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Operations Research, Systems Engineering and Industrial Engineering Commons

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Mechanical Engineering

2011

Doctoral Dissertations

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Full-Text Articles in Operations Research, Systems Engineering and Industrial Engineering

Robust Multichannel Functional-Data-Analysis Methods For Data Recovery In Complex Systems, Jian Sun Dec 2011

Robust Multichannel Functional-Data-Analysis Methods For Data Recovery In Complex Systems, Jian Sun

Doctoral Dissertations

In recent years, Condition Monitoring (CM), which can be performed via several sensor channels, has been recognized as an effective paradigm for failure prevention of operational equipment or processes. However, the complexity caused by asynchronous data collection with different and/or time-varying sampling/transmission rates has long been a hindrance in the effective use of multichannel data in constructing empirical models. The problem becomes more challenging when sensor readings are incomplete. Traditional sensor data recovery techniques are often prohibited in asynchronous CM environments, not to mention sparse datasets. The proposed Functional Principal Component Analysis (FPCA) methodologies, e.g., nonparametric FPC ...