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Comparison of Visual and Visual-Tactile Inspection of Aircraft Engine Blades

机译:飞机发动机叶片视觉和视觉触觉检测的比较

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摘要

Background-In aircraft engine maintenance, the majority of parts, including engine blades, are inspected visually for any damage to ensure a safe operation. While this process is called visual inspection, there are other human senses encompassed in this process such as tactile perception. Thus, there is a need to better understand the effect of the tactile component on visual inspection performance and whether this effect is consistent for different defect types and expertise groups. Method-This study comprised three experiments, each designed to test different levels of visual and tactile abilities. In each experiment, six industry practitioners of three expertise groups inspected the same sample of N = 26 blades. A two-week interval was allowed between the experiments. Inspection performance was measured in terms of inspection accuracy, inspection time, and defect classification accuracy. Results-The results showed that unrestrained vision and the addition of tactile perception led to higher inspection accuracies of 76.9 and 84.0, respectively, compared to screen-based inspection with 70.5 accuracy. An improvement was also noted in classification accuracy, as 39.1, 67.5, and 79.4 of defects were correctly classified in screen-based, full vision and visual-tactile inspection, respectively. The shortest inspection time was measured for screen-based inspection (18.134 s) followed by visual-tactile (22.140 s) and full vision (25.064 s). Dents benefited the most from the tactile sense, while the false positive rate remained unchanged across all experiments. Nicks and dents were the most difficult to detect and classify and were often confused by operators. Conclusions-Visual inspection in combination with tactile perception led to better performance in inspecting engine blades than visual inspection alone. This has implications for industrial training programmes for fault detection.
机译:背景 - 在飞机发动机维护中,大多数部件,包括发动机叶片,都经过目视检查是否有任何损坏,以确保安全运行。虽然这个过程被称为视觉检查,但这个过程还包含其他人类感官,例如触觉。因此,有必要更好地了解触觉组件对视觉检测性能的影响,以及这种影响对于不同的缺陷类型和专业团队是否一致。方法-本研究包括三个实验,每个实验旨在测试不同水平的视觉和触觉能力。在每个实验中,三个专业小组的六名行业从业者检查了 N = 26 个刀片的相同样品。实验之间允许间隔两周。从检查精度、检查时间和缺陷分类精度等方面衡量检查性能。结果-结果表明,与基于屏幕的检测相比,无拘无束的视觉和触觉感知的加入分别提高了76.9%和84.0%的检测精度,准确率为70.5%。分类准确性也有所提高,分别有 39.1%、67.5% 和 79.4% 的缺陷在基于屏幕的全视觉和视觉触觉检测中得到正确分类。基于屏幕的检查时间最短(18.134 s),其次是视觉触觉(22.140 s)和全视觉(25.064 s)。凹痕从触觉中受益最大,而假阳性率在所有实验中保持不变。划痕和凹痕是最难检测和分类的,并且经常作员混淆。结论-目视检测与触觉感知相结合,比单纯目视检测发动机叶片检测性能更好。这对故障检测的工业培训计划有影响。

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