Application of Virtual Reality in Developing the Digital Twin for an Integrated Robot Learning System

W. Tarng, Yu-Jung Wu, Li-Yuan Ye, Chun-Wei Tang, Yun-Chen Lu, Tzu-Ling Wang, Chien-Lung Li
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Abstract

Robotics includes complex mathematical calculations and coordinate transformations in forward and inverse kinematics, path planning, and robot dynamics. Students may experience a high cognitive load and lose learning motivation because robotics can be complex and challenging to understand. This study applied virtual reality (VR) technology in robotics education to simplify and visualize complex robot kinematics, aiming to increase learning motivation and reduce cognitive load. This study incorporated real and virtual robot control to develop an integrated robot learning system. This system enables learners to control the digital twin of a physical robot and observe the synchronized motion of both the virtual and physical robots. Users can operate the virtual robot to achieve the target position by setting joint parameters or using values calculated from inverse kinematics. They can also understand the principle of digital twins by observing the synchronous motion of both robots. A teaching experiment was conducted to explore the performance of applying VR in robotics education and its impacts on cognitive load and learning motivation. The system was improved based on user responses to facilitate subsequent promotional activities. VR can transform complex robotics into easily understandable learning experiences and provide an interactive user interface, making the system a suitable learning tool for STEM education.
应用虚拟现实技术开发机器人综合学习系统的数字孪生系统
机器人技术包括复杂的数学计算和正反运动学、路径规划和机器人动力学中的坐标变换。由于机器人技术复杂且难以理解,学生可能会承受较高的认知负荷并失去学习动力。本研究将虚拟现实(VR)技术应用于机器人教育,简化复杂的机器人运动学并使其可视化,旨在提高学习积极性并减轻认知负荷。本研究将真实和虚拟机器人控制结合起来,开发了一个综合机器人学习系统。该系统使学习者能够控制实体机器人的数字孪生体,并观察虚拟和实体机器人的同步运动。用户可以通过设置关节参数或使用逆运动学计算出的值来操作虚拟机器人,以实现目标位置。用户还可以通过观察两个机器人的同步运动来理解数字孪生的原理。为了探索在机器人教学中应用虚拟现实技术的性能及其对认知负荷和学习动机的影响,我们进行了一次教学实验。根据用户反应对系统进行了改进,以促进后续的推广活动。VR 可以将复杂的机器人技术转化为易于理解的学习体验,并提供交互式用户界面,使该系统成为 STEM 教育的合适学习工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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