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Physiological parameter response to variation of mental workload

机译:生理参数对精神工作量变化的反应

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摘要

Previous studies have examined how individual physiological measures respond to changes in mental demand and subjective reports of mental workload. This study explores the response of multiple physiological parameters, measured simultaneously and quantifies the added value of each of the measures when estimating the level of demand.udThe study presented was conducted in laboratory conditions and required participants to perform a custom-designed visual-motor task that imposed varying levels of demand. The data collected consisted of: physiological measurements (heart inter-beat intervals, breathing rate, pupil diameter, facial thermography); subjective ratings of workload from the participants (ISA and NASA-TLX); and the performance measured within the task.udFacial thermography and pupil diameter were demonstrated to be good candidates for non-invasive mental workload measurements; for 7 out of 10 participants, pupil diameter showed a strong correlation (with R values between 0.61 and 0.79 at a significance value of 0.01) with mean ISA normalized values. Facial thermography measures added on average 47.7% to the amount of variability in task performance explained by a regression model. As with the ISA ratings, the relationship between the physiological measures and performance showed strong inter-participant differences, with some individuals demonstrating a much stronger relationship between workload and performance measures than others.udThe results presented in this paper demonstrate that physiological monitoring can be used for non-invasive real-time measurement of workload, assuming models have been appropriately trained on previously recorded data from the user population. Facial thermography combined with measurement of pupil diameter are strong candidates for real-time monitoring of workload due to the availability and non-intrusive nature of current technology. The study also demonstrates the importance of identifying whether an individual is one who demonstrates a strong relationship between physiological measures and experienced workload measures before physiological measures are applied uniformly. This is a feasible proposition in a setting such as aircraft cockpits, where pilots are drawn from a relatively small, targeted and managed population.
机译:先前的研究已经检查了各种生理措施如何应对心理需求的变化以及心理工作量的主观报告。这项研究探索了多个生理参数的响应,同时进行了测量,并在估计需求水平时量化了每种措施的附加值。 ud所提出的研究是在实验室条件下进行的,要求参与者执行定制设计的视觉运动施加不同需求水平的任务。收集的数据包括:生理测量值(心跳间隔,呼吸频率,瞳孔直径,面部热像图);参与者(ISA和NASA-TLX)对工作量的主观评价; udm面部热像仪和瞳孔直径被证明是非侵入性心理工作量测量的良好候选者;在10位参与者中,有7位的瞳孔直径与ISA归一化平均值具有很强的相关性(R值在0.61和0.79之间,显着性值为0.01)。脸部热成像测量平均增加了47.7%的工作量,由回归模型解释。与ISA等级一样,生理指标与绩效之间的关系也显示出强烈的参与者间差异,有些人证明工作量与绩效指标之间的关系要强于其他人。 ud本文的结果表明,生理监测可以假设已经对来自用户群的先前记录的数据进行了适当的训练,则该模型可用于非侵入式实时工作量测量。面部热成像技术结合瞳孔直径的测量,由于当前技术的可用性和非侵入性,是实时监控工作量的强大候选者。该研究还证明了在统一应用生理测量之前,确定一个人是否显示出生理测量与有经验的工作量测量之间有很强关系的重要性。在诸如飞机驾驶舱这样的环境中,这是一个可行的主张,在这种情况下,飞行员是从相对较小的,有针对性的和管理的人群中选拔出来的。

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