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Rare Event Simulation of a Rotorcraft System

机译:旋电系统的罕见事件模拟

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We demonstrate an algorithm for efficient rare event sampling in a rotorcraft model. Helicopter design parameters are typically chosen for efficient performance in cruise and hover. At the same time, structural components such as the length of the tail are chosen so that the rotorcraft is stable under perturbation by environmental factors such as noisy wind. In the face of stochastic forcing, however, environmental conditions may still lead to rare accidents despite good engineering design. We adapt a recent dynamic importance sampling algorithm for small-noise diffusions, derived from the theory of large deviations, to efficient sampling of rare events in a model rotorcraft system. The method achieves variance reduction in estimating the probabilities of stall events, and helps identify the dynamics leading to these phenomena.
机译:我们展示了一种用于旋翼机模型中有效稀有事件采样的算法。直升机设计参数通常选择用于巡航和悬停中的高效性能。同时,选择诸如尾部长度的结构部件,使得旋翼飞机在扰动诸如嘈杂的风的环境因素的扰动下稳定。然而,在随机强迫的情况下,尽管工程设计良好,环境条件仍可能导致罕见的事故。我们适应近期动态重要性采样算法,用于小噪声扩散,从大偏差理论中得出,以模型旋翼机系统中的罕见事件的高效采样。该方法达到估计失速事件的概率的方差,并有助于识别导致这些现象的动态。

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