Solar activity has a profound impact on space weather, influencing both the surrounding space environment and terrestrial technological infrastructure. Previous studies have primarily focused on specific categories of Solar Energetic Particles (SEPs), such as coronal mass ejections or solar flares, without giving due consideration to the longitudinal variations across different solar parameters. This has resulted in a gap in understanding the interrelationships among parameters such as space-speed, Maximum Position Angle (MPA), acceleration, solar wind, and X-ray intensity levels over time. To address this gap, the present study analyzes trends in solar activity using a dataset comprising 728 observations collected between 2001 and 2023. Statistical methods, including correlation analysis, are applied to investigate the relationships among key solar parameters: space-speed, MPA, acceleration, solar wind speed and density, and F10.7 solar flux. Comprehensive data cleaning, pre-processing, and graphical visualizations are employed to improve accuracy and interpretability. Finally, the distribution of X-ray importance levels appears non-uniform, and no significant correlation is found between these levels and sunspot numbers. Overall, the study underscores the long-term fluctuating nature of solar activity and provides valuable insights for enhancing space-weather forecasting models. For future research, the development of real-time predictive models is recommended, along with further exploration of solar activity’s effects on Earth’s magnetosphere and technological systems. Findings suggest varying degrees of sensitivity to solar influences, with some evidence of nonlinear relationships potentially contributing to space-weather variability.
KeywordsCoronal Mass Ejections (CMEs)Maximum Position Angle (MPA)Solar ActivitySpace-SpeedSpace WeatherSolar Wind
Verma, V.K., Mittal, N. and Chandra, R. (2020) Some Kinematics of Halo Coronal Mass Ejections. Open Astronomy , 29, 81-88. https://doi.org/10.1515/astro-2020-0010
Hathaway, D.H. (2015) The Solar Cycle. Living Reviews in Solar Physics , 12, Article No. 4. https://doi.org/10.1007/lrsp-2015-4
Besliu-Ionescu, D. and Mierla, M. (2021) Geoeffectiveness Prediction of CMEs. Frontiers in Astronomy and Space Sciences , 8, Article 672203. https://doi.org/10.3389/fspas.2021.672203
Lin, J., Wang, F., Deng, L., Deng, H., Mei, Y. and Zhang, X. (2023) Evolutionary Relationship between Sunspot Groups and Soft X-Ray Flares over Solar Cycles 21-25. The Astrophysical Journal , 958, 1-9.
Verma, V.K. and Mittal, N. (2019) On the Origin of Solar Halo Coronal Mass Ejections. Astronomy Letters , 45, 164-176. https://doi.org/10.1134/s106377371903006x
Gopalswamy, N., Christe, S., Fung, S.F., Gong, Q., Gruesbeck, J.R., Jian, L.K., et al. (2024) The Multiview Observatory for Solar Terrestrial Science (Most). Journal of Atmospheric and Solar - Terrestrial Physics , 254, Article ID: 106165. https://doi.org/10.1016/j.jastp.2023.106165
Zhang, X., Deng, L., Deng, H., Mei, Y. and Wang, F. (2024) Hemispheric Distribution of Halo Coronal Mass Ejection Source Locations. The Astrophysical Journal , 962, Article 172. https://doi.org/10.3847/1538-4357/ad18af
Grytsai, A., Evtushevsky, O., Klekociuk, A., Milinevsky, G., Yampolsky, Y., Ivaniha, O., et al. (2020) Investigation of the Vertical Influence of the 11-Year Solar Cycle on Ozone Using SBUV and Antarctic Ground-Based Measurements and CMIP6 Forcing Data. Atmosphere , 11, Article 873. https://doi.org/10.3390/atmos11080873
Petrovay, K. (2020) Solar Cycle Prediction. Living Reviews in Solar Physics , 17, Article No. 2. https://doi.org/10.1007/s41116-020-0022-z
Meehl, G.A., Arblaster, J.M., Matthes, K., Sassi, F. and van Loon, H. (2009) Amplifying the Pacific Climate System Response to a Small 11-Year Solar Cycle Forcing. Science , 325, 1114-1118. https://doi.org/10.1126/science.1172872
Anoruo, C.M., Ibe, O.C. and Ndubuisi, K.N. (2022) Aerosol Load-Cloud Cover Correlation: A Potential Clue for the Investigation of Aerosol Indirect Impact on Climate of Europe and Africa. Aerosol Science and Engineering , 7, 23-35. https://doi.org/10.1007/s41810-022-00160-7
Campbell, S. and Goldstein, G. (2020) Angle’s Classification—A Prosthodontic Consideration: Best Evidence Consensus Statement. Journal of Prosthodontics , 30, 67-71.
Wu, Y., Hao, X., Yue, Q., Li, Y., Cheng, J., Kang, K., et al. (2013) Measurement of Cosmic Ray Flux in the China Jinping Underground Laboratory. Chinese Physics C , 37, Article ID: 086001. https://doi.org/10.1088/1674-1137/37/8/086001
Cliver, E.W., Schrijver, C.J., Shibata, K. and Usoskin, I.G. (2022) Extreme Solar Events. Living Reviews in Solar Physics , 19, Article No. 2. https://doi.org/10.1007/s41116-022-00033-8
Svensmark, H. (1998) Influence of Cosmic Rays on Earth’s Climate. Physical Review Letters , 81, 5027-5030. https://doi.org/10.1103/physrevlett.81.5027
Kristjánsson, J.E., Stjern, C.W., Stordal, F., Fjæraa, A.M., Myhre, G. and Jónasson, K. (2008) Cosmic Rays, Cloud Condensation Nuclei and Clouds—A Reassessment Using MODIS Data. Atmospheric Chemistry and Physics , 8, 7373-7387. https://doi.org/10.5194/acp-8-7373-2008
Svensmark, H., Pedersen, J.O.P., Marsh, N.D., Enghoff, M.B. and Uggerhøj, U.I. (2006) Experimental Evidence for the Role of Ions in Particle Nucleation under Atmospheric Conditions. Proceedings of the Royal Society A : Mathematical , Physical and Engineering Sciences , 463, 385-396. https://doi.org/10.1098/rspa.2006.1773
Tinsley, B.A., Rohrbaugh, R.P., Hei, M. and Beard, K.V. (2000) Effects of Image Charges on the Scavenging of Aerosol Particles by Cloud Droplets and on Droplet Charging and Possible Ice Nucleation Processes. Journal of the Atmospheric Sciences , 57, 2118-2134. https://doi.org/10.1175/1520-0469(2000)057<2118:eoicot>2.0.co;2
Gopalswamy, N. (2007) Properties of Interplanetary Coronal Mass Ejections. Space Science Reviews , 124, 145-168. https://doi.org/10.1007/s11214-006-9102-1
Lockwood, M. (2012) Solar Influence on Global and Regional Climates. Surveys in Geophysics , 33, 503-534. https://doi.org/10.1007/s10712-012-9181-3
Lean, J.L., Rottman, G.J., Kyle, H.L., Woods, T.N., Hickey, J.R. and Puga, L.C. (1997) Detection and Parameterization of Variations in Solar Mid-and Near-Ultraviolet Radiation (200-400 Nm). Journal of Geophysical Research : Atmospheres , 102, 29939-29956. https://doi.org/10.1029/97jd02092
Haigh, J.D., Winning, A.R., Toumi, R. and Harder, J.W. (2010) An Influence of Solar Spectral Variations on Radiative Forcing of Climate. Nature , 467, 696-699. https://doi.org/10.1038/nature09426
Mawad, R., Fathy, M. and Ghamry, E. (2022) The Simultaneous Influence of the Solar Wind and Earth’s Magnetic Field on the Weather. Universe , 8, Article 424. https://doi.org/10.3390/universe8080424
Farid, H.M., Mawad, R., Ghamry, E. and Yoshikawa, A. (2020) The Impact of Coronal Mass Ejections on the Seasonal Variation of the Ionospheric Critical Frequency f 0 F2. Universe , 6, Article 200. https://doi.org/10.3390/universe6110200
Gopalswamy, N., Xie, H., Mäkelä, P., Akiyama, S., Yashiro, S., Kaiser, M.L., et al. (2010) Interplanetary Shocks Lacking Type II Radio Bursts. The Astrophysical Journal , 710, 1111-1126. https://doi.org/10.1088/0004-637x/710/2/1111
Miyoshi, Y. and Kataoka, R. (2011) Solar Cycle Variations of Outer Radiation Belt and Its Relationship to Solar Wind Structure Dependences. Journal of Atmospheric and Solar-Terrestrial Physics , 73, 77-87. https://doi.org/10.1016/j.jastp.2010.09.031
Erlykin, A.D., Gyalai, G., Kudela, K., Sloan, T. and Wolfendale, A.W. (2009) On the Correlation between Cosmic Ray Intensity and Cloud Cover. Journal of Atmospheric and Solar - Terrestrial Physics , 71, 1794-1806. https://doi.org/10.1016/j.jastp.2009.06.012
Kirkby, J., Curtius, J., Almeida, J., Dunne, E., Duplissy, J., Ehrhart, S., et al. (2011) Role of Sulphuric Acid, Ammonia and Galactic Cosmic Rays in Atmospheric Aerosol Nucleation. Nature , 476, 429-433. https://doi.org/10.1038/nature10343