Using Heart Rate Variability for Comparing the Effectiveness of Virtual vs Real Training Environments for Firefighters

计算机科学 培训(气象学) 虚拟现实 可视化 实时计算 人机交互 人工智能 物理 气象学
作者
David Narciso,Miguel Melo,Susana Rodrigues,João Paulo Silva Cunha,José Vasconcelos-Raposo,Maximino Bessa
出处
期刊:IEEE Transactions on Visualization and Computer Graphics [Institute of Electrical and Electronics Engineers]
卷期号:29 (7): 3238-3250 被引量:12
标识
DOI:10.1109/tvcg.2022.3156734
摘要

The use of Virtual Reality (VR) technology to train professionals has increased over the years due to its advantages over traditional training. This paper presents a study comparing the effectiveness of a Virtual Environment (VE) and a Real Environment (RE) designed to train firefighters. To measure the effectiveness of the environments, a new method based on participants' Heart Rate Variability (HRV) was used. This method was complemented with self-reports, in the form of questionnaires, of fatigue, stress, sense of presence, and cybersickness. An additional questionnaire was used to measure and compare knowledge transfer enabled by the environments. The results from HRV analysis indicated that participants were under physiological stress in both environments, albeit with less intensity on the VE. Regarding reported fatigue and stress, the results showed that none of the environments increased such variables. The results of knowledge transfer showed that the VE obtained a significant increase while the RE obtained a positive but non-significant increase (median values, VE: before – 4 after – 7, p = .003; RE: before – 4 after – 5, p = .375). Lastly, the results of presence and cybersickness suggested that participants experienced high overall presence and no cybersickness. Considering all results, the authors conclude that the VE provided effective training but that its effectiveness was lower than that of the RE.
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