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arXiv 2202.07203cs.RO

Collision-free Path Planning in the Latent Space through cGANs

Waseda Univ.(早稻田大学);AIST(日本产业技术综合研究所);Univ. of Cergy-Pontoise(塞吉-蓬图瓦兹大学);Preferred Networks(优选网络公司)

Tomoki Ando, Hiroki Mori, Ryota Torishima, Kuniyuki Takahashi, Shoichiro Yamaguchi, Daisuke Okanohara, Tetsuya Ogata

英文摘要:

We show a new method for collision-free path planning by cGANs by mapping its latent space to only the collision-free areas of the robot joint space. Our method simply provides this collision-free latent space after which any planner, using any optimization conditions, can be used to generate the most suitable paths on the fly. We successfully verified this method with a simulated two-link robot arm.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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