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跨不同训练模式学习基于选择的增强现实交互:揭示性别特异性神经策略。

Learning selection-based augmented reality interactions across different training modalities: uncovering sex-specific neural strategies.

作者信息

Hayes John, Gabbard Joseph L, Mehta Ranjana K

机构信息

Department of Industrial and Systems Engineering, Texas A&M University, College Station, TX, United States.

Grado Department of Industrial and Systems Engineering, Virginia Tech, Blacksburg, VA, United States.

出版信息

Front Neuroergon. 2025 Apr 28;6:1539552. doi: 10.3389/fnrgo.2025.1539552. eCollection 2025.

Abstract

INTRODUCTION

Recent advancements in augmented reality (AR) technology have opened up potential applications across various industries. In this study, we assess the effectiveness of psychomotor learning in AR compared to video-based training methods.

METHODS

Thirty-three participants (17 males) trained on four selection-based AR interactions by either watching a video or engaging in hands-on practice. Both groups were evaluated by executing these learned interactions in AR.

RESULTS

The AR group reported a higher subjective workload during training but showed significantly faster completion times during evaluation. We analyzed brain activation and functional connectivity using functional near-infrared spectroscopy during the evaluation phase. Our findings indicate that participants who trained in AR displayed more efficient brain networks, suggesting improved neural efficiency.

DISCUSSION

Differences in sex-related activation and connectivity hint at varying neural strategies used during motor learning in AR. Future studies should investigate how demographic factors might influence performance and user experience in AR-based training programs.

摘要

引言

增强现实(AR)技术的最新进展为各个行业开辟了潜在的应用领域。在本研究中,我们评估了与基于视频的训练方法相比,AR中精神运动学习的有效性。

方法

33名参与者(17名男性)通过观看视频或进行实际操作,对四种基于选择的AR交互进行训练。两组都通过在AR中执行这些所学的交互来进行评估。

结果

AR组在训练期间报告的主观工作量较高,但在评估期间完成时间明显更快。我们在评估阶段使用功能近红外光谱分析大脑激活和功能连接。我们的研究结果表明,在AR中训练的参与者表现出更有效的大脑网络,表明神经效率有所提高。

讨论

与性别相关的激活和连接差异暗示了在AR中运动学习期间使用的不同神经策略。未来的研究应该调查人口统计学因素如何影响基于AR的训练计划中的表现和用户体验。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7a48/12066766/73bf76656430/fnrgo-06-1539552-g0001.jpg

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