A pushing-grasping collaborative method based on deep Q-network algorithm in dual viewpoints

Abstract In the field of intelligent manufacturing, robot grasping and sorting is important content. However, there are some disadvantages in the traditional single-view-based manipulator grasping methods by using a 2D camera, where the efficiency and the accuracy of grasping are both low when facin...

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Bibliographic Details
Main Authors: Gang Peng, Jinhu Liao, Shangbin Guan, Jin Yang, Xinde Li
Format: Article
Language:English
Published: Nature Portfolio 2022-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-07900-2