Immersive Virtual Reality Training With Error Management for CNC Milling Set-Up

Matt Ryan, Yiwen Wang, Qinqin Xiao, R. Liu, Yunbo Zhang
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Abstract

In order to address the demand for skilled machinists and limitations with current training programs, we introduce an immersive Virtual Reality (VR) CNC machining training environment for CNC machine setup processes with a novel error management based training curriculum. Current machinist training programs are several years long requiring active mentorship from a skilled individual and are very costly due to the materials and tools required. Mistakes and errors made during the set up process can create safety risks, waste material and break equipment requiring additional time to reset. Existing VR CNC milling training environments fail to address mistakes that can occur during the setup process. In order to address these operational challenges, a novel error-management based training in VR is proposed which allows trainees to learn the set up procedure,learn the common errors & mistakes and practice identifying errors in addition to practicing activities for the setup. The training first introduces students to the setup procedure, followed by demonstrations of error cases and identification and management strategies culminating in practice opportunities. Trainees witness a spatial demonstration of the procedure, guided by auditory and text instructions. Users are able to actively explore the spatial teaching environment while controlling a virtual CNC milling machine. A preliminary user training test is performed comparing the VR method to a video training and a video training with error management curriculum.
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沉浸式虚拟现实训练与误差管理的数控铣削装置
为了解决对熟练机械师的需求和当前培训计划的局限性,我们引入了一个沉浸式虚拟现实(VR)数控加工培训环境,用于数控机床设置过程,并采用了一种新颖的基于错误管理的培训课程。目前的机械师培训项目需要几年的时间,需要熟练的个人积极指导,而且由于所需的材料和工具非常昂贵。在设置过程中出现的错误和错误可能会产生安全风险、浪费材料和损坏设备,需要额外的时间来重置。现有的VR数控铣削培训环境无法解决在设置过程中可能发生的错误。为了解决这些操作上的挑战,提出了一种新的基于错误管理的虚拟现实培训,允许受训者学习设置程序,学习常见的错误和错误,并练习识别错误,以及练习设置活动。培训首先向学生介绍设置程序,然后是错误案例的演示以及识别和管理策略,最后是实践机会。受训者在听觉和文字指导下见证了该程序的空间演示。用户可以在控制虚拟数控铣床的同时,积极探索空间教学环境。将VR方法与视频培训和带有错误管理课程的视频培训进行了初步的用户培训测试。
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