基于博弈理论的级联多机器人机器视觉系统质量控制

Samuele Benfatti, Ivano Donadi, Elvina Gindullina, L. Badia
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摘要

本文从博弈论的角度分析了自动化概率质量控制问题。质量控制是许多工业生产线的关键组成部分,近年来,由于具有机器学习和视觉功能的工业机械手的进步,人们一直在推动这项任务的自动化。我们形式化了一个串联多机器人质量控制模型,并从理论和实例两方面对其与单机器人模型进行了比较分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quality Control Through Game Theory of a Cascading Multi-Robot Machine Vision System
In this paper we analyze automated probabilistic quality control from a game theoretic point of view. Quality control is a key component of many industrial production lines and in the recent years there has been a push to automate this task, thanks to the advances in industrial manipulators with machine learning and vision capabilities. We formalize a serial multi-robot quality control model and analyze it in comparison with single-robot models, both theoretically and through some instance scenarios.
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