FITTING FFT-DERIVED SPECTRA: THEORY, TOOL, AND APPLICATION TO SOLAR RADIO SPIKE DECOMPOSITION

Spectra derived from fast Fourier transform (FFT) analysis of time-domain data intrinsically contain statistical fluctuations whose distribution depends on the number of accumulated spectra contributing to a measurement. The tail of this distribution, which is essential for separation of the true signal from the statistical fluctuations, deviates noticeably from the normal distribution for a finite number of the accumulations. In this paper we develop a theory to properly account for the statistical fluctuations when fitting a model to a given accumulated spectrum. The method is implemented in software for the purpose of automatically fitting a large body of such FFT-derived spectra. We apply this tool to analyze a portion of a dense cluster of spikes recorded by our FST instrument during a record-breaking event that occurred on 06 Dec 2006. The outcome of this analysis is briefly discussed.

[1]  K. Pearson Contributions to the Mathematical Theory of Evolution. II. Skew Variation in Homogeneous Material , 1895 .

[2]  A. Kus,et al.  Millisecond radio spikes in the decimetre band and their related active solar phenomena , 2005 .

[3]  A. Benz,et al.  High Spectral Resolution Observation of Decimetric Radio Spikes Emitted by Solar Flares – First Results of the Phoenix-3 Spectrometer , 2009, 0909.4137.

[4]  The microwave subsecond pulse of September 17, 2001: The spectrum, location and size of the source , 2003 .

[5]  Gerald T. Heydt,et al.  Applications of the windowed FFT to electric power quality assessment , 1999 .

[6]  M. Karlický,et al.  Millisecond Radio Spikes in the Decimetric Band , 2011 .

[7]  Gordon J. Hurford,et al.  Radio Frequency Interference Excision Using Spectral‐Domain Statistics , 2007 .

[8]  Pascal Saint-Hilaire,et al.  Location of narrowband spikes in solar flares , 2001, astro-ph/0112442.

[9]  Survey on Solar X-ray Flares and Associated Coherent Radio Emissions , 2004, astro-ph/0410436.

[10]  Dale E. Gary,et al.  The generalized spectral kurtosis estimator , 2010, 1005.4371.

[11]  B. Vršnak,et al.  Classification and Properties of Supershort Solar Radio Bursts , 2006 .

[12]  A. Stupp Electron-cyclotron maser observable modes , 1999, astro-ph/9904119.

[13]  Dale E. Gary,et al.  Statistics of the Spectral Kurtosis Estimator , 2010 .

[14]  G. Fleishman,et al.  Millisecond Microwave Spikes: Statistical Study and Application for Plasma Diagnostics , 2008, 0803.2380.

[15]  D. Gary,et al.  Spike Decomposition Technique: Modeling and Performance Tests , 2008 .

[16]  C. Slottje Millisecond microwave spikes in a solar flare , 1978, Nature.

[17]  D. Gary,et al.  Decimetric Spike Bursts versus Microwave Continuum , 2003 .

[18]  G. Fleishman Effect of Random Inhomogeneities on Electron Cyclotron Maser Emission , 2004 .

[19]  Brian R. Dennis,et al.  Logistic Avalanche Processes, Elementary Time Structures, and Frequency Distributions in Solar Flares , 1998 .

[20]  Hansueli Meyer,et al.  A broadband FFT spectrometer for radio and millimeter astronomy , 2005 .

[21]  Didier Barret,et al.  MAXIMUM LIKELIHOOD FITTING OF X-RAY POWER DENSITY SPECTRA: APPLICATION TO HIGH-FREQUENCY QUASI-PERIODIC OSCILLATIONS FROM THE NEUTRON STAR X-RAY BINARY 4U1608-522 , 2011, 1112.0535.

[22]  On the wave mode of subsecond pulses in the cm-range , 2004 .

[23]  Gordon J. Hurford,et al.  First interferometric observations of solar microwave millisecond spike bursts , 1991 .

[24]  Gordon J. Hurford,et al.  A Subsystem Test Bed for the Frequency‐Agile Solar Radiotelescope , 2007 .

[25]  W. Alef,et al.  DiFX-2: A More Flexible, Efficient, Robust, and Powerful Software Correlator , 2011, 1101.0885.

[26]  Dale E. Gary,et al.  A Wideband Spectrometer with RFI Detection , 2010 .

[27]  Dale E. Gary,et al.  The Korean Solar Radio Burst Locator (KSRBL) , 2009 .

[28]  M. Kundu,et al.  Radio Physics of the Sun , 1980 .

[29]  Donald B. Melrose,et al.  Electron-cyclotron masers as the source of certain solar and stellar radio bursts , 1982 .

[30]  Yihua Yan,et al.  Multi-Site Spectrographic and Heliographic Observations of Radio Fine Structure on April 10, 2001 , 2006 .

[31]  R. Treumann The electron–cyclotron maser for astrophysical application , 2006 .

[32]  P. R. Bevington,et al.  Data Reduction and Error Analysis for the Physical Sciences, 2nd ed. , 1993 .

[33]  Ashraf A. Kassim,et al.  Application of image and sound analysis techniques to monitor the condition of cutting tools , 2000, Pattern Recognit. Lett..