Prehensile and non-prehensile robotic pick-and-place of objects in clutter using deep reinforcement learning

MB Imtiaz, Y Qiao, B Lee - Sensors, 2023 - mdpi.com
In this study, we develop a framework for an intelligent and self-supervised industrial pick-
and-place operation for cluttered environments. Our target is to have the agent learn to …

[HTML][HTML] PolyDexFrame: Deep Reinforcement Learning-Based Pick-and-Place of Objects in Clutter

MB Imtiaz, Y Qiao, B Lee - Machines, 2024 - mdpi.com
This research study represents a polydexterous deep reinforcement learning-based pick-
and-place framework for industrial clutter scenarios. In the proposed framework, the agent …

[引用][C] Deep reinforcement learning-based industrial robotic manipulation

MB Imtiaz - 2023 - Technological University of the …