Fractal Dimension and Maximum Sunspot Number in Solar Cycle R.-S. Kim 1,2, Y. Yi 1, S.-W. Kim 2, K.-S. Cho 2, Y.-J. Moon 2 1 Chungnam national University 2 Korea Astronomy and Space science Institute
Contents Introduction Prediction of solar activity cycle Fractal dimension Calculation of the fractal dimension Cycle variation of the fractal dimension Prediction of maximum sunspot number Conclusion
Prediction of solar activity cycle Prediction of solar activity cycle When, how strong~? Prediction method Period analysis: power spectrum Gleissberg cycle: long period (80 years) Precursor method: extended period
Fractal dimension What is the Fractal? Fractal has statistical self-similarity at all resolutions and is generated by an infinitely recursive process. Fractal dimension New parameter for quantitatively describing the characteristics of an irregular time series.
Higuchi’s Method (1988) The fractal dimension approaches 1, if a time series is regular ‘Marginal fractal’ 2, if a time series is completely random ‘Extreme fractal’ N: data number, m: initial time, k: interval time (resolution) Fractal dimension m
The length of the curve for the time interval k, The average value over k sets of L m (k) L m (k) = { ( ∑ | X(m+ik) - X(m+(i-1) k ) | ) × (N-1) /[(N-m)/k]k} × 1/k k ↓, data number ↑ ; k ↑, data number ↓ if | X(m+ik) - X(m+(i-1) k ) | is constant, ~ k -2 Extreme fractal If ~ k -D, the curve’s fractal dimension is D
Cycle fractal dimension Sunspot number : The daily relative sunspot numbers since 1850 from SIDC (Solar Influences Data analysis Center). log = a – D log k(a = constant) Cycle variation of the fractal dimension
Cycle variation 10 ~ 22 solar cycle Cycle variation of the fractal dimension
Sunspot number
Cycle variation of the fractal dimension Fractal dimension vs. Maximum sunspot number (r = -0.95)
Fractal dimension vs. Maximum sunspot number The coefficient of correlation for increasing phase Prediction of maximum sunspot number
Observed vs. predicted maximum sunspot number Using fractal dimension of increasing phase (4 years) Prediction of maximum sunspot number
Conclusion Variation of the fractal dimension Cycle fractal dimensions and maximum sunspot numbers have inverse relationship. Prediction method By using fractal dimension for increasing phase of solar cycle, we can predict maximum sunspot number Observed and predicted sunspot numbers have good relationship (r = 0.90).