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Climate network analysis of extreme events: Tropical cyclones
Rupali Sonone1, Neelima Gupte1
1Department of Physics, Indian Institute of Technology Madras, Chennai 600036, India.
Chaos (Woodbury, N.Y.)
|July 23, 2024
Summary
Climate networks reveal unique signatures of tropical cyclones in the Indian Ocean. Analysis of surface air temperature data shows distinct patterns during cyclonic events, aiding in cyclone detection and prediction.
Area of Science:
- Climatology
- Network Science
- Geophysics
Background:
- Tropical cyclones pose significant threats to the Indian Ocean region.
- Understanding cyclone dynamics is crucial for early warning systems.
- Climate networks offer a novel approach to analyze meteorological phenomena.
Purpose of the Study:
- To identify distinct network signatures of tropical cyclones in the Indian Ocean.
- To compare cyclone patterns in the Bay of Bengal and Arabian Sea.
- To investigate precursor behaviors for potential early detection.
Main Methods:
- Analysis of surface air temperature data using climate networks.
- Identification of phase transitions in order parameters and susceptibility.
- Examination of node degrees and geographic distributions within the networks.
- Comparison of cyclone events from 2016, 2017, and 2015.
Main Results:
- Climate networks exhibit abrupt phase transitions during cyclonic events.
- Distinct patterns in microtransitions were observed for multiple successive cyclones versus a single cyclone.
- Cyclones in the Bay of Bengal and Arabian Sea showed unique network signatures.
- Precursor behaviors indicative of impending cyclones were detected.
Conclusions:
- Climate network analysis provides a robust method for identifying tropical cyclone signatures.
- The study highlights differences in network behavior based on cyclone frequency and location.
- Detected precursor behaviors offer potential for improved cyclone forecasting.
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