Abstract
This paper analyzes several natural and man-made complex phenomena in the perspective of dynamical systems. Such phenomena are often characterized by the absence of a characteristic length-scale, long range correlations and persistent memory, which are features also associated to fractional order systems. For each system, the output, interpreted as a manifestation of the system dynamics, is analyzed by means of the Fourier transform. The amplitude spectrum is approximated by a power law function and the parameters are interpreted as an underlying signature of the system dynamics. The complex systems under analysis are then compared in a global perspective in order to unveil and visualize hidden relationships among them.
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Aggarwal, C.C., Hinneburg, A., Keim, D.A.: On the Surprising Behavior of Distance Metrics in High Dimensional Space. Springer, New York (2001)
Albert, R., Jeong, H., Barabási, A.L.: Error and attack tolerance of complex networks. Nature 406(6794), 378–382 (2000)
Amaral, L.A.N., Scala, A., Barthelemy, M., Stanley, H.E.: Classes of small-world networks. Proc. Natl. Acad. Sci. 97(21), 11,149–11,152 (2000)
Baleanu, D.: Fractional Calculus: Models and Numerical Methods, vol. 3. World Scientific, London (2012)
Bar-Yam, Y.: Dynamics of Complex Systems, vol. 213. Addison-Wesley Reading, MA (1997)
Barabási, A.L., Jeong, H., Néda, Z., Ravasz, E., Schubert, A., Vicsek, T.: Evolution of the social network of scientific collaborations. Phys. A Stat. Mech. Appl. 311(3), 590–614 (2002)
Carlson, J.M., Langer, J.S., Shaw, B.E.: Dynamics of earthquake faults. Rev. Mod. Phys. 66(2), 657 (1994)
Cox, T.F., Cox, M.A.: Multidimensional Scaling. CRC Press, USA (2000)
Denton, F.T., Feaver, C.H., Spencer, B.G.: Time series analysis and stochastic forecasting: an econometric study of mortality and life expectancy. J. Popul. Econ. 18(2), 203–227 (2005)
Edwards, R., LaDue, J.G., Ferree, J.T., Scharfenberg, K., Maier, C., Coulbourne, W.L.: Tornado intensity estimation: Past, present, and future. Bull. Am. Meteorol. Soc. 94(5), 641–653 (2013)
Ehrlich, P.R., Ehrlich, A.H.: The population explosion. Simon and Schuster, New York (1990)
Goldberger, A.L., Amaral, L.A., Glass, L., Hausdorff, J.M., Ivanov, P.C., Mark, R.G., Mietus, J.E., Moody, G.B., Peng, C.K., Stanley, H.E.: Physiobank, physiotoolkit, and physionet components of a new research resource for complex physiologic signals. Circulation 101(23), e215–e220 (2000)
Gutenberg, B., Richter, C.F.: Frequency of earthquakes in California. Bull. Seismol. Soc. Am. 34(4), 185–188 (1944)
Guzzetti, F., Malamud, B.D., Turcotte, D.L., Reichenbach, P.: Power-law correlations of landslide areas in central Italy. Earth Planet. Sci. Lett. 195(3), 169–183 (2002)
Hartigan, J.A.: Clustering Algorithms. Wiley, New York (1975)
Houze, R.A.: Structures of atmospheric precipitation systems: a global survey. Radio Sci. 16(5), 671–689 (1981)
Huang, W.Q., Zhuang, X.T., Yao, S.: A network analysis of the Chinese stock market. Phys. A Stat. Mech. Appl. 388(14), 2956–2964 (2009)
Huberman, B.A., Pirolli, P.L., Pitkow, J.E., Lukose, R.M.: Strong regularities in world wide web surfing. Science 280(5360), 95–97 (1998)
Ionescu, C.M.: The Human Respiratory System: An Analysis of the Interplay Between Anatomy, Structure, Breathing and Fractal Dynamics. Springer, New York (2013)
Ionescu, C.M., De Keyser, R.: Relations between fractional-order model parameters and lung pathology in chronic obstructive pulmonary disease. IEEE Trans. Biomed. Eng. 56(4), 978–987 (2009)
Johnson, N.F., Jefferies, P., Hui, P.M.: Financial market complexity. University Press, Oxford (2003)
Kato, A., Murai, J., Katsuno, S., Asami, T.: An internet traffic data repository: the architecture and the design policy. In: Proceedings of INET’99 (1999)
Kenwood, A.G., Graff, M., Lougheed, A.: Growth of the International Economy, pp. 1820–2015. Routledge, London (2013)
Keshner, M.S.: 1/f Noise. Proc. IEEE 70(3), 212–218 (1982)
Lee, C.K., Juang, L.C., Wang, C.C., Liao, Y.Y., Yu, C.C., Liu, Y.C., Ho, D.S.: Scaling characteristics in ozone concentration time series (octs). Chemosphere 62(6), 934–946 (2006)
Lee, J.W.: International trade, distortions and long-run economic growth. Staff. Pap. Int. Monet. Fund. 40(2), 299–328 (1993)
Lim, G., Kim, S., Kim, J., Kim, P., Kang, Y., Park, S., Park, I., Park, S.B., Kim, K.: Structure of a financial cross-correlation matrix under attack. Phys. A Stat. Mech. Appl. 388(18), 3851–3858 (2009)
Lima, M.F., Machado, J., Costa, A.C.: A multidimensional scaling analysis of musical sounds based on pseudo phase plane. In: Abstract and Applied Analysis, vol. 2012. Hindawi Publishing Corporation (2012)
Lopes, A.M., Machado, J.T.: Dynamical behaviour of multi-particle large-scale systems. Nonlinear Dyn. 69(3), 913–925 (2012)
Lopes, A.M., Tenreiro Machado, J.: Analysis of temperature time-series: embedding dynamics into the mds method. Commun. Nonlinear Sci. Numer. Simul. 19(4), 851–871 (2014)
Lopes, A.M., Tenreiro Machado, J., Pinto, C., Galhano, A.M.: Fractional dynamics and mds visualization of earthquake phenomena. Comput. Math. Appl. 66(5), 647–658 (2013)
Machado, J.A.T., Lopes, A.M.: Analysis and visualization of seismic data using mutual information. Entropy 15(9), 3892–3909 (2013)
Machado, J.T.: And I say to myself: “What a fractional world”. Fract. Calc. Appl. Anal. 14(4), 635–654 (2011)
Machado, J.T., Costa, A.C., Lima, M.F.: Dynamical analysis of compositions. Nonlinear Dyn. 65(4), 399–412 (2011)
Mandelbrot, B.B.: The Fractal Geometry of Nature, vol. 173. Macmillan, New York (1983)
Mandelbrot, B.B., Van Ness, J.W.: Fractional brownian motions, fractional noises and applications. SIAM Rev. 10(4), 422–437 (1968)
Mantegna, R.N., Stanley, H.E.: Introduction to Econophysics: Correlations and Complexity in Finance. Cambridge University Press, Cambridge (2000)
Nan, X., Jinghua, X.: The fractal dimension of eeg as a physical measure of conscious human brain activities. Bull. Math. Biol. 50(5), 559–565 (1988)
Park, K., Willinger, W.: The Internet as a Large-Scale Complex System, vol. 3. Oxford University Press, Oxford (2005)
Pinto, C., Lopes, A.M., Machado, J.: A review of power laws in real life phenomena. Commun. Nonlinear Sci. Numer. Simul. 17(9), 3558–3578 (2012)
Porporato, A., Ridolfi, L.: Nonlinear analysis of river flow time sequences. Water Resour. Res. 33(6), 1353–1367 (1997)
Prawirodirdjo, L., Bock, Y.: Instantaneous global plate motion model from 12 years of continuous gps observations. J. Geophys. Res. Solid Earth (1978–2012) 109(B8) (2004)
Robertazzi, T.G., Sarachik, P.: Self-organizing communication networks. Commun. Mag. IEEE 24(1), 28–33 (1986)
Rose-Anderssen, C., Allen, P., Tsinopoulos, C., McCarthy, I.: Innovation in manufacturing as an evolutionary complex system. Technovation 25(10), 1093–1105 (2005)
Shannon, C.E.: A mathematical theory of communication. ACM SIGMOBILE Mob. Comput. Commun. Rev. 5(1), 3–55 (2001)
Shaw, B.E.: Generalized omori law for aftershocks and foreshocks from a simple dynamics. Geophys. Res. Lett. 20(10), 907–910 (1993)
Simmons, K.M., Sutter, D., Pielke, R.: Normalized tornado damage in the United States: 1950–2011. Environ. Hazards 12(2), 132–147 (2013)
Sivakumar, B., Jayawardena, A., Fernando, T.: River flow forecasting: use of phase-space reconstruction and artificial neural networks approaches. J. Hydrol. 265(1), 225–245 (2002)
Solomon, S., Plattner, G.K., Knutti, R., Friedlingstein, P.: Irreversible climate change due to carbon dioxide emissions. Proc. Natl. Acad. Sci. 106(6), 1704–1709 (2009)
Sornette, D., Pisarenko, V.: Fractal plate tectonics. Geophys. Res. Lett. 30(3) (2003)
Strogatz, S.H.: Exploring complex networks. Nature 410(6825), 268–276 (2001)
Tenreiro Machado, J.: Accessing complexity from genome information. Commun. Nonlinear Sci. Numer. Simul. 17(6), 2237–2243 (2012)
Tenreiro Machado, J., Lopes, A.M.: Dynamical analysis of the global warming. Math. Probl. Eng. (2012)
Turcotte, D.L., Malamud, B.D.: Earthquakes as a complex system. Int. Geophys. Ser. 81(A), 209–228 (2002)
Varotsos, C., Kirk-Davidoff, D.: Long-memory processes in ozone and temperature variations at the region 60 s–60 n. Atmos. Chem. Phys. 6(12), 4093–4100 (2006)
Vuglinskiy, V.: Assessment of the status of the development of the standards for the terrestrial essential climate variables, t4: Water level (water level in lakes and reservoirs, water storage). Glob. Terr. Obs. Syst. (2009)
Zhang, W.B.: Theory of complex systems and economic dynamics. Nonlinear Dyn. Psychol. Life Sci. 6(2), 83–101 (2002)
Zhao, L., Zurbuchen, T., Fisk, L.: Global distribution of the solar wind during solar cycle 23: ACE observations. Geophys. Res. Lett. 36(14) (2009)
Acknowledgments
The authors acknowledge the inspiration of the paintings ‘The Persistence of Memory’ (http://en.wikipedia.org/wiki/The_Persistence_of_Memory) and ‘The Disintegration of the Persistence of Memory’ (http://en.wikipedia.org/wiki/The_Disintegration_of_the_Persistence_of_Memory), by Salvador Dali (http://en.wikipedia.org/wiki/Salvador_Dal%C3%AD).
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Tenreiro Machado, J.A., Lopes, A.M. The Persistence of Memory. Nonlinear Dyn 79, 63–82 (2015). https://doi.org/10.1007/s11071-014-1645-1
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DOI: https://doi.org/10.1007/s11071-014-1645-1