Application of Mutual Information Methods in Time-Distance Helioseismology

Autor: Keys, Dustin, Kholikov, Shukur, Pevtsov, Alexei
Rok vydání: 2015
Předmět:
Druh dokumentu: Working Paper
DOI: 10.1007/s11207-015-0650-y
Popis: We apply a new technique, the mutual information (MI) from information theory, to time-distance helioseismology, and demonstrate that it can successfully reproduce several classic results based on the widely used cross-covariance method. MI quantifies the deviation of two random variables from complete independence, and represents a more general method for detecting dependencies in time series than the cross-covariance function, which only detects linear relationships. We provide a brief description of the MI-based technique and discuss the results of the application of MI to derive the solar differential rotation profile, a travel-time deviation map for a sunspot and a time-distance diagram from quiet Sun measurements.
Comment: 14 pages, 5 figures, accepted for publication in Solar Physics
Databáze: arXiv