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マニピュレーションarXiv:2309.02354

堅牢なLEGO操作のための軽量かつ転移可能な設計

A Lightweight and Transferable Design for Robust LEGO Manipulation

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エンドエフェクタと進化戦略による動作最適化を組み合わせ、産業用ロボットでLEGOブロックを安全かつ高精度に操作できるハードウェア・ソフトウェア協調設計を提案した。

著者: Ruixuan Liu, Yifan Sun, Changliu Liu

分類: cs.RO, cs.LG, cs.NE

原文アブストラクト

Lego is a well-known platform for prototyping pixelized objects. However, robotic Lego prototyping (i.e., manipulating Lego bricks) is challenging due to the tight connections and accuracy requirements. This paper investigates safe and efficient robotic Lego manipulation. In particular, this paper reduces the complexity of the manipulation by hardware-software co-design. An end-of-arm tool (EOAT) is designed, which reduces the problem dimension and allows large industrial robots to manipulate small Lego bricks. In addition, this paper uses evolution strategy to optimize the robot motion for Lego manipulation. Experiments demonstrate that the EOAT can reliably manipulate Lego bricks and the learning framework can effectively and safely improve the manipulation performance to a 100% success rate. The co-design is deployed to multiple robots (i.e., FANUC LR-mate 200id/7L and Yaskawa GP4) to demonstrate its generalizability and transferability. In the end, we show that the proposed solution enables sustainable robotic Lego prototyping, in which the robot can repeatedly assemble and disassemble different prototypes.

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