未来工厂开放环境下工业机器人运动平稳性分析方法

By combining sparse grids and mixed probability distribution models with Bayesian sequence update methods, the problem of multi-source uncertainty in motion stability analysis of industrial robots in open environments of future factories is solved, achieving high-precision and efficient motion stability assessment.

CN118386228BActive Publication Date: 2026-07-17ZHEJIANG UNIV

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
ZHEJIANG UNIV
Filing Date
2024-04-22
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing technologies cannot effectively assess the impact of multi-source uncertainties on the motion stability of industrial robots in the open environment of future factories, resulting in simple analytical models with insufficient computational accuracy and efficiency.

Method used

By combining a sparse grid method and a mixed probability distribution model with a Bayesian sequence update method, the uncertainty of motion speed deviation is quantified by constructing an industrial robot motion speed deviation function and a failure probability characterization model, and accurate evaluation is performed using fractional exponential moments and a mixed probability distribution model.

Benefits of technology

It enables accurate assessment of the motion stability of industrial robots, reduces calculation errors, and improves the accuracy and efficiency of the analysis model, making it suitable for motion stability analysis of industrial robots in open factory environments of the future.

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Abstract

本发明公开了一种未来工厂开放环境下工业机器人运动平稳性分析方法。包括以下步骤:考虑开放环境下工业机器人中存在的多源不确定性参数,构建工业机器人运动速度偏差函数,建立工业机器人运动平稳性指标的失效概率表征模型。采用稀疏网格方法计算工业机器人运动速度偏差函数的分数指数矩目标值;建立含未知参数的混合概率分布模型,采用贝叶斯序列更新方法求解混合概率分布模型的未知参数,校正混合概率分布模型,最后计算工业机器人运动平稳性指标。本发明提供的工业机器人运动平稳性分析方法,考虑了未来工厂开放环境下存在的多源参数不确定性,以概率的方式度量了工业机器人运动平稳性,实现了工业机器人运动平稳性的快速准确分析。
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