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Gao-Yu Liu

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Review Open access Aug 2026

Digital-Twin-Enabled Human–Machine Collaboration Systems in Sustainable Smart Manufacturing: System Architecture, Development Methods, Applications, and Future Trends

Digital-twin-enabled human–machine collaboration (HMC) has increasingly been proposed as a system-level approach for connecting human operators, robots, sensors, artificial intelligence modules, and manufacturing resources. However, the literature varies substantially in what is called a digital twin, how physical and...

Hai-Tao Zhang, Jing-Tao Chen, Gao-Yu Liu et al. · 0 citations

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