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首页> 外文期刊>Journal of Sound and Vibration >Novelty detection in a changing environment: Regression and interpolation approaches
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Novelty detection in a changing environment: Regression and interpolation approaches

机译:不断变化的环境中的新颖性检测:回归和内插方法

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摘要

The technique of novelty detection is now established as a means of performing the lowest level of damage identification. Data are accumulated while the system or structure is operating in normal condition and used to construct a reference model. During subsequent operation of the system, data are compared to the reference and any significant deviations are taken to indicate damage. This approach has potential problems if the system or structure is embedded in a changing environment. If the reference data are only characteristic of a limited range of the environmental parameters, measurements from the system in an undamaged condition but from a different environmental state, may cause the diagnostic to register novelty and thus falsely infer damage. This paper demonstrates a potential solution to the problem via the construction of a reference set parametrized by an environmental variable. Two approaches are considered: regression and interpolation. (C) 2002 Elsevier Science Ltd. All rights reserved. [References: 14]
机译:现在,将新颖性检测技术确立为执行最低级别的损害识别的一种手段。在系统或结构正常运行时会累积数据,并用于构建参考模型。在系统的后续操作期间,将数据与参考值进行比较,并采取任何明显的偏差来表示损坏。如果系统或结构嵌入不断变化的环境中,则此方法可能会出现问题。如果参考数据仅是有限范围环境参数的特征,则在未损坏条件下但在不同环境状态下从系统进行的测量可能会导致诊断记录新颖性,从而错误地推断出损坏。本文通过构建由环境变量参数化的参考集,展示了该问题的潜在解决方案。考虑了两种方法:回归和内插。 (C)2002 Elsevier ScienceLtd。保留所有权利。 [参考:14]

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