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On the Benefits of In-Flight System Identification for Autonomous Airdrop Systems

机译:论自主空投系统飞行系统识别的优势

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摘要

A unique feature of airdrop systems is the inherent and large variability in flight dynamic characteristics. The same physical article dropped on two different occasions will exhibit significantly different dynamic response. The problem only becomes worse for different test articles. Control systems for autonomous airdrop systems explicitly or implicitly assume knowledge of the flight dynamic characteristics in some way, shape, or form. A question facing autonomous airdrop designers is whether to use precomputed dynamic characteristics inside the control law, or to compute the needed flight dynamic characteristics in-flight and subsequently employ them in the control law. This paper establishes conditions when in-flight identified characteristics, with a focus on the turn rate dynamics, should be used, and when it is better to use precomputed results. It is shown that with expected levels of system variability, sensor noise, and atmospheric wind, in-flight identification generally produces significantly more accurate dynamic behavior of the lateral dynamics than a precomputed model of the nominal system, even when the in-flight identification is performed with highly inaccurate sensor data. The only exception to this rule observed in this work is the situation where atmospheric winds are high and a direct heading measurement is not available. In this situation, a precomputed estimate of the time constant of the lateral dynamics is more accurate than an in-flight estimate. These conclusions are reached though a comprehensive simulation study using a validated airdrop flight dynamic model applied to both a small and large parafoil.
机译:空投系统的独特之处在于飞行动态特性的固有和较大的可变性。两次在不同情况下掉落的同一物理物品将显示出明显不同的动态响应。对于不同的测试文章,问题只会变得更糟。自主空投系统的控制系统以某种方式,形状或形式显式或隐式地掌握飞行动力学特性的知识。自主空投设计人员面临的一个问题是,是在控制定律中使用预先计算的动态特性,还是在飞行中计算所需的飞行动力学特性,然后将其应用于控制定律中。本文确定了应在飞行中识别特征时使用的条件,着重于转弯速率动态,以及何时更好地使用预先计算的结果。结果表明,在预期的系统可变性,传感器噪声和大气风水平的情况下,即使在飞行中识别为空的情况下,飞行中识别通常也会比标称系统的预计算模型产生明显更精确的横向动力学动态行为。使用高度不准确的传感器数据执行。在这项工作中观察到的唯一规则例外是大气风很大且无法进行直接航向测量的情况。在这种情况下,横向动态时间常数的预先计算的估计比飞行中的估计更准确。通过使用已验证的空投飞行动力学模型对小型和大型翼型进行全面的模拟研究,可以得出这些结论。

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