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International Journal of Computer Integrated Manufacturing Volume 34, 2021 - Issue 6
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Research Article

Digital twin for smart manufacturing: a review of concepts towards a practical industrial implementation

Luca Lattanzia ”Enzo Ferrari” Department of Engineering (DIEF), University of Modena and Reggio Emilia, Modena, ItalyCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-8508-7015
ORCID Icon,
Roberto Raffaelib Department of Sciences and Methods for Engineering (DISMI), University of Modena and Reggio Emilia, Reggio Emilia, Italy
,
Margherita Peruzzinia ”Enzo Ferrari” Department of Engineering (DIEF), University of Modena and Reggio Emilia, Modena, ItalyORCID Iconhttps://orcid.org/0000-0003-2260-0392
ORCID Icon &
Marcello Pellicciarib Department of Sciences and Methods for Engineering (DISMI), University of Modena and Reggio Emilia, Reggio Emilia, ItalyORCID Iconhttps://orcid.org/0000-0003-2578-4123
ORCID Icon
Pages 567-597 | Received 05 Oct 2020, Accepted 08 Mar 2021, Published online: 12 Apr 2021

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Margherita Peruzzini, Elisa Prati & Marcello Pellicciari. (2023) A framework to design smart manufacturing systems for Industry 5.0 based on the human-automation symbiosis. International Journal of Computer Integrated Manufacturing 0:0, pages 1-18.
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Mario Verdugo-Cedeño, Suraj Jaiswal, Ville Ojanen, Lea Hannola & Aki Mikkola. (2023) Simulation-Based Digital Twins Enabling Smart Services for Machine Operations: An Industry 5.0 Approach. International Journal of Human–Computer Interaction 0:0, pages 1-17.
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Panagiotis Aivaliotis, Zoi Arkouli, Konstantinos Georgoulias & Sotiris Makris. (2023) Methodology for enabling dynamic digital twins and virtual model evolution in industrial robotics - a predictive maintenance application. International Journal of Computer Integrated Manufacturing 36:7, pages 947-965.
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K Manjunath, Suman Tewary, Neha Khatri & Kai Cheng. (2023) In-process monitoring of the ultraprecision machining process with convolution neural networks. International Journal of Computer Integrated Manufacturing 0:0, pages 1-18.
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Matthias Schamp, El-Houssaine Aghezzaf & Johannes Cottyn. (2023) State-based verification of industrial control programs with the use of a digital model. International Journal of Computer Integrated Manufacturing 0:0, pages 1-19.
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Xiaoyang Zhu & Yangjian Ji. (2023) A digital twin-based multi-objective optimization method for technical schemes in process industry. International Journal of Computer Integrated Manufacturing 36:3, pages 443-468.
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Mario Caterino, Marta Rinaldi & Marcello Fera. (2023) Digital ergonomics: an evaluation framework for the ergonomic risk assessment of heterogeneous workers. International Journal of Computer Integrated Manufacturing 36:2, pages 239-259.
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Shreyanshu Parhi, Kanchan Joshi & Milind Akarte. (2023) Decision-making in smart manufacturing: A framework for performance measurement. International Journal of Computer Integrated Manufacturing 36:2, pages 190-218.
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Jing Yang, Shimeng Li, Xiaoxing Wang, Jingwei Lu, Huaiyu Wu & Xiao Wang. (2023) DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories. IEEE Transactions on Systems, Man, and Cybernetics: Systems 53:4, pages 2188-2199.
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A. Mazumder, M.F. Sahed, Z. Tasneem, P. Das, F.R. Badal, M.F. Ali, M.H. Ahamed, S.H. Abhi, S.K. Sarker, S.K. Das, M.M. Hasan, M.M. Islam & M.R. Islam. (2023) Towards next generation digital twin in robotics: Trends, scopes, challenges, and future. Heliyon 9:2, pages e13359.
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Dongjin Lee & Boris Kramer. (2023) Bi-fidelity conditional value-at-risk estimation by dimensionally decomposed generalized polynomial chaos expansion. Structural and Multidisciplinary Optimization 66:2.
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Haotian Chen, Sekione Reward Jeremiah, Changhoon Lee & Jong Hyuk Park. (2023) A Digital Twin-Based Heuristic Multi-Cooperation Scheduling Framework for Smart Manufacturing in IIoT Environment. Applied Sciences 13:3, pages 1440.
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Zhihan Lv. (2023) Digital Twins in Industry 5.0. Research 6.
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Moustafa Elnadi & Yasser Omar Abdallah. (2023) Industry 4.0: critical investigations and synthesis of key findings. Management Review Quarterly.
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Alexandre Helmann, Anis Assad Neto, Fernando Deschamps & Eduardo de Freitas Rocha Loures. 2023. Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus. Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus 696 703 .
Zhongyuan Che, Chong Peng & Zhongwen Zhang. 2023. Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus. Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus 573 583 .
Jing Yang, Xiaoxing Wang & Yandong Zhao. (2022) Parallel Manufacturing for Industrial Metaverses: A New Paradigm in Smart Manufacturing. IEEE/CAA Journal of Automatica Sinica 9:12, pages 2063-2070.
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Yongxiang Lei & Hamid Reza Karimi. (2022) A Digital Twin Model of Three-Dimensional Shading for Simulation of the Ironmaking Process. Machines 10:12, pages 1122.
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Raymon van Dinter, Bedir Tekinerdogan & Cagatay Catal. (2022) Predictive maintenance using digital twins: A systematic literature review. Information and Software Technology 151, pages 107008.
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Zeyin Su. (2022) Research and design of machine room management system based on digital twin. Research and design of machine room management system based on digital twin.
Rong Zhang. (2022) Automatic Generation of Real-Time Animation Game Learning Levels Based on Artificial Intelligence Assistant. Scientific Programming 2022, pages 1-19.
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Jinfeng Liu, Xiaojian Wen, Honggen Zhou, Sushan Sheng, Peng Zhao, Xiaojun Liu, Chao Kang & Yu Chen. (2022) Digital twin-enabled machining process modeling. Advanced Engineering Informatics 54, pages 101737.
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Wenjie Jia, Wei Wang & Zhenzu Zhang. (2022) From simple digital twin to complex digital twin Part I: A novel modeling method for multi-scale and multi-scenario digital twin. Advanced Engineering Informatics 53, pages 101706.
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Eusebio Jiménez López, Francisco Cuenca Jiménez, Gabriel Luna Sandoval, Francisco Javier Ochoa Estrella, Marco Antonio Maciel Monteón, Flavio Muñoz & Pablo Alberto Limón Leyva. (2022) Technical Considerations for the Conformation of Specific Competences in Mechatronic Engineers in the Context of Industry 4.0 and 5.0. Processes 10:8, pages 1445.
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Luyao Zhang, Lijie Feng, Jinfeng Wang & Kuo-Yi Lin. (2022) Integration of Design, Manufacturing, and Service Based on Digital Twin to Realize Intelligent Manufacturing. Machines 10:4, pages 275.
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Jung-Sing Jwo, Cheng-Hsiung Lee & Ching-Sheng Lin. (2022) Data Twin-Driven Cyber-Physical Factory for Smart Manufacturing. Sensors 22:8, pages 2821.
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Conner Eddy, Adam Wagner, JOHN Wagner & Matthew P. Castanier. Application of a Digital Twin Virtual Engineering Tool for Ground Vehicle Maintenance Forecasting. Application of a Digital Twin Virtual Engineering Tool for Ground Vehicle Maintenance Forecasting.
Roberto Raffaeli, Pietro Bilancia, Federico Neri, Margherita Peruzzini & Marcello Pellicciari. (2022) Engineering Method and Tool for the Complete Virtual Commissioning of Robotic Cells. Applied Sciences 12:6, pages 3164.
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Hyman Duan, Su Gao, Xu Yang & Yuanlin Li. (2023) The development of a digital twin concept system. Digital Twin 2, pages 10.
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Hyman Duan, Su Gao, Xu Yang & Yuanlin Li. (2022) The development of a digital twin concept system. Digital Twin 2, pages 10.
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Roberto Raffaeli, Federico Neri, Margherita Peruzzini, Giovanni Berselli & Marcello Pellicciari. 2022. Design Tools and Methods in Industrial Engineering II. Design Tools and Methods in Industrial Engineering II 675 682 .
Elisa Prati, Valeria Villani, Margherita Peruzzini & Lorenzo Sabattini. (2021) An Approach Based on VR to Design Industrial Human-Robot Collaborative Workstations. Applied Sciences 11:24, pages 11773.
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Rodrigo P. Rolle, Vinícius de O. Martucci & Eduardo P. Godoy. (2021) Modular Framework for Digital Twins: Development and Performance Analysis. Journal of Control, Automation and Electrical Systems 32:6, pages 1485-1497.
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Göksel GÖKKUŞ. (2021) DIGITAL TWIN CONCEPT FOR RENEWABLE ENERGY SOURCES. Konya Journal of Engineering Sciences, pages 836-844.
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