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飞行复杂性对视动熵的影响:一项针对战斗机飞行员的实验研究。

The effects of flight complexity on gaze entropy: An experimental study with fighter pilots.

机构信息

Mind, Brain, and Behavior Research Center-CIMCYC, University of Granada, Campus de Cartuja s/n, 18071, Granada, Spain; College of Health Solutions, Arizona State University, 500 N. 3rd St, 85004, Phoenix, AZ, USA.

Mind, Brain, and Behavior Research Center-CIMCYC, University of Granada, Campus de Cartuja s/n, 18071, Granada, Spain.

出版信息

Appl Ergon. 2019 May;77:92-99. doi: 10.1016/j.apergo.2019.01.012. Epub 2019 Feb 11.

Abstract

We studied the effects of task load variations as a function of flight complexity on combat pilots' gaze behavior (i.e., entropy) while solving in-flight emergencies. The second company of the Spanish Army Attack Helicopter Battalion (n = 15) performed three sets of standardized flight exercises with different levels of complexity (low [recognition flights], medium and high [emergency flights]). Throughout the flight exercises we recorded pilots' gaze entropy, as well as pilots' performance (assessed by an expert flight instructor) and subjective ratings of task load (assessed by the NASA-Task Load Index). Furthermore, we used pilots' electroencephalographic (EEG) activity as a reference physiological index for task load variations. We found that pilots' gaze entropy decreased ∼2% (i.e., visual scanning became less erratic) while solving the emergency flight exercises, showing a significant decreasing trend with increasing complexity (p < .05). This is in consonance with the ∼12% increase in the frontal theta band of their EEG spectra during said exercises. Pilots' errors and subjective ratings of task load increased as flight complexity increased (p-values < .05). Gaze data suggest that pilots used nondeterministic visual patterns when the aircraft was in an error-free state (low complexity), and changed their scanning behavior, becoming more deterministic, once emergencies occurred (medium/high complexity). Overall, our findings indicate that gaze entropy can serve as a sensitive index of task load in aviation settings.

摘要

我们研究了作为飞行复杂性函数的任务负荷变化对战斗飞行员在解决飞行中紧急情况时的注视行为(即熵)的影响。西班牙陆军攻击直升机营的第二连(n=15)进行了三组具有不同复杂程度的标准化飞行练习(低[识别飞行]、中[紧急飞行]和高[紧急飞行])。在整个飞行练习中,我们记录了飞行员的注视熵,以及飞行员的表现(由一名经验丰富的飞行教练评估)和任务负荷的主观评价(由 NASA 任务负荷指数评估)。此外,我们使用飞行员的脑电图(EEG)活动作为任务负荷变化的参考生理指标。我们发现,飞行员在解决紧急飞行练习时,注视熵降低了约 2%(即视觉扫描变得不那么不稳定),且随着复杂性的增加呈现出显著的下降趋势(p<0.05)。这与他们在进行上述练习时 EEG 频谱中额部 theta 波段增加约 12%的情况一致。随着飞行复杂性的增加,飞行员的错误和任务负荷的主观评价增加(p 值<.05)。注视数据表明,在飞机处于无错误状态(低复杂性)时,飞行员使用非确定性视觉模式,一旦发生紧急情况(中/高复杂性),他们的扫描行为就会发生变化,变得更加确定。总的来说,我们的研究结果表明,注视熵可以作为航空环境中任务负荷的敏感指标。

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