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Kolmogorov Complexity Based Information Measures Applied to the Analysis of Different River Flow Regimes

机译:基于Kolmogorov复杂度的信息测度在不同流域的分析中的应用

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We have used the Kolmogorov complexities and the Kolmogorov complexity spectrum to quantify the randomness degree in river flow time series of seven rivers with different regimes in Bosnia and Herzegovina, representing their different type of courses, for the period 1965–1986. In particular, we have examined: (i) the Neretva, Bosnia and the Drina (mountain and lowland parts), (ii) the Miljacka and the Una (mountain part) and the Vrbas and the Ukrina (lowland part) and then calculated the Kolmogorov complexity (KC) based on the Lempel–Ziv Algorithm (LZA) (lower—KCL and upper—KCU), Kolmogorov complexity spectrum highest value (KCM) and overall Kolmogorov complexity (KCO) values for each time series. The results indicate that the KCL, KCU, KCM and KCO values in seven rivers show some similarities regardless of the amplitude differences in their monthly flow rates. The KCL, KCU and KCM complexities as information measures do not “see” a difference between time series which have different amplitude variations but similar random components. However, it seems that the KCO information measures better takes into account both the amplitude and the place of the components in a time series.
机译:我们已经使用了Kolmogorov复杂度和Kolmogorov复杂度谱来量化波斯尼亚和黑塞哥维那七种不同政权的河流在1965-1986年期间的河流时间序列中的随机度。特别是,我们检查了:(i)Neretva,波斯尼亚和德里纳河(山脉和低地部分),(ii)Miljacka和Una(山地部分)以及Vrbas和Ukrina(低地部分),然后计算了基于Lempel-Ziv算法(LZA)(下KCL和上KCU),每个时间序列的Kolmogorov复杂度谱最高值(KCM)和总Kolmogorov复杂度(KCO)值的Kolmogorov复杂度(KC)。结果表明,七条河流的KCL,KCU,KCM和KCO值显示出一些相似性,而与它们每月流量的幅度差异无关。作为信息量度的KCL,KCU和KCM复杂性没有“看到”时间序列之间的差异,这些时间序列具有不同的幅度变化但具有相似的随机成分。但是,似乎KCO信息度量更好地考虑了时间序列中分量的幅度和位置。

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