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Analysis of Time Series Climate Data Using the Tools of Wavelet Transform, Random Matrix Theory and Multifractal Detrended Fluctuation Analysis

Rakshit, Abhishek (2014) Analysis of Time Series Climate Data Using the Tools of Wavelet Transform, Random Matrix Theory and Multifractal Detrended Fluctuation Analysis. Masters thesis, Indian Institute of Science Education and Research Kolkata.

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    Abstract

    The following thesis deals with analysis of time series climate data using various tools. Data for various climate parameters like temperature, pressure, relative humidity and dew point are studied for finding out their periodicities and long term trends. The fluctuations are extracted and also studied using wavelets and multifractal detrended fluctuation anlalysis techniques. Correlation of temperature is studied for different climate stations using random matrix and correlation matrix .

    Item Type: Thesis (Masters)
    Additional Information: Supervisor: Prof. Prasanta K Panigrahi
    Uncontrolled Keywords: Wavelets; Fourier Analysis; Multifractal Detrended Fluctuation Analysis; Random Matrix Theory; Time Series Climate Data; Wavelet Transform; Time Series Analysis
    Subjects: Q Science > QC Physics
    Divisions: Department of Physical Sciences
    Depositing User: IISER Kolkata Librarian
    Date Deposited: 15 Jan 2015 12:11
    Last Modified: 15 Jan 2015 12:11
    URI: http://eprints.iiserkol.ac.in/id/eprint/210

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