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基于D-H模型的翻译机器人自动控制系统设计研究

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为了在不同的工作场景中实现更高效率的英文翻译工作,翻译机器人需要具备更合理的自动控制系统.基于此,研究引入了基于复制机制的Transformer模型,以提高英文翻译质量.同时提出了基于D-H模型和模糊比例-积分-微分(Pro-portional-Integral-Derivative,PID)控制器的方法,以实现对机器人的高效控制和运动规划.结果显示,基于复制机制的Transformer模型的各项指标均优于其他翻译模型,其精确率、召回率和F0.5值分别达到了 92.38%、89.79%和92.08%.同时,在仿真实验中,D-H模型在实际机器人中的关节位置与实际位置之间的偏差低于10 mm.说明研究基于复制机制的Transformer模型具有优越的翻译性能,且基于D-H模型的翻译机器人自动控制系统具有显著的实际应用效果.为翻译机器人的自动化优化设计及实际应用提供了有效的技术支持.
Design and Research of Automatic Control System for Translation Robot Based on D-H Model
In order to achieve more efficient translation work in different work scenarios,translation robots need to have a more reasonable automatic control system.Based on this,the study introduced a Transformer model based on replication mechanism to im-prove translation quality.A method based on the D-H model and fuzzy Proportional Integral Derivative(PID)controller was pro-posed to achieve efficient control and motion planning of robots.The results show that the Transformer model based on replication mechanism outperforms other translation models in all indicators,with accuracy,recall,and F0.5 values reaching 92.38%,89.79%,and 92.08%,respectively.Meanwhile,in the simulation experiment,the deviation between the joint position of the D-H model in the actual robot and the actual position is less than 10mm.The research on the Transformer model based on replication mechanism has excellent translation performance,and the automatic control system of translation robots based on D-H model has significant practical application effects.This provides effective technical support for the automated optimization design and practical application of transla-tion robots.

D-H modeltransformer modelfuzzy controltranslation robot

于爱莲

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咸阳师范学院,陕西咸阳 712000

D-H模型 Transformer模型 模糊控制 翻译机器人

陕西省哲学社会科学研究专项咸阳师范学院、陕西省教育学会2021年教育教学改革研究项目

2023HZ09072021Z001

2024

自动化与仪器仪表
重庆工业自动化仪表研究所,重庆市自动化与仪器仪表学会

自动化与仪器仪表

CSTPCD
影响因子:0.327
ISSN:1001-9227
年,卷(期):2024.(5)
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