Multiple-scale Temporal Variability of Climatic Time Series in the Western Region of Iran

Document Type : Original Research Article

Author

Department of Physics, Razi University, Kermanshah, Iran

Abstract

The current research aims to carry out a multi-timescale variability analysis for the time series of sunspots (SN), precipitation (Pr), and maximum temperature (Tmax) in four main stations in the western area of Iran. In addition, the emphasis is on the impact of the decadal solar cycle on the variability of climatic quantities. Appropriate statistical methods were employed to investigate the relationships between reconstructed time series. The results demonstrated that the more intense intra-annual to inter-annual fluctuations of the SN signal are synchronized with the peak of the decadal component of sunspots. For the monthly precipitation, the deviation from the regular yearly pattern is markedly related to intense intra-annual variations in comparison to the inter-annual plus decadal variations. While the dominant mode of variability of the SN, which contains 89% of the variance, occurs at low frequencies according to cumulative spectral power (CSP), the contribution of this band in the variability is less than 10% for the Pr and is trivial for the Tmax. The result of wavelet coherence (WTC) analysis indicates a close connection between the variability of Tmax and Pr at different timescales over the region, except for the 32-128-month scale, which is free of significant common oscillations. Furthermore, a signature of a significant decadal fluctuation was also observed between Tmax and Pr which shows a completely different phase relationship for this timescale when compared to all smaller scales.

Keywords

Main Subjects


Addison, P.S., 2017. The Illustrated Wavelet Transform Handbook: Introductory Theory and Applications in Science, Engineering, Medicine and Finance. 2nd Edition, CRC Press.
Aparicioa A.J.P., Gallegoa, M.C., Antóna, M. & Vaquero, J.M., 2020. Relationship between solar activity and direct solar irradiance in Madrid (1910–1929). Atmospheric Research, 235: 104766.
Arking, A., 1991. The radiative effects of clouds and their impact on climate. Bulletin of the American Meteorological Society, 72: 795–813.
Audu, M.O. & Okeke, F.N., 2019. Investigation of possible connections between solar activity and climate change in Nigeria. SN Applied Sciences, 1: 149.
Borković, D. & Bronić, I.K., 2021. Solar activity cycles recorded in long-term data on tritium activity concentration in precipitation at Zagreb, Croatia. Radiation Physics and Chemistry, 188: 109646.
de la Casa, A.C. & Nasello, O.B., 2012. Low frequency oscillation of rainfall in Córdoba, Argentina, and its relation with solar cycles and cosmic rays. Atmospheric Research, 113: 140-146.
Duchon, C.E., 1979. Lanczos filtering in one and two dimensions. Journal of Applied Meteorology and Climatology, 18: 1016–1022. 
Fahad, Sh., Su, F., Khan, S.U. & et al 2023. Implementing a novel deep learning technique for rainfall forecasting via climatic variables: An approach via hierarchical clustering analysis. Science of The Total Environment, 854: 158860.
Fröhlich, C. & Lean, J., 2004. Solar radiative output and its variability: evidence and mechanisms. The Astronomy and Astrophysics Review, 12: 273-320.
Fu, C., James, A.L. & Wachowiak, M.P., 2012. Analyzing the combined influence of solar activity and El Niño on streamflow across southern Canada. Water Resources Research, 48: W05507.
Gil-Alana, L.A., Yaya, O.S. & Shittu, O.I., 2014. Global temperatures and sunspot numbers. Are they related?. Physica A: Statistical Mechanics and its Applications, 396: 42-50.
Grinsted, A., Moore, J.C. & Jevrejeva, S., 2004. Application of the cross wavelet transform and wavelet coherence to geophysical time series. Nonlinear Processes in Geophysics, 11: 561–566.
Gruzdev, A.N. & Bezverkhnii, V.A., 2019. Analysis of solar cycle-like signal in the North Atlantic Oscillation index. Journal of Atmospheric and Solar-Terrestrial Physics, 187: 53-62.
Haigh, J.D., 1996. The impact of solar variability on climate. SCIENCE, 272(5264): 981-984.
Han, J., Pei, J. & Tong, H., 2023. Data Mining: Concepts and Techniques. 4th Edition, Elsevier Inc.
Hassan, D., Iqbal, A., Hassan, S.A. & et al 2016. Sunspots and ENSO relationship using Markov method. Journal of Atmospheric and Solar-Terrestrial Physics, 137: 53–57.
Jakob, D. & Walland, D., 2016. Variability and long-term change in Australian temperature and precipitation extremes. Weather and Climate Extremes, 14: 36-55.
Kumar, V., Dhaka, S.K., Hitchman, M.H. & Yoden, S., 2023. The influence of solar-modulated regional circulations and galactic cosmic rays on global cloud distribution. Scientific Reports, 13: 3707.
Laurenz, L., Lüdecke, H.J. & Lünin, S., 2019. Influence of solar activity changes on European rainfall. Journal of Atmospheric and Solar-Terrestrial Physics, 185, 29-42.
Lovejoy, S. & Schertzer, D., 2013. The weather and climate: emergent laws and multifractal cascades. Cambridge University Press, First Cambridge Mathematical Library Edition, Cambridge, UK.  
Mansouri Daneshvar, M.R., Ebrahimi, M. & Nejadsoleymani, H., 2019. An overview of climate change in Iran: facts and statistics. Environmental Systems Research, 8:7.
Mares, C., Dobrica, V., Mares, I. & Demetrescu, C., 2022. Solar Signature in Climate Indices. Atmosphere, 13(11): 1898.
Meehl, G.A., Arblaster, J.M., Matthes, K. & et al 2009. Amplifying the pacific climate system response to a small 11-Year solar cycle forcing. SCIENCE, 325(5944): 1114-1118.
Mitchell, J.M., 1976. An overview of climatic variability and its causal mechanisms. Quaternary Research, 6: 481–493.
Neukom, R., Luterbacher, J., Villalba, R. & et al, 2010. Multi-centennial summer and winter precipitation variability in southern South America. Geophysical Research Letters, 37: L14708.
Neyestani, A., Karami Kh. & Gholami, S., 2022. Exploring the possible linkage between the precipitation and temperature over Iran and their association with the large-scale circulations: Cumulative spectral power and wavelet coherence approaches. Atmospheric Research, 274: 106187.
Ogurtsov, M., Veretenenko, S.V., Helama, S. & et al 2020. Assessing the signals of the Hale solar cycle in temperature proxy records from Northern Fennoscandia. Advances in Space Research, 66: 2113-2121.
Pexoto, J.P. & Oort, A.H., 1992. Physics of Climate. 1st Edition, American Institute of Physics.
Pendergrass, A.G., Knutti, R., Lehner, F. & et al 2017. Precipitation variability increases in a warmer climateScientific Reports, 7: 17966.
Peters, R.D., 2007. A new tool for seismology - the cumulative spectral power. Mercer University Macon, Georgia, online at http://physics.mercer.edu/hpage/CSP/cumulative.html.
Pham, B.T., Le, L.M., Le, T.T. & et al 2020. Development of advanced artificial intelligence models for daily rainfall prediction. Atmospheric Research, 237:104845.
Rasmusson, E.M. & Carpenter, T.H., 1982. Variations in tropical Sea surface temperature and surface wind fields associated with the Southern Oscillation/El Niño. Monthly Weather Review, 110: 354–384.
Roushangar, K., Alizadeh, F. & Adamowski, J., 2018. Exploring the effects of climatic variables on monthly precipitation variation using a continuous wavelet-based multiscale entropy approach. Environmental Research, 165: 176-192.
Roy, I. & Kripalani, R.H., 2019. The role of natural factors (part 1): addressing on mechanism of different types of ENSO, related teleconnections and solar influence. Theoretical and Applied Climatology, 137: 469–480.
S, A., T.E, G., V.G, H. & et al 2022. Amplitude modulation of sunspot cycles and its influence on monsoon rainfall variability and occurrences of major droughts in India. Theoretical and Applied Climatology, 149: 1419–1430.
Scafetta, N., 2014. Global temperatures and sunspot numbers. Are they related? Yes, but non linearly. A reply to Gil-Alana et al. (2014). Physica A: Statistical Mechanics and its Applications, 413: 329-342.
Sfîcă, L., Iordache, I. & Voiculescu, M., 2018. Solar signal on regional scale: A study of possible solar impact upon Romania's climate. Journal of Atmospheric and Solar-Terrestrial Physics, 177: 257-265.
Svensmark, J., Enghoff, M.B., Shaviv, N.J. & Svensmark, H., 2016. The response of clouds and aerosols to cosmic ray decreases. Journal of Geophysical Research: Space Physics, 121(9): 8152–8181.
Svensmark, H. & Friis-Christensen, E., 1997. Variation of cosmic ray flux and global cloud coverage – a missing link in Solar-climate relationships. Journal of Atmospheric and Solar-Terrestrial Physics, 59: 1225–1232.
Thiéblemont, R., Matthes, K., Omrani, N.E. & et al 2015. Solar forcing synchronizes decadal North Atlantic climate variability. Nature Communications, 6: 8268.
Thomas, E., Joseph, I. & Abraham, N.P., 2023. Wavelet analysis of annual rainfall over Kerala and sunspot number. New Astronomy, 98: 101944.
Thomson, R.E. & Emery, W.J., 2014. Data Analysis Methods in Physical Oceanography. 3rd Edition, Elsevier Science.
Torrence, C. & Compo, G., 1998. A practical guide to wavelet analysis. Bulletin of the American Meteorological Society, 79: 61-78.
Torrence, C. & Webster, P.J., 1999. Interdecadal changes in the ENSO-Monsoon system. Journal of Climate, 12(8): 2679-2690.
Tsiropoula, G., 2003. Signatures of solar activity variability in meteorological parameters. Journal of Atmospheric and Solar-Terrestrial Physics, 65(4): 469–482.
Unnikrishnan, P. & Jothiprakash, V., 2018. Daily rainfall forecasting for one year in a single run using Singular Spectrum Analysis. Journal of Hydrology, 561: 609-621.
Velasco, V.M. & Mendoza, B., 2008. Assessing the relationship between solar activity and some large scale climatic phenomena. Advances in Space Research, 42(5): 866-878.
Wilks, D.S., 2019. Statistical Methods in the Atmospheric Sciences. 4th Edition, Elsevier.
von der Heydt, A.S., Ashwin, P., Camp, C.D. & et al 2021. Quantification and interpretation of the climate variability record. Global and Planetary Change, 197: 1-20.
Xu, J. & Powell, A.M., 2013. What happened to surface temperature with sunspot activity in the past 130 years?. Theoretical and Applied Climatology, 111: 609–622.
Yilmaz, E., Akdi, Y., Uğurca, E & et al 2021. Precipitation cycles in Turkey. Theoretical and Applied Climatology, 143: 1299–1314.
Zhai, Q., 2017. Influence of solar activity on the precipitation in the North-central China. New Astronomy, 51: 161-168.
Zhang, L., Liu, Y., Zhan, H. & et al 2021. Influence of solar activity and EI Nino-Southern Oscillation on precipitation extremes, streamflow variability and flooding events in an arid-semiarid region of China. Journal of Hydrology, 601: 126630.
Zhang, X., Xu, Y., Hao, F. & et al 2019. Hydrological components variability under the impact of climate change in a semi-arid river basin. Water, 11(6):1122.