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A Generalized Likelihood Ratio Test for Adaptive Gas Turbine Performance Monitoring

机译:自适应燃气轮机性能监测的广义似然比检验

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摘要

Kalman filters are widely used in the turbine engine community for health monitoring purposes. This algorithm has proven its capability to track gradual deterioration with good accuracy. On the other hand, its response to rapid deterioration is a long delay in recognizing the fault and/or a spread of the estimated fault on several components. The main reason for this deficiency lies in the transition model of the parameters that is blended in the Kalman filter and assumes a smooth evolution of the engine condition. This contribution reports the development of an adaptive diagnosis tool that combines a Kalman filter and a secondary system that monitors the residuals. This auxiliary component implements a generalized likelihood ratio test in order to detect and estimate all abrupt fault. The enhancement in terms of accuracy and reactivity brought by this adaptive Kalman filter is highlighted for a variety of simulated fault cases that may be encountered on a commercial aircraft engine. [DOI: 10.1115/1.2967493]
机译:卡尔曼过滤器广泛用于涡轮发动机社区,以进行健康监测。该算法已证明其具有良好的跟踪渐进恶化的能力。另一方面,其对快速恶化的响应是识别故障的长时间延迟和/或估计故障在多个组件上的传播。造成此缺陷的主要原因在于参数的过渡模型,该模型在卡尔曼滤波器中进行了混合,并假设发动机状况平稳发展。该贡献报告了自适应诊断工具的开发,该工具结合了卡尔曼滤波器和监视残差的辅助系统。该辅助组件执行广义似然比测试,以便检测和估计所有突发故障。对于商用飞机发动机上可能遇到的各种模拟故障情况,该自适应卡尔曼滤波器带来的准确性和反应性方面的增强得到了强调。 [DOI:10.1115 / 1.2967493]

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