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The Development and use of a Digital Twin Model for Tire Touchdown Health Monitoring

机译:轮胎触控健康监测数字双胞胎模型的开发与应用

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Under performing aircraft tires can drive high program costs in addition to increasing the logistical and environmental footprint of that aircraft. Aircraft tire wear mechanisms are very complex and depend on a multitude of interdependent variables. Recent work has been completed showing that non-ideal touchdown (spin-up) landings can lead to potential tire flat spots and even mishaps. To enhance this tire touchdown wear prediction, a Digital Twin (DTw) model of a specific aircraft tire at touchdown was developed and utilized. This paper details the derivation of a physics based tire wear equation, Slip Wear Rate, for use in a nonlinear touchdown wear response model built from the high fidelity testing data. The response model was derived to be a function of variables that are easily visible in a field setting. A Monte Carlo analysis was used in conjunction with a Cotter sensitivity analysis to determine the uncertainty associated with the touchdown wear prediction. The DTw model was then used to determine Probability of Failure (POF) for varying distributions of sink rates, yaw angles, tire conditions (new to worn), and touchdown speeds. The DTw touchdown model results show future potential benefit for aircraft mission decisions that can assist in cost savings and health monitoring of tire's at touchdown. The initial DTw touchdown model is reviewed and future work is recommended to enhance the DTw touchdown model POF predictions. This initial DTw foundation is then extrapolated to show the future benefit of a DTw model for predicting the tire's full fielded life.
机译:在执行飞机轮胎下,除了增加该飞机的后勤和环境足迹之外,还可以推动高计划成本。飞机轮胎磨损机制非常复杂,依赖于多种相互依赖的变量。最近的工作已经完成,表明非理想的触地得分(旋转)着陆可能导致潜在的轮胎平坦点甚至是误子。为了增强这种轮胎触达磨损预测,开发并利用了触地区的特定飞机轮胎的数字双胞胎(DTW)模型。本文详细介绍了物理基于轮胎磨损方程,滑动磨损率的推导,用于从高保真测试数据构建的非线性触地磨损响应模型。响应模型被导出为在场设置中容易可见的变量的函数。蒙特卡罗分析与配偶敏感性分析结合使用以确定与触地磨损预测相关的不确定性。然后使用DTW模型来确定失效(POF)的概率(POF),以改变水槽率,偏航角,轮胎条件(新用于磨损)和触达速度。 DTW触控模型结果表明,飞机特派团决定的未来潜在利益可以协助达到触及的成本节约和健康监测。审核初始DTW触控模型,建议使用未来的工作来增强DTW触控模型POF预测。然后将该初始DTW基础推断为显示DTW模型的未来利益,以预测轮胎的完整有线生命。

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