An aviation accident report data-driven approach to scenario design for a centrifuge-based dynamic flight simulator

Rafał Lewkowicz
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Abstract

The use of flight simulators in investigating an aviation incident or accident related to human errors has been identified as an important part of a strategy to improve safety. This study aimed to replicate a real flight of the MiG-29 aircraft using a centrifuge-based dynamic flight simulator and to determine the simulator’s accuracy in recreating in-flight aircraft performance. A 60-second recording of the real flight of the MiG-29 aircraft, captured by the flight data recorder, was chosen for replication in the HTC-07 human training centrifuge simulator. To evaluate how accurately the simulator replicates the performance of the aircraft, the linear accelerations and angular velocities acting on a pilot during the real flight were compared with those during the replication of that flight in the simulator. The fit of these parameters was assessed using the root mean square percentage error (RMSPE) and the correlation coefficient (r). The highest replication accuracy was achieved for the vertical component of the linear acceleration (RMSPE=2068; r=0.98), while the worst result was obtained for the longitudinal component (RMSPE=14205; r=0.31). Inaccuracies were much more pronounced for the angular velocity. The roll angular velocity had the lowest replication error (RMSPE=12640). However, its correlation with the recorded velocity during the real flight was very weak (r=-0.02). Despite some inaccuracies in replicating other components of the acceleration and angular velocity vectors, the HTC-07 simulator seems valuable for investigating aviation incidents or accidents related to human factors.
以航空事故报告数据为导向的离心机动态飞行模拟器情景设计方法
在调查与人为失误有关的航空事件或事故时使用飞行模拟器已被确定为提高安全性战略的重要组成部分。本研究旨在使用基于离心机的动态飞行模拟器复制米格-29 飞机的真实飞行,并确定模拟器在再现飞行中飞机性能方面的准确性。通过飞行数据记录器捕获的米格-29 飞机 60 秒真实飞行记录被选中在 HTC-07 人类训练离心机模拟器中进行复制。为了评估模拟器复制飞机性能的准确程度,将真实飞行时作用于飞行员的线性加速度和角速度与模拟器复制飞行时的线性加速度和角速度进行了比较。使用均方根误差(RMSPE)和相关系数(r)评估这些参数的拟合度。线性加速度垂直分量的复制精度最高(RMSPE=2068;r=0.98),而纵向分量的复制精度最差(RMSPE=14205;r=0.31)。角速度的不准确性更为明显。滚动角速度的复制误差最小(RMSPE=12640)。然而,它与实际飞行中记录的速度的相关性很弱(r=-0.02)。尽管在复制加速度和角速度矢量的其他部分时存在一些误差,但 HTC-07 模拟器似乎对调查与人为因素有关的航空事件或事故很有价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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