ロボット分解工程全体で共有するモジュール式固定レイアウトの計画
Planning a Shared Modular Fixture Layout Across Robotic Disassembly Stages
不規則形状製品のロボット分解中、部品除去に伴い支持条件が変化しても再構成不要な共有固定レイアウトを、拡散モデルとベイズ最適化で計画し、実機実験で安定性を検証した。
著者: Haohui Pan, Takuya Kiyokawa, Kensuke Harada
分類: cs.RO
原文アブストラクト
Stable support remains challenging in robotic disassembly of irregularly shaped products. As components are progressively removed, the available support surfaces, mass distribution, and task loads change throughout the process. A fixture layout designed for one workpiece state may therefore become infeasible at later stages, motivating unified support planning over the complete disassembly sequence. This paper presents a modular vacuum-based fixturing system that plans one shared support configuration for the complete disassembly sequence of a screwdriver or shaver, allowing each sequence to proceed without fixture reconfiguration. To search the mixed continuous--discrete layout space under repeated cross-stage evaluation, a denoising diffusion probabilistic model generates physics-informed initial configurations that are refined through Bayesian optimization. Robotic screw and component-removal experiments verified the disassembly feasibility of the planned layouts, while 11 directional-load tests quantified their stability. Comparisons between the measured operational loads and directional responses yielded mean empirical stability margins of 66.9% for the screwdriver and 81.6% for the shaver. These results demonstrate that a product-specific shared layout can provide stable support throughout the tested robotic disassembly sequence.