A review of digital twin-driven machining: From digitization to intellectualization

S Liu, J Bao, P Zheng - Journal of Manufacturing Systems, 2023 - Elsevier
Digital twin (DT) technology can realize the quality control of the dynamic cutting process by
establishing the high-fidelity DT model, which has gradually become a hot spot in intelligent …

[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review

L **, X Zhai, K Wang, K Zhang, D Wu, A Nazir, J Jiang… - Materials & Design, 2024 - Elsevier
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …

A digital thread-driven distributed collaboration mechanism between digital twin manufacturing units

S Liu, Y Lu, X Shen, J Bao - Journal of Manufacturing Systems, 2023 - Elsevier
The trialing of new products in production typically suffers from quality and productivity
problems because of immature manufacturing processes. As an efficient virtual-real …

Anti‐noise diesel engine misfire diagnosis using a multi‐scale CNN‐LSTM neural network with denoising module

C Qin, Y **, Z Zhang, H Yu, J Tao… - CAAI Transactions on …, 2023 - Wiley Online Library
Currently, accuracy of existing diesel engine fault diagnosis methods under strong noise
and generalisation performance between different noise levels are still limited. A novel multi …

A novel LSTM-autoencoder and enhanced transformer-based detection method for shield machine cutterhead clogging

CJ Qin, RH Wu, GQ Huang, JF Tao, CL Liu - Science China Technological …, 2023 - Springer
Shield tunneling machines are paramount underground engineering equipment and play a
key role in tunnel construction. During the shield construction process, the “mud cake” …

Digital Twin-based manufacturing system: A survey based on a novel reference model

S Liu, P Zheng, J Bao - Journal of Intelligent Manufacturing, 2024 - Springer
The development of advanced information technologies are paving the digital transformation
of manufacturing systems, of which Digital Twin-based manufacturing system (DTMS) has …

Multi-objective coupling optimization of electrical cable intelligent production line driven by digital twin

G Yuan, X Liu, C Zhu, C Wang, M Zhu, Y Sun - Robotics and Computer …, 2024 - Elsevier
With the development of the personalized and diversified service production paradigm,
production lines need to be updated in a timely manner to meet market demand. In this …

Material transport and flow pattern characteristics of gas–liquid–solid mixed flows

J Chen, M Ge, L Li, G Zheng - Processes, 2023 - mdpi.com
Flow pattern monitoring of gas–liquid–solid mixed flow has great significance to enhance
the quality and efficiency of material mixing, and the material transport mechanism and …

A dynamic updating method of digital twin knowledge model based on fused memorizing-forgetting model

S Liu, P Zheng, L **a, J Bao - Advanced Engineering Informatics, 2023 - Elsevier
The customized manufacturing process of complex products (with complex structures and
production processes) involving randomness and dynamics, is facing the problem of high …

Resilient digital twin modeling: A transferable approach

J Song, S Liu, T Ma, Y Sun, F Tao, J Bao - Advanced Engineering …, 2023 - Elsevier
High-fidelity digital twin models include not only concrete geometric models but also intrinsic
models such as mechanism models and data models, which require high information …