The Effect of Virtual Instructor and Metacognition on Workload in a Location-Based Augmented Reality Learning Environment

Jung Hyup Kim, Ching-Yun Yu, K. Seo, Fang Wang, Danielle Oprean
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Abstract

Augmented Reality (AR) technology offers the possibility of experiencing virtual images with physical objects and provides high-quality hands-on experiences in an engineering lab environment. However, students still need help navigating the educational content in AR environments due to a mismatch problem between computer-generated 3D images and actual physical objects. This limitation could significantly influence their learning processes and workload in AR learning. In addition, a lack of student awareness of their learning process in AR environments could negatively impact their performance improvement. To overcome those challenges, we introduced a virtual instructor in each AR module and asked a metacognitive question to improve students’ metacognitive skills. The results showed that student workload was significantly reduced when a virtual instructor guided students during AR learning. Also, there is a significant correlation between student learning performance and workload when they are overconfident. The outcome of this study will provide knowledge to improve the AR learning environment in higher education settings.
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虚拟教师和元认知对基于位置的增强现实学习环境中工作量的影响
增强现实(AR)技术提供了用实物体验虚拟图像的可能性,并在工程实验室环境中提供了高质量的动手体验。然而,由于计算机生成的三维图像与实际物理对象之间存在不匹配问题,学生仍然需要帮助才能浏览 AR 环境中的教学内容。这一局限性可能会严重影响他们在 AR 学习中的学习过程和工作量。此外,学生对其在 AR 环境中的学习过程缺乏认识,也会对其学习成绩的提高产生负面影响。为了克服这些挑战,我们在每个 AR 模块中引入了一名虚拟教师,并提出了一个元认知问题,以提高学生的元认知能力。结果表明,在虚拟教师指导学生进行 AR 学习时,学生的工作量明显减少。此外,当学生过于自信时,他们的学习成绩和工作量之间也存在明显的相关性。这项研究的结果将为改善高等教育中的 AR 学习环境提供知识。
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