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Application of genetic algorithm to a forced landing manoeuvre on transfer of training analysis

机译:遗传算法在强制着陆机动训练分析中的应用

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摘要

This study raises some issues for training pilots to fly forced landings and examines the impact that these issues may have on the design of simulators for such training. It focuses on flight trajectories that a pilot of a single-engine general aviation aircraft should fly after engine failure and how pilots can be better simulator trained for this forced landing manoeuvre. A sensitivity study on the effects of errors and an investigation on the effect of tolerances in the aerodynamic parameters as prescribed in the Manual of Criteria for the Qualification of Flight Simulators have on the performance of flight simulators used for pilot training was carried out. It uses a simplified analytical model for the Beech Bonanza model E33A aircraft and a vertical atmospheric turbulence based on the MIL-F-8785C specifications. It was found that the effect of the tolerances is highly s ensitive on the nature of the manoeuvre flown and that in some cases, negative transfer of training may be induced by the tolerances. A forced landing trajectory optimisation was carried out using Genetic Algorithm. The forced landing manoeuvre analyses with pre-selected touchdown locations and pre-selected final headings were carried out for an engine failure at 650 ft AGL for bank angles varying from banking left at 45° to banking right at 45°, and with an aircraft's speed varying from 75.6 mph to 208 mph, corresponding to 5% above airplane's stall speed and airplane's maximum speed respectively. The results show that certain pre-selected touchdown locations are more susceptible to horizontal wind. The results for the forced landing manoeuvre with a pre-selected location show minimal distance error while the quality of the results for the forced landing manoeuvre with a pre-selected location and a final heading show that the results depend on the end constraints. For certain pre-selected touchdown locations and final headings, the airplane may either touchdown very close to the pre-selected touchdown location but with greater final h eading error from the pre-selected final heading or touchdown with minimal final heading error from the pre-selected final heading but further away from the pre-selected touchdown location. Analyses for an obstacle avoidance forced landing manoeuvre were also carried out where an obstacle was intentionally placed in the flight path as found by the GA program developed for without obstacle. The methodology developed successfully found flight paths that will avoid the obstacle and touchdown near the pre-selected location. In some cases, there exist more than one ensemble grouping of flight paths. The distance error depends on both the pre-selected touchdown location and where the obstacle was placed. The distance error tends to increase with the addition of a specific final heading requirement for an obstacle avoidance forced landing manoeuvre. As with the case without specific final heading requirement, there is a trade off between touching down nearer to the pre-selected location and touching down with a smaller final heading error.
机译:这项研究提出了一些训练飞行员进行强制降落的问题,并研究了这些问题可能对这种训练模拟器的设计产生影响。它着重于单引擎通用航空飞机的飞行员在引擎故障后应该飞行的飞行轨迹,以及如何针对这种强制着陆动作对飞行员进行更好的模拟器培训。进行了关于误差影响的敏感性研究和对空气动力学参数公差的影响的调查,如《飞行模拟器资格标准手册》所规定的那样,该飞行员对用于飞行员训练的飞行模拟器的性能进行了评估。它对Beech Bonanza E33A型飞机使用简化的分析模型,并根据MIL-F-8785C规范使用垂直大气湍流。已经发现,公差的影响对机动飞行的性质高度敏感,并且在某些情况下,公差可能导致训练的负传递。使用遗传算法进行了迫降轨迹的优化。针对在650英尺AGL时发动机故障,倾斜角从45度向左倾斜到45度向右倾斜变化的倾斜角度进行的,具有预选着陆位置和预选最终航向的强制着陆机动分析从75.6 mph到208 mph不等,分别比飞机的失速速度和飞机的最高速度高5%。结果表明,某些预先选定的着陆位置更容易受到水平风的影响。具有预选位置的强制着陆机动的结果显示出最小的距离误差,而具有预选位置和最终航向的强制着陆机动的结果的质量表明,结果取决于末端约束。对于某些预选的着陆位置和最终航向,飞机的着陆可能非常接近预选的着陆位置,但预选的最终航向的最终航向误差更大,或者预航时的最终航向误差最小。选择的最终航向,但距离预选的着陆位置更远。根据为无障碍物而开发的通用航空计划发现的,在有意将障碍物放置在飞行路线中的情况下,还进行了避免障碍物强制降落机动的分析。所开发的方法成功地找到了可避免在预定位置附近发生障碍物和着陆的飞行路线。在某些情况下,飞行路径存在多个集合。距离误差取决于预选的着陆位置和障碍物放置的位置。距离误差趋向于随着增加特定的最终航向要求而增加,该要求用于避障强制降落机动。与没有特定最终航向要求的情况一样,在靠近预选位置的触地和具有较小最终航向误差的触地之间进行权衡。

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    Tong P;

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  • 年度 2006
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