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マニピュレーションarXiv:2501.06783

AI統合による低コストロボット筆記システム

Cost-Effective Robotic Handwriting System with AI Integration

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Raspberry Pi Picoと3Dプリント部品、機械学習による手書き生成モデルを組み合わせ、約56ドルで高精度な人間らしい筆記を再現するロボットシステムを開発した。

著者: Tianyi Huang, Richard Xiong

分類: cs.RO, cs.AI, cs.SY, eess.SY

原文アブストラクト

This paper introduces a cost-effective robotic handwriting system designed to replicate human-like handwriting with high precision. Combining a Raspberry Pi Pico microcontroller, 3D-printed components, and a machine learning-based handwriting generation model implemented via TensorFlow, the system converts user-supplied text into realistic stroke trajectories. By leveraging lightweight 3D-printed materials and efficient mechanical designs, the system achieves a total hardware cost of approximately \$56, significantly undercutting commercial alternatives. Experimental evaluations demonstrate handwriting precision within $\pm$0.3 millimeters and a writing speed of approximately 200 mm/min, positioning the system as a viable solution for educational, research, and assistive applications. This study seeks to lower the barriers to personalized handwriting technologies, making them accessible to a broader audience.

関連論文

PR本紙発行元 EmplifAI