Long-term changes in the north-south asymmetry of solar activity: a nonlinear dynamics characterization using visibility graphs

Abstract. Solar activity is characterized by complex dynamics superimposed onto an almost periodic, approximately 11-year cycle. One of its main features is the presence of a marked, time-varying hemispheric asymmetry, the deeper reasons for which have not yet been completely uncovered. Traditionally, this asymmetry has been studied by considering amplitude and phase differences. Here, we use visibility graphs, a novel tool of nonlinear time series analysis, to obtain complementary information on hemispheric asymmetries in dynamical properties. Our analysis provides deep insights into the potential and limitations of this method, revealing a complex interplay between factors relating to statistical and dynamical properties, i.e., effects due to the probability distribution and the regularity of observed fluctuations. We demonstrate that temporal changes in the hemispheric predominance of the graph properties lag those directly associated with the total hemispheric sunspot areas. Our findings open a new dynamical perspective on studying the north–south sunspot asymmetry, which is to be further explored in future work.

[1]  Zhi-Qiang Jiang,et al.  Degree distributions of the visibility graphs mapped from fractional Brownian motions and multifractal random walks , 2008, 0812.2099.

[2]  Jürgen Kurths,et al.  Ambiguities in recurrence-based complex network representations of time series. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  R. Donner,et al.  Scale-resolved phase coherence analysis of hemispheric sunspot activity: a new look at the north-south asymmetry , 2007 .

[4]  Martin Suter,et al.  Small World , 2002 .

[5]  N. Marwan,et al.  Long-term asymmetry in the wings of the butterfly diagram , 2009 .

[6]  Ramon Oliver,et al.  On the asymmetry of solar activity , 1993 .

[7]  R. Donner Phase Coherence Analysis of Decadal-Scale Sunspot Activity on Both Solar Hemispheres , 2008 .

[8]  Jürgen Kurths,et al.  Multivariate recurrence plots , 2004 .

[9]  W. Zhu,et al.  On the asynchronization of hemispheric high-latitude solar activity , 2008 .

[10]  J. Kurths,et al.  On forecasting the sunspot numbers , 1990 .

[11]  Lucas Lacasa,et al.  Visibility Algorithms: A Short Review , 2012 .

[12]  Luciano Telesca,et al.  Analysis of seismic sequences by using the method of visibility graph , 2012 .

[13]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[14]  Michael Small,et al.  Recurrence-based time series analysis by means of complex network methods , 2010, Int. J. Bifurc. Chaos.

[15]  Jürgen Kurths,et al.  Recurrence networks—a novel paradigm for nonlinear time series analysis , 2009, 0908.3447.

[16]  Jurgen Kurths,et al.  Testing time series irreversibility using complex network methods , 2012, 1211.1162.

[17]  Bernd Kromer,et al.  Persistent Solar Influence on North Atlantic Climate During the Holocene , 2001, Science.

[18]  N. V. Zolotova,et al.  Phase asynchrony of the north-south sunspot activity , 2006 .

[19]  M. Weigt,et al.  On the properties of small-world network models , 1999, cond-mat/9903411.

[20]  A. Milsom,et al.  Note on the observed differences in spottedness of the Sun's northern and southern hemispheres , 1955 .

[21]  J. M. R. Parrondo,et al.  Time series irreversibility: a visibility graph approach , 2012 .

[22]  J. Kurths,et al.  Complex network approach for recurrence analysis of time series , 2009, 0907.3368.

[23]  Jet,et al.  LONG-TERM PERSISTENCE OF SOLAR ACTIVITY , 1997 .

[24]  Lucas Lacasa,et al.  From time series to complex networks: The visibility graph , 2008, Proceedings of the National Academy of Sciences.

[25]  Arthur Schuster,et al.  On the investigation of hidden periodicities with application to a supposed 26 day period of meteorological phenomena , 1898 .

[26]  R. Braǰsa,et al.  On Solar Cycle Predictions and Reconstructions , 2009 .

[27]  H. Adeli,et al.  Visibility graph similarity: A new measure of generalized synchronization in coupled dynamic systems , 2012 .

[28]  Qi-Xiu Li,et al.  Periodicity and Hemispheric Phase Relationship in High-Latitude Solar Activity , 2008 .

[29]  E. Bard,et al.  Climate change and solar variability: what's new under the sun? , 2006 .

[30]  Jie Liu,et al.  COMPARISON OF DIFFERENT DAILY STREAMFLOW SERIES IN US AND CHINA, UNDER A VIEWPOINT OF COMPLEX NETWORKS , 2010 .

[31]  B. Luque,et al.  Horizontal visibility graphs: exact results for random time series. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[32]  Ke-Jun Li,et al.  Low dimensional chaos from the group sunspot numbers , 2007 .

[33]  P. Charbonneau Dynamo Models of the Solar Cycle , 2005 .

[34]  J. Kurths,et al.  Reconstruction of grand minima of solar activity from Δ14C data: Linear and nonlinear signal analysis , 1996 .

[35]  Michael Small,et al.  Complex network approach to characterize the statistical features of the sunspot series , 2013, 1307.6280.

[36]  Emily A. Fogarty,et al.  Visibility network of United States hurricanes , 2009 .

[37]  Zu-Guo Yu,et al.  Multifractal analysis of solar flare indices and their horizontal visibility graphs , 2012 .

[38]  Michael Small,et al.  Superfamily phenomena and motifs of networks induced from time series , 2008, Proceedings of the National Academy of Sciences.

[39]  Ke-Jun Li,et al.  Synchronization of Sunspot Numbers and Sunspot Areas , 2009 .

[40]  Y. Zou Interactive comment on “ Long-term changes in the North – South asymmetry of solar activity : a nonlinear dynamics characterization using visibility graphs ” , 2014 .

[41]  G. Yule On a Method of Investigating Periodicities in Disturbed Series, with Special Reference to Wolfer's Sunspot Numbers , 1927 .

[42]  Jonathan F. Donges,et al.  Visibility graph analysis of geophysical time series: Potentials and possible pitfalls , 2012, Acta Geophysica.

[43]  M Small,et al.  Complex network from pseudoperiodic time series: topology versus dynamics. , 2006, Physical review letters.

[44]  Luciano Telesca,et al.  Visibility graph analysis of wind speed records measured in central Argentina , 2012 .

[45]  R. Agnihotri,et al.  Evidence for solar forcing on the Indian monsoon during the last millennium , 2002 .

[46]  Luciano Telesca,et al.  Visibility graph approach to the analysis of ocean tidal records , 2012 .

[47]  J. C. Nuño,et al.  The visibility graph: A new method for estimating the Hurst exponent of fractional Brownian motion , 2009, 0901.0888.

[48]  K. Petrovay,et al.  Solar Cycle Prediction , 2010, Living reviews in solar physics.