Abstract
We apply the recently improved version of the 0–1 test for chaos to real experimental time series of laser droplet generation process. In particular two marginal regimes of dripping are considered: spontaneous and forced dripping. The outcomes of the test reveal that both spontaneous and forced dripping time series can be characterized as chaotic, which coincides with the previous analysis based on nonlinear time series analysis.
Similar content being viewed by others
References
Lui, H.: Science and Engineering of Droplets. Noyes, New York (2000)
Govekar, E., Jerič, A., Weigl, M., Schmidt, M.: Laser droplet generation: application to droplet joining. CIRP Ann. 58, 205–208 (2009)
Kokalj, T., Klemenčič, J., Mužič, P., Grabec, I., Govekar, E.: Analysis of the laser droplet formation process. J. Manuf. Sci. Eng. 128, 307–314 (2006)
Krese, B., Perc, M., Govekar, E.: The dynamics of laser droplet generation. Chaos 20, 013129-1-7 (2010)
Nayfeh, A.H., Balachandran, B.: Applied Nonlinear Dynamics: Analytical, Computational and Experimental Methods. Wiley-Interscience, New York (1995)
Abarbanel, H.D.I.: Analysis of Observed Chaotic Data. Springer, New York (1996)
Kantz, H., Schreiber, T.: Nonlinear Time Series Analysis. Cambridge University Press, Cambridge (2004)
Kodba, S., Perc, M., Marhl, M.: Detecting chaos from a time series. Eur. J. Phys. 26, 205–215 (2005)
Schreiber, T.: Interdisciplinary application of nonlinear time series methods. Phys. Rep. 308, 1–64 (1999)
Benko, T.P., Perc, M.: Nonlinearities in mating sounds of American crocodiles. Biosystems 97, 154–159 (2009)
Benko, T.P., Perc, M.: Singing of Neoconocephalus robustus as an example of deterministic chaos in insects. J. Biosci. 32, 797–804 (2007)
Benko, T.P., Perc, M.: Deterministic chaos in sounds of Asian cicadas. J. Biol. Syst. 14, 555–566 (2006)
Perc, M.: Nonlinear time series analysis of the human electrocardiogram. Eur. J. Phys. 26, 757–768 (2005)
Perc, M.: The dynamics of human gait. Eur. J. Phys. 26, 525–534 (2005)
Gradišek, J., Govekar, E., Grabec, I.: Using coarse-grained entropy rate to detect chatter in cutting. J. Sound Vib. 214, 941–952 (1998)
Litak, G., Sen, A.K., Syta, A.: Intermittent and chaotic vibrations in a regenerative cutting process. Chaos Solitons Fractals 41, 2115–2122 (2009)
Gottwald, G.A., Melbourne, I.: A new test for chaos in deterministic systems. Proc. R. Soc. Lond. A 460, 603–611 (2004)
Schreiber, T.: Detecting and analysing nonstationarity in a time series with nonlinear cross-predictions. Phys. Rev. Lett. 78, 843–846 (1997)
Kaplan, D.T., Glass, L.: Direct test for determinism in a time series. Phys. Rev. Lett. 68, 427–430 (1992)
Falconer, I., Gottwald, G.A., Melbourne, I., Wormnes, K.: Application of the 0–1 test for chaos to experimental data. SIAM J. Appl. Dyn. Syst. 6, 395–402 (2007)
Gottwald, G.A., Melbourne, I.: On the implementation of the 0–1 test for chaos. SIAM J. Appl. Dyn. Syst. 8, 129–145 (2009)
Krese, B., Perc, M., Govekar, E.: Experimental observation of a chaos-to-chaos transition in laser droplet generation. Int. J. Bifurc. Chaos (in press). doi:10.1142/S0218127411029367
Wolf, A., Swift, J.B., Swinney, H.L., Vastano, J.A.: Determining Lyapunov exponents from a time series. Physica D 16, 285–317 (1985)
Eckmann, J.-P., Kamphorst, S.O., Ruelle, D., Ciliberto, S.: Liapunov exponents from time series. Phys. Rev. A 34, 4971–4979 (1986)
Fraser, A.M., Swinney, H.L.: Independent coordinates for strange attractors from mutual information. Phys. Rev. A 33, 1134–1140 (1986)
Kennel, M.B., Brown, R., Abarbanel, H.D.I.: Determining embedding dimension for phase-space reconstruction using a geometrical construction. Phys. Rev. A 45, 3403–3411 (1992)
Gottwald, G.A., Melbourne, I.: Testing for chaos in deterministic systems with noise. Physica D 212, 100–110 (2005)
Gottwald, G.A., Melbourne, I.: On the validity of the 0–1 test for chaos. Nonlinearity 22, 1367–1382 (2009)
Litak, G., Syta, A., Wiercigroch, M.: Identification of chaos in a cutting process by the 0–1 test. Chaos Solitons Fractals 40, 2095–2101 (2009)
Syta, A., Litak, G.: Stochastic description of the deterministic Ricker’s population model. Chaos Solitons Fractals 37, 262–268 (2008)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Krese, B., Govekar, E. Nonlinear analysis of laser droplet generation by means of 0–1 test for chaos. Nonlinear Dyn 67, 2101–2109 (2012). https://doi.org/10.1007/s11071-011-0132-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11071-011-0132-1