition of digital twin and its research progress and associated challenges in the design, manufacturing and maintenance of engineering components and equipment were thoroughly reviewed  ...  Machine learning can be the result of a digital twin simulation with simple learning capabilities.  ... 
doi:10.1186/s10033-022-00760-x fatcat:bjzjlr4lxjhnflyjatfztmf4sm

Digital twins for decision making in complex production and logistic enterprises

Wolfgang Kuehn
2018 International Journal of Design & Nature and Ecodynamics  
Digital twins can cover the entire lifecycle of an asset or process by forming a closed-loop chain for smart, connected products, services and production and logistic processes, from design to operation  ...  twin concept can be applied. these digital twins are virtual clones of real systems or subsystems. with simulation and artificial intelligence technologies new opportunities for operative decision making  ...  Digital twins can benefit from machine learning.  ... 
doi:10.2495/dne-v13-n3-260-271 fatcat:mtvs3wah5vhd5mt7zzrtojwc6i

Sustainable Industry 4.0 Wireless Networks, Machine Learning Algorithms, and Internet of Things-based Real-Time Production Logistics in Digital Twin-driven Smart Manufacturing

Elvira Nica, Gheorghe H. Popescu, George Lăzăroiu, T. Kliestik
2021 SHS Web of Conferences  
networks in digital twin-driven smart manufacturing.  ...  Findings & Value added: The way Internet of Things-based decision support systems, artificial intelligence-driven big data analytics, and robotic wireless sensor networks configure digital twin-driven  ...  each. 89 For logistics, manufacturing, and supply chains, digital twins combined with machine learning and advanced network connectivity such as 5G will increasingly track, monitor, route, and optimize  ... 
doi:10.1051/shsconf/202112904003 fatcat:bxc5dnejnve7vih3xm7dwk5yv4

Deep Learning-Assisted Smart Process Planning, Robotic Wireless Sensor Networks, and Geospatial Big Data Management Algorithms in the Internet of Manufacturing Things

George Lazaroiu, Mihai Andronie, Mariana Iatagan, Marinela Geamanu, Roxana Stefanescu, Irina Dijmarescu
2022 ISPRS International Journal of Geo-Information  
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/).  ...  Conflicts of Interest: The authors declare no conflict of interest.  ...  Cyber-physical integration of digital twin and data-driven manufacturing service in digital factory optimize smart production and data fusion.  ... 
doi:10.3390/ijgi11050277 dblp:journals/ijgi/LazaroiuAIGSD22 fatcat:zkeolwry6rfstpuaqtzreadtdm

The Digital Twin Landscape at the Crossroads of Predictive Maintenance, Machine Learning and Physics Based Modeling [article]

Brian Kunzer, Mario Berges, Artur Dubrawski
2022 arXiv   pre-print
As digital twin technology experiences rapid growth and as it matures, its great promise to substantially enhance tools and solutions for intelligent upkeep of complex equipment, are expected to materialize  ...  The history of the term digital twin is explored, as well as its initial context in the fields of product life cycle management, asset maintenance, and equipment fleet management, operations, and planning  ...  Line indicates Google™ search (worldwide) frequency for the topic of digital twin. Figure 2 : 2 Figure 2: The digital twin product lifecycle management (DT-PLM) concept.  ... 
arXiv:2206.10462v2 fatcat:fznude7xvjbi3e73k5tzqp7sce

A Survey on AI-Driven Digital Twins in Industry 4.0: Smart Manufacturing and Advanced Robotics

Ziqi Huang, Yang Shen, Jiayi Li, Marcel Fey, Christian Brecher
2021 Sensors  
Digital twin (DT) and artificial intelligence (AI) technologies have grown rapidly in recent years and are considered by both academia and industry to be key enablers for Industry 4.0.  ...  Furthermore, advantages of AI-driven DTs in the context of sustainable development are elaborated.  ...  ., Fraunhofer IPT, as well as the Chair of Production Metrology and Quality Management, and Production Engineering of the Laboratory for Machine Tools and Production Engineering (WZL) for their permission  ... 
doi:10.3390/s21196340 pmid:34640660 fatcat:qy3qiazvqrejvfuixudd6ywqsq

A Survey on AI-Driven Digital Twins in Industry 4.0: Smart Manufacturing and Advanced Robotics

Ziqi Huang, Yang Shen, Jiayi Li, Marcel Fey, Christian Brecher
2021 Sensors 21(19)  
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY  ...  ., Fraunhofer IPT, as well as the Chair of Production Metrology and Quality Management, and Production Engineering of the Laboratory for Machine Tools and Production Engineering (WZL) for their permission  ...  Acknowledgments: The authors would like to thank the German Research Foundation DFG for the support within the Cluster of Excellence "Internet of Production"-390621612.  ... 
doi:10.18154/rwth-2021-09877 fatcat:yjhprcascvfutisat7olust3kq

An Adapted Model of Cognitive Digital Twins for Building Lifecycle Management

Ibrahim Yitmen, Sepehr Alizadehsalehi, İlknur Akıner, Muhammed Ernur Akıner
2021 Applied Sciences  
(IoT), all connected to self-learning hybrid models with proactive cognitive capabilities for different phases of the building asset lifecycle.  ...  In the digital transformation era in the Architecture, Engineering, and Construction (AEC) industry, Cognitive Digital Twins (CDT) are introduced as part of the next level of process automation and control  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/app11094276 fatcat:avozzhpg7za27poishrq4iqyxa

Digital Twin Technology [chapter]

Zongyan Wang
2020 Industry 4.0 - Impact on Intelligent Logistics and Manufacturing  
It is the mapping technology for the whole lifecycle process of physical equipment in virtual space. It is the basic technology of Industrial 4.0.  ...  This chapter mainly introduces: (1) the generation of digital twin technology; (2) the definition and characteristics of digital twin technology; (3) the relationship between digital twin and digital thread  ...  They did a lot of work for this chapter, and a special thanks for their efforts.  ... 
doi:10.5772/intechopen.80974 fatcat:tqw26k47kffj5byikjcxsdgvnm

Digital Twin Applications: A Survey of Recent Advances and Challenges

Rafael da Silva Mendonça, Sidney de Oliveira Lins, Iury Valente de Bessa, Florindo Antônio de Carvalho Ayres, Renan Landau Paiva de Medeiros, Vicente Ferreira de Lucena
2022 Processes  
to envision the adoption of so-called digital twins.  ...  robustness of equipment, and reaching advanced process connectivity.  ...  Acknowledgments: This research was conducted within the scope of the Samsung-UFAM Project for Education and Research (SUPER), according to Article 48 of Decree n • 6.008/2006(SUFRAMA), which was funded  ... 
doi:10.3390/pr10040744 doaj:9c839ca676ae4624a0dc8768d7bc925b fatcat:kxv3qcunf5hmji3ct7spm22zhi

Digital twin-based sustainable intelligent manufacturing: a review

Bin He, Kai-Jian Bai
2020 Advances in Manufacturing  
Subsequently, a digital twin and its application are introduced along with the development of intelligent manufacturing based on the digital twin technology.  ...  Firstly, the relevant content of intelligent manufacturing, including intelligent manufacturing equipment, systems, and services, is analyzed.  ...  [62] explored the role of a digital twin in asset lifecycle management.  ... 
doi:10.1007/s40436-020-00302-5 fatcat:ckbvw5si5jffxcdbvaixlrud3e

Digital twin: a state-of-the-art review of its enabling technologies, applications and challenges

Weifei Hu, Tongzhou Zhang, Xiaoyu Deng, Zhenyu Liu, Jianrong Tan
2021 Journal of Intelligent Manufacturing and Special Equipment  
Digital twin (DT) is an emerging technology that enables sophisticated interaction between physical objects and their virtual replicas.  ...  In addition, the review discusses the key challenges and provides future work for constructing DTs of complex engineering systems.  ...  Application System DFM Data Fusion Model DM Digital Model DS Digital Shadow DT Digital Twin DTPD Digital Twin-driven Product Design DTS Digital Twin Shop-floor EEE Electrical and Electronic  ... 
doi:10.1108/jimse-12-2020-010 fatcat:4py4isl5czgwrkhdfwf3r3uj4a

Shifting value stream patterns along the product lifecycle with digital twins

Marc-André Dittrich, Benjamin Schleich, Till Clausmeyer, Roy Damgrave, John Ahmet Erkoyuncu, Benjamin Haefner, Jos de Lange, Denys Plakhotnik, Wieben Scheidel, Thorsten Wuest
2019 Procedia CIRP  
Abstract The concept of digital twins promises high potentials for product design, manufacturing, user experience and recycling.  ...  Abstract The concept of digital twins promises high potentials for product design, manufacturing, user experience and recycling.  ...  Acknowledgements The authors would like to thank to the CIRP community for its support and the opportunity to collaborate in an international network within the CIRP Research Affiliate Program.  ... 
doi:10.1016/j.procir.2020.01.049 fatcat:gpup7isfifcu5pmbqpjybnkw2y

Application Research of Digital Twin-Driven Ship Intelligent Manufacturing System: Pipe Machining Production Line

Qingcai Wu, Yunsheng Mao, Jianxun Chen, Chong Wang
2021 Journal of Marine Science and Engineering  
In this context, this paper first reviews the applications of digital twins for intelligent manufacturing.  ...  Then it presents an innovative application framework of a digital twin-driven ship intelligent manufacturing system and analyzes its operation mechanism.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/jmse9030338 fatcat:vqkzy2o4tvdshk5sftqrnh24hi

Digital Twins in Built Environments: An Investigation of the Characteristics, Applications, and Challenges

Muhammad Shahzad, Muhammad Tariq Shafiq, Dean Douglas, Mohamad Kassem
2022 Buildings  
The findings provide a point of departure for future research aimed at clarifying the relationship between digital twins and other digital technologies and their key implementation challenges.  ...  The literature review explores the merits and the relevance of digital twins relative to existing digital technologies and highlights potential applications and challenges for their implementation.  ...  Acknowledgments: Authors are thankful to all interview participants for supporting this research. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/buildings12020120 fatcat:mamszwph3nh5nmu3kgnna5kptm
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