On the Relationships Between Sunspot Number and Solar Radio Flux at 10.7 Centimeters

被引:13
|
作者
Okoh, Daniel [1 ]
Okoro, Eucharia [2 ]
机构
[1] Natl Space Res & Dev Agcy, Ctr Atmospher Res, Abuja, Nigeria
[2] Univ Nigeria, Dept Phys & Astron, Nsukka, Nigeria
关键词
Sunspot number; Solar radio flux at 10; 7; cm; Neural network; Regression; Solar activity; Solar cycle; CYCLES; 24; MAXIMUM AMPLITUDE; PREDICTION;
D O I
10.1007/s11207-019-1566-8
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Regression analysis and neural network training procedures are used to study the relationship between sunspot number (SSN) and solar flux at 10.7 cm (F10.7). Measurements of SSN and F10.7 for the periods from December 1963 to January 2019 (including the periods from Solar Cycles 20 to 24) were used. The value of correlation coefficient between SSN and F10.7 for the entire data used in the study is 0.95, showing that the parameters are well correlated. Results from the study reveal that there are remarkable differences on the relationship between SSN and F10.7 during the four solar cycle phases of low (-activity), high (-activity), ascending, and descending. The relationships are identical for the ascending and descending phases when the SSNs are lower than about 150, but the regression curves diverge as the SSNs increase beyond that limit. A conspicuously changed relationship between SSN and F10.7 is also observed for years 2014 and 2015 in which the annual SSN-versus-F10.7 plots for those years are visibly above those of the prior years. The results indicate that F10.7 values can be predicted from SSNs using neural networks, with root-mean-square errors of about 13.68 solar flux units. Results from the neural network procedure also indicate that a newly introduced solar cycle phase index (defined to indicate the phase of the solar cycle in which given observations belong) was effective in improving the neural network predictions.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] On the Relationships Between Sunspot Number and Solar Radio Flux at 10.7 Centimeters
    Daniel Okoh
    Eucharia Okoro
    Solar Physics, 2020, 295
  • [2] Phase relationship between the relative sunspot number and solar 10.7 cm flux
    ZHANG XueFeng1
    2 Key Laboratory of Solar Activity
    3 Key Laboratory of Modern Astronomy and Astrophysics
    4 National Center for Space Weather
    5 School of Mathematics & Physics
    Science Bulletin, 2012, (17) : 2078 - 2082
  • [3] Phase relationship between the relative sunspot number and solar 10.7 cm flux
    Zhang XueFeng
    Le GuiMing
    Zhang YanXia
    CHINESE SCIENCE BULLETIN, 2012, 57 (17): : 2078 - 2082
  • [4] Phase Relationship Between Sunspot Number, Flare Index and Solar Radio Flux
    Yan, X. L.
    Deng, L. H.
    Qu, Z. Q.
    Xu, C. L.
    Kong, D. F.
    JOURNAL OF ASTROPHYSICS AND ASTRONOMY, 2012, 33 (04) : 387 - 397
  • [5] Changing Relationships Between Sunspot Number, Total Sunspot Area and F10.7 in Cycles 23 and 24
    Tapping, Ken
    Morgan, Carly
    SOLAR PHYSICS, 2017, 292 (06)
  • [6] Power law relating 10.7 cm flux to sunspot number
    Johnson, Robert W.
    ASTROPHYSICS AND SPACE SCIENCE, 2011, 332 (01) : 73 - 79
  • [7] Power law relating 10.7 cm flux to sunspot number
    Robert W. Johnson
    Astrophysics and Space Science, 2011, 332 : 73 - 79
  • [8] DECREASING SUNSPOT MAGNETIC FIELDS EXPLAIN UNIQUE 10.7 cm RADIO FLUX
    Livingston, W.
    Penn, M. J.
    Svalgaard, L.
    ASTROPHYSICAL JOURNAL LETTERS, 2012, 757 (01)
  • [9] Is the F10.7cm - Sunspot Number relation linear and stable?
    Clette, Frederic
    JOURNAL OF SPACE WEATHER AND SPACE CLIMATE, 2021, 11
  • [10] Possible Estimation of the Solar Cycle Characteristic Parameters by the 10.7 cm Solar Radio Flux
    Lampropoulos, George
    Mavromichalaki, Helen
    Tritakis, Vasilis
    SOLAR PHYSICS, 2016, 291 (03) : 989 - 1002