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Synchronization of extreme rainfall during the Australian summer monsoon: Complex network perspectives
Kevin K W Cheung1, Ugur Ozturk2
1Department of Earth and Environmental Sciences, Macquarie University, North Ryde, NSW 2109, Australia.
Network analysis of extreme rainfall reveals the multiscale nature of Australian summer monsoon (ASM) development. This approach offers new insights into monsoon onset and potential for prediction.
Area of Science:
- Climate Science
- Network Theory
- Meteorology
Background:
- Monsoon rains are crucial for agriculture but extreme events cause floods.
- Understanding Australian summer monsoon (ASM) development is vital for water resource management and disaster preparedness.
Purpose of the Study:
- To apply nonlinear causation measures and complex network analysis to extreme rainfall data for studying ASM development.
- To reveal the multiscale characteristics of ASM and identify key indicators of its onset.
Main Methods:
- Utilized Tropical Rainfall Measuring Mission satellite data (1998-2015) for rain rate estimates.
- Constructed complex networks of extreme rainfall using event synchronization.
- Analyzed network centrality measures (degree, local clustering) and community structure.
Main Results:
- Network centrality measures revealed the multiscale nature of ASM development, highlighting land-sea surface heating contrasts.
- Clustering coefficient and community structure changes correlated with the climatological ASM onset in late December.
- A specific network community extending from the near-equatorial region provided insights into ASM development.
Conclusions:
- Complex network analysis provides a novel method to study monsoon dynamics, complementing traditional weather analysis.
- Network measures derived from rainfall data show significant potential for monsoon onset prediction.
- Findings offer a new perspective on monitoring monsoon development and its associated extreme weather events.
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