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    Symbolic Time Series Analysis for Anomaly Detection in Measure-Invariant Ergodic Systems 

    Source: Journal of Dynamic Systems, Measurement, and Control:;2020:;volume( 142 ):;issue: 006
    Author(s): Ghalyan, Najah F.; Ray, Asok
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This paper presents a novel framework of symbolic time series analysis (STSA) for anomaly detection in dynamical systems. The core concept is built upon a property of measure-preserving transformation (MPT) sequence, acting ...
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    Hidden Markov Modeling-Based Decision-Making Using Short-Length Sensor Time Series 

    Source: Journal of Dynamic Systems, Measurement, and Control:;2019:;volume( 141 ):;issue: 010:;page 104502
    Author(s): Ghalyan, Najah F.; Mondal, Sudeepta; Miller, David J.; Ray, Asok
    Publisher: American Society of Mechanical Engineers (ASME)
    Abstract: Real-time decision-making (e.g., monitoring and active control of dynamical systems) often requires feature extraction and pattern classification from short-length time series of sensor data. An example is thermoacoustic ...
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