Analysis of precipitation characteristics in Shanghai based on the visibility graph algorithm

Most of the existing studies on the characteristics of precipitation in Shanghai only focus on the statistical characteristics of the precipitation series rather than the internal dynamic characteristic. The visibility graph algorithm has been proven to be an effective algorithm for grasping the int...

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Vydané v:Physica A Ročník 597; s. 127227
Hlavní autori: Cao, Run-Hua, Deng, Zheng-Hong, Xu, Ji-Wei
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier B.V 01.07.2022
Predmet:
Complex network
Precipitation time series
Sliding time-window
Triadic time series motifs
Visibility graph
Precipitation time series
Visibility graph
Triadic time series motifs
Sliding time-window
Complex network
ISSN:0378-4371, 1873-2119
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Popis
Shrnutí:Most of the existing studies on the characteristics of precipitation in Shanghai only focus on the statistical characteristics of the precipitation series rather than the internal dynamic characteristic. The visibility graph algorithm has been proven to be an effective algorithm for grasping the internal dynamics characteristics of time series. Therefore, this paper exploits the visibility graph algorithm to analyze the daily precipitation time series in Shanghai from 2000 to 2020. Some characteristics of precipitation during this period are obtained: Typhoon Mesa and Typhoon Fitow had a profound impact on Shanghai’s precipitation; There is a certain similarity of the precipitation structure in different periods; Only a few nodes in the precipitation network have a profound impact on the precipitation in Shanghai. •In order to better master the internal dynamic characteristic of precipitation time series in Shanghai, this paper exploits the visibility graph algorithm to analyze the daily precipitation time series in this area from 2000 to 2020.•We analyze the degree values of nodes in the precipitation network and find that Typhoon Mesa and Typhoon Fitow had a profound impact on Shanghai’s precipitation.•The triadic time series motifs of precipitation time series are studied. In this way, the influence of Typhoon Mesa and Typhoon Fitow on the precipitation in Shanghai is quantified, and the similarity of the precipitation structure in different periods is analyzed.•Our research on the degree distribution of the precipitation network shows that only a few nodes have a profound impact on the precipitation in Shanghai.
ISSN:0378-4371
1873-2119
DOI:10.1016/j.physa.2022.127227