A VR based children formula feed preparation training simulator with AI-enabled automated assessment features

M. Hassan, M. A. Hossain
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引用次数: 1

Abstract

Due to the remarkable advancement of technology, smaller form factors and affordability, immersive technologies such as Virtual Reality (VR) are getting considerable attraction in the research community. The use of VR in various fields, i.e., health care education, gaming, social media etc. is now well established. Among these, perhaps the most dynamic area of VR application is the ‘Skill Training’ sector. VR has been in use for training people for critical tasks (both cognitive and procedural) as it requires less training time and the training cost can also be minimized significantly. Moreover, prior research shows that VR can improve memory retention and reduce human error, which subsequently shows the effectiveness of VR training. In this paper, we have proposed a novel VR training simulation regarding children's formula milk preparation. Though ‘formula milk preparation’ appears to be a trivial task, it indeed possesses substantial dangers in perspective to the child's health and well-being. Because of the trivial nature of the task, there is always a possibility of human errors while performing the baby feed preparation. We argue, through a VR-based training platform, the human error part can be minimized since the trainee will perform the actions procedurally, resulting in greater retention of the suggested process. In addition to this, we have also proposed a novel AI-enabled backend training performance assessor that can assess the performance of trainees while they are trained in VR.
基于VR的儿童配方饲料准备训练模拟器,具有人工智能自动评估功能
由于技术的显著进步、更小的外形尺寸和可负担性,虚拟现实(VR)等沉浸式技术在研究界越来越有吸引力。VR在医疗保健、教育、游戏、社交媒体等各个领域的应用已经很成熟。其中,也许VR应用最具活力的领域是“技能培训”领域。VR已经被用于培训人们完成关键任务(包括认知和程序),因为它需要更少的培训时间,而且培训成本也可以显著降低。此外,先前的研究表明,VR可以提高记忆保留,减少人为错误,从而表明VR训练的有效性。在本文中,我们提出了一种新颖的儿童配方奶制备VR训练模拟。虽然“配方奶制备”看起来是一项微不足道的任务,但它确实对儿童的健康和福祉具有实质性的危险。由于这项任务的琐碎性质,在进行婴儿饲料准备时,总是有人为错误的可能性。我们认为,通过基于vr的培训平台,可以最大限度地减少人为错误,因为受训者将按程序执行操作,从而提高建议流程的保留率。除此之外,我们还提出了一种新颖的人工智能后端培训绩效评估器,可以在学员接受VR培训时评估他们的表现。
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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