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Application of Temporal Gap Filling to Natural Power Law Spectrums

机译:时间间隙填充在自然功率定律谱中的应用

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摘要

Power law spectrums are frequently used to model complex natural processes. Estimation of power law behavior can be severely hampered by temporal gaps in measured data, which can occur frequently for data sets spanning many years. The author presents an algorithm for iterative gap filling through the use of an autoregressive model. This technique is validated with a simulation study, and its benefits are demonstrated through application to measured data sets.
机译:幂律谱经常用于建模复杂的自然过程。功率规律行为的估计可能会因测量数据中的时间间隔而严重受阻,这对于跨越多年的数据集可能经常发生。作者提出了一种通过使用自回归模型来迭代填充间隙的算法。通过一项模拟研究验证了该技术,并通过将其应用于测量数据集证明了其优势。

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