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

机译:轮胎接地状况监测数字孪生模型的开发和使用

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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:表现不佳的飞机轮胎除了增加飞机的后勤和环境足迹外,还可能导致高昂的计划成本。飞机轮胎的磨损机制非常复杂,并且取决于多个相互依赖的变量。最近的工作已经完成,表明不理想的着陆(加速)着陆会导致潜在的轮胎空斑甚至事故。为了增强对轮胎着陆磨损的预测,开发并利用了特定飞机轮胎在着陆时的Digital Twin(DTw)模型。本文详细介绍了基于物理的轮胎磨损方程式的滑移磨损率的推导,该方程式可用于由高保真度测试数据构建的非线性接地磨损响应模型。得出的响应模型是变量的函数,这些变量在现场设置中很容易看到。将蒙特卡洛分析与Cotter灵敏度分析结合使用,以确定与着陆磨损预测相关的不确定性。然后,使用DTw模型确定下沉率,偏航角,轮胎状况(新磨损)和着陆速度的变化分布时的失效概率(POF)。 DTw触地得分模型的结果表明,飞机任务决策的未来潜在利益可帮助节省成本并在触地时监测轮胎的健康状况。审查了初始DTw触地模型,并建议以后进行工作以增强DTw触地模型的POF预测。然后推断出最初的DTw基础,以显示DTw模型在预测轮胎的完整寿命方面的未来优势。

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