Mixed-reality lathe with hands-on operation for pre-practice training in machining skills and safety-related behaviors

In machine tool training, students must understand machining procedures and safety precautions before operating the equipment. Therefore, we propose and evaluate a mixed reality (MR) lathe training system for pre-practice training. The system allows students to perform turning operations on virtual workpieces using the levers and handwheels of a physical, powered-down lathe and includes a warning mode for hazard-zone entry and an accident mode that reproduces virtual accidents. Sixteen undergraduate students enrolled in the Department of Mechanical Systems Engineering were divided into two groups and completed a preliminary operating session, two MR training sessions, and actual machining; the safety-feedback order was counterbalanced between groups. During spindle rotation in both training and actual machining, the participants moved to a safer standing position, farther from the chuck-side hazard zone, and the number of hazard-zone entry detection events decreased significantly between the first and second MR training sessions. The machining task success rates were 37.5%, 81.3%, and 100.0% in the first and second sessions and actual machining, respectively. These findings suggest that MR lathe training has the potential to support both machining task performance and the learning of safety-related behaviors as pre-practice instruction.

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Publication Details

Journal
International Journal of Mechanical Engineering Education
Published
2026-08-13
DOI
https://doi.org/10.1177/03064190261475911
Primary Topic
Augmented Reality Applications
Type
article
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article

Mixed-reality lathe with hands-on operation for pre-practice training in machining skills and safety-related behaviors

Takuma Saga, Nobuyoshi Hashimoto, Susumu Okumura
International Journal of Mechanical Engineering Education
Augmented Reality Applications
article

Mixed-reality lathe with hands-on operation for pre-practice training in machining skills and safety-related behaviors

Takuma Saga, Nobuyoshi Hashimoto, Susumu Okumura
article en

Abstract

In machine tool training, students must understand machining procedures and safety precautions before operating the equipment. Therefore, we propose and evaluate a mixed reality (MR) lathe training system for pre-practice training. The system allows students to perform turning operations on virtual workpieces using the levers and handwheels of a physical, powered-down lathe and includes a warning mode for hazard-zone entry and an accident mode that reproduces virtual accidents. Sixteen undergraduate students enrolled in the Department of Mechanical Systems Engineering were divided into two groups and completed a preliminary operating session, two MR training sessions, and actual machining; the safety-feedback order was counterbalanced between groups. During spindle rotation in both training and actual machining, the participants moved to a safer standing position, farther from the chuck-side hazard zone, and the number of hazard-zone entry detection events decreased significantly between the first and second MR training sessions. The machining task success rates were 37.5%, 81.3%, and 100.0% in the first and second sessions and actual machining, respectively. These findings suggest that MR lathe training has the potential to support both machining task performance and the learning of safety-related behaviors as pre-practice instruction.

International Journal of Mechanical Engineering Education
University of Shiga Prefecture (JP)
Quality Education
Openalex Percentile: Top 11%
Augmented Reality Applications
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Mixed-reality lathe with hands-on operation for pre-practice training in machining skills and safety-related behaviors — Takuma Saga, Nobuyoshi Hashimoto, et al. · International Journal of Mechanical Engineering Education (2026) | TGRS Research Map | TGRS