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組立計画arXiv:2106.00424

図解説明書を読み取ることによる組立作業計画

Assembly Planning by Recognizing a Graphical Instruction Manual

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人間向けの図解マニュアルを画像認識して部品情報や作業動作を抽出し、組立タスク系列グラフを自動生成して双腕ロボットで実行可能にした研究。

著者: Issei Sera, Natsuki Yamanobe, Ixchel G. Ramirez-Alpizar, Zhenting Wang, Weiwei Wan, Kensuke Harada

分類: cs.RO

原文アブストラクト

This paper proposes a robot assembly planning method by automatically reading the graphical instruction manuals design for humans. Essentially, the method generates an Assembly Task Sequence Graph (ATSG) by recognizing a graphical instruction manual. An ATSG is a graph describing the assembly task procedure by detecting types of parts included in the instruction images, completing the missing information automatically, and correcting the detection errors automatically. To build an ATSG, the proposed method first extracts the information of the parts contained in each image of the graphical instruction manual. Then, by using the extracted part information, it estimates the proper work motions and tools for the assembly task. After that, the method builds an ATSG by considering the relationship between the previous and following images, which makes it possible to estimate the undetected parts caused by occlusion using the information of the entire image series. Finally, by collating the total number of each part with the generated ATSG, the excess or deficiency of parts are investigated, and task procedures are removed or added according to those parts. In the experiment section, we build an ATSG using the proposed method to a graphical instruction manual for a chair and demonstrate the action sequences found in the ATSG can be performed by a dual-arm robot execution. The results show the proposed method is effective and simplifies robot teaching in automatic assembly.

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