Author

Xiaoming Liu

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Open access Jul 2026

Edge-intelligent vision-based robotic manipulation for real-time pick-and-place in dynamic industrial environments.

The outcomes demonstrate the efficacy of combining edge intelligence with closed-loop robotic control by confirming consistent behavior throughout simulation and limited physical testing.

Xiaoming Liu, Wei Su, Jie Zhang et al. · Scientific Reports · 0 citations