A high-precision digital twin modeling approach for the serial-parallel hybrid drilling robot in aircraft assembly

IF 11.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Ruihao Kang , Junshan Hu , Zhanghu Shi , Jiawei Zhang , Zhengping Li , Zhihao Li , Wei Tian
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引用次数: 0

Abstract

Digital twin (DT) models with high-fidelity could map physical entity states precisely, raise the credibility of simulation, enhance the accuracy of processing decisions and improve feedback control precision in intelligent manufacturing, while the modeling process is frequently constrained by the complexity of the physical entity structure. This paper aims to propose a high-precision DT modeling method for aircraft assembly equipment and a drilling robot system with complex structures is taken as the research object. A physical model detailing the structure of the hybrid drilling robot is developed via the combination of Denavit-Hartenberg (D-H) and the virtual mechanism methods. A logical model is established based on the kinematic model of the hybrid drilling robot to express its behavior for drilling. The Levenberg-Marquardt (L-M) least-squares method is applied for calibration of DT model, which reduces the influence of geometric errors by identifying structural parameters in the physical model. The average position and normal errors have decreased to 1/10 and 1/8 respectively compared to before calibration, leading to enhanced accuracy in DT modeling. DT control software is developed to integrate physical model and logical model and is combined with hybrid drilling robot to construct DT system. The drilling quality experiment of DT system for flat and single curvature plates is designed and the results showed that the average positioning errors after the DT model calibrated are reduced by 39.29 % and 49.25 %, respectively. In addition, these drilling quality meets the drilling requirements of large aircraft body fastener assemblies.
飞机装配中串并联混合钻井机器人的高精度数字孪生建模方法
在智能制造中,高保真度的数字孪生模型可以精确地映射物理实体状态,提高仿真的可信度,提高加工决策的准确性和反馈控制精度,但建模过程经常受到物理实体结构复杂性的约束。本文旨在提出一种高精度的飞机装配设备DT建模方法,并以具有复杂结构的钻井机器人系统为研究对象。结合Denavit-Hartenberg (D-H)方法和虚拟机构方法,建立了混合钻井机器人的物理模型。在混合钻井机器人运动学模型的基础上,建立了混合钻井机器人的逻辑模型来表达其钻井行为。采用Levenberg-Marquardt (L-M)最小二乘法对DT模型进行标定,通过识别物理模型中的结构参数来减小几何误差的影响。与校准前相比,平均位置误差和正态误差分别降低到1/10和1/8,从而提高了DT建模的精度。开发了物理模型与逻辑模型相结合的DT控制软件,并与混合钻井机器人结合构成DT系统。设计了平面和单曲率板DT系统的钻孔质量实验,结果表明,DT模型标定后的平均定位误差分别降低了39.29%和49.25%。此外,这些钻孔质量满足大型飞机机体紧固件组件的钻孔要求。
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来源期刊
Robotics and Computer-integrated Manufacturing
Robotics and Computer-integrated Manufacturing 工程技术-工程:制造
CiteScore
24.10
自引率
13.50%
发文量
160
审稿时长
50 days
期刊介绍: The journal, Robotics and Computer-Integrated Manufacturing, focuses on sharing research applications that contribute to the development of new or enhanced robotics, manufacturing technologies, and innovative manufacturing strategies that are relevant to industry. Papers that combine theory and experimental validation are preferred, while review papers on current robotics and manufacturing issues are also considered. However, papers on traditional machining processes, modeling and simulation, supply chain management, and resource optimization are generally not within the scope of the journal, as there are more appropriate journals for these topics. Similarly, papers that are overly theoretical or mathematical will be directed to other suitable journals. The journal welcomes original papers in areas such as industrial robotics, human-robot collaboration in manufacturing, cloud-based manufacturing, cyber-physical production systems, big data analytics in manufacturing, smart mechatronics, machine learning, adaptive and sustainable manufacturing, and other fields involving unique manufacturing technologies.
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