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以飞行员视角进行窥探:利用眼动追踪技术研究直升机自转下滑过程中飞行员的注意力分配与工作负荷

Spying with a pilot's eye: Using eye tracking to investigate pilots' attention allocation and workload during helicopter autorotative gliding.

作者信息

Cheng Lin, Shen Yuan-Chen, He Qiang, Zhang Min-Jie

机构信息

College of Aeronautical Engineering, Civil Aviation Flight University of China, Guanghan, 618307, China.

出版信息

Heliyon. 2024 Aug 6;10(16):e35872. doi: 10.1016/j.heliyon.2024.e35872. eCollection 2024 Aug 30.

Abstract

Flight safety in helicopters is a critical aspect of overall aircraft operational safety management, particularly during engine failures requiring autorotative glide, which makes it extremely challenging for the pilot to land the helicopter successfully. In this study, we evaluated the workload and attention allocation of helicopter pilots under such circumstances. In the experiment, a helicopter flight simulator was used to simulate level flight followed by autorotative glide, with the two phases divided into time segments for data collection. First, the data were visualized using heat maps and saccade sequence diagrams, while changes in eye movement metrics (such as peak value and standard deviation) were statistically analyzed. Finally, the criteria through the inter-criteria correlation (CRITIC) method was used to calculate the weight coefficient for each area of interest. This evaluation system was further applied to analyze and compare the changes in eye-movement data and attention to areas of interest during the two phases. The results revealed a shorter fixation duration, but a greater fixation number during the autorotative glide phase. Further, the mean pupil diameter changed over a larger range than during level flight (in level flight, the mean was 5.229 mm, while the standard deviation was 0.059 mm; in autorotative glide the corresponding values were 5.326 mm and 0.126 mm, respectively). For the tachometer, the weight coefficient matched the color of the heat map (2.7 % and colorless during level flight, but 23.8 % and red during autorotative glide), while those for the airspeed indicator and forward view differed significantly between the two phases. This discrepancy stemmed from the fact that during autorotative glide, the pilots prioritized monitoring aircraft rotation speed and attitude, with a particular focus on the forward view, rotor speed, and airspeed, resulting in a more concentrated attention distribution compared to that achieved during level flight. These results confirmed a significant increase in pilot workload during autorotative glide landing, while a shift was observed from low-frequency long gaze time during level flight to high-frequency short gaze time during autorotative glide. Furthermore, the pilots allocated 81 % of their attention to the tachometer, airspeed indicator, and forward views. Adopting this strategy can improve pilots' landing success and provide flight students with valuable training advice to prevent landing failures when helicopters lose power.

摘要

直升机飞行安全是飞机整体运行安全管理的关键方面,特别是在发动机故障需要自转下滑时,这使得飞行员成功降落直升机极具挑战性。在本研究中,我们评估了在这种情况下直升机飞行员的工作负荷和注意力分配。在实验中,使用直升机飞行模拟器模拟平飞然后自转下滑,将这两个阶段划分为时间段进行数据收集。首先,使用热图和扫视序列图对数据进行可视化,同时对眼动指标(如峰值和标准差)的变化进行统计分析。最后,通过标准间相关性(CRITIC)方法计算每个感兴趣区域的权重系数。该评估系统进一步用于分析和比较两个阶段眼动数据的变化以及对感兴趣区域的关注情况。结果显示,在自转下滑阶段注视持续时间较短,但注视次数较多。此外,平均瞳孔直径变化范围比平飞时更大(平飞时,平均值为5.229毫米,标准差为0.059毫米;自转下滑时,相应值分别为5.326毫米和0.126毫米)。对于转速表,权重系数与热图颜色匹配(平飞时为2.7%且无色,但自转下滑时为23.8%且为红色),而空速指示器和前视在两个阶段之间差异显著。这种差异源于在自转下滑期间,飞行员优先监测飞机转速和姿态,特别关注前视、旋翼速度和空速,与平飞相比注意力分布更加集中。这些结果证实了自转下滑着陆期间飞行员工作负荷显著增加,同时观察到从平飞时低频长时间注视转变为自转下滑时高频短时间注视。此外,飞行员将81%的注意力分配到转速表、空速指示器和前视上。采用这种策略可以提高飞行员的着陆成功率,并为飞行学员提供有价值的训练建议,以防止直升机失去动力时着陆失败。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9152/11365411/55614f90a43f/gr1.jpg

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