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Hydrologic regionalization using wavelet-based multiscale entropy method
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DOI：10.1016/j.jhydrol.2016.03.023.png)
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Catchment regionalization is an important step in estimating hydrologic parameters of ungaged basins. This paper proposes a multiscale entropy method using wavelet transform and k-means based hybrid approach for clustering of hydrologic catchments. Multi-resolution wavelet transform of a time series reveals structure, which is often obscured in streamfiow records, by permitting gross and fine features of a signal to be separated. Wavelet-based Multiscale Entropy (WME) is a measure of randomness of the given time series at different timescales. In this study, streamfiow records observed during 1951-2002 at 530 selected catchments throughout the United States are used to test the proposed regionalization framework. Further, based on the pattern of entropy across multiple scales, each cluster is given an entropy signature that provides an approximation of the entropy pattern of the streamfiow data in each cluster. The tests for homogeneity reveals that the proposed approach works very well in regionalization. (C) 2016 Elsevier B.V. All rights reserved.
Keyword:
Hydrologic regionalization
Ungaged catchments
Wavelet transform
k-means clustering
Multiscale entropy
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IF:
6.3
论文数:
2.3W
被引数:
9.8W
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