Ultra-Chaos: An Insurmountable Objective Obstacle of Reproducibility and Replication

Ultra-Chaos: An Insurmountable Objective Obstacle of Reproducibility and Replication

Year:    2022

Author:    Shijun Liao, Shijie Qin

Advances in Applied Mathematics and Mechanics, Vol. 14 (2022), Iss. 4 : pp. 799–815

Abstract

In this paper, a new concept, i.e., ultra-chaos, is proposed for the first time. Unlike a normal-chaos, statistical properties such as the probability density functions (PDF) of an ultra-chaos are sensitive to tiny disturbances. We illustrate that ultra-chaos is widely existed and thus has general scientific meanings. It is found that statistical non-reproducibility is an inherent property of an ultra-chaos so that an ultra-chaos is at a higher-level of disorder than a normal-chaos. Thus, it is impossible in practice to replicate experimental/numerical results of an ultra-chaos even in statistical meanings, since random environmental noises always exist and are out of control. Thus, the ultra-chaos should be an insurmountable obstacle of reproducibility and replicability. Similar to Gödel's incompleteness theorem, such kind of "incompleteness of reproducibility" reveals a limitation of our traditional scientific paradigm based on reproducible experiments, which can be traced back to Galileo. The ultra-chaos opens a new door and possibility to study chaos theory, turbulence theory, computational fluid dynamics (CFD), the statistical significance, reproducibility crisis, and so on.

You do not have full access to this article.

Already a Subscriber? Sign in as an individual or via your institution

Journal Article Details

Publisher Name:    Global Science Press

Language:    English

DOI:    https://doi.org/10.4208/aamm.OA-2021-0364

Advances in Applied Mathematics and Mechanics, Vol. 14 (2022), Iss. 4 : pp. 799–815

Published online:    2022-01

AMS Subject Headings:    Global Science Press

Copyright:    COPYRIGHT: © Global Science Press

Pages:    17

Keywords:    Chaos statistical stability reproducibility and replication.

Author Details

Shijun Liao

Shijie Qin

  1. Is a direct numerical simulation (DNS) of Navier-Stokes equations with small enough grid spacing and time-step definitely reliable/correct?

    Qin, Shijie | Yang, Yu | Huang, Yongxiang | Mei, Xinyu | Wang, Lipo | Liao, Shijun

    Journal of Ocean Engineering and Science, Vol. 9 (2024), Iss. 3 P.293

    https://doi.org/10.1016/j.joes.2024.04.002 [Citations: 2]
  2. Ultra-chaos of a mobile robot: A higher disorder than normal-chaos

    Yang, Yu | Qin, Shijie | Liao, Shijun

    Chaos, Solitons & Fractals, Vol. 167 (2023), Iss. P.113037

    https://doi.org/10.1016/j.chaos.2022.113037 [Citations: 17]
  3. A kind of Lagrangian chaotic property of the Arnold–Beltrami–Childress flow

    Qin, Shijie | Liao, Shijun

    Journal of Fluid Mechanics, Vol. 960 (2023), Iss.

    https://doi.org/10.1017/jfm.2023.190 [Citations: 8]
  4. Three-body problem — From Newton to supercomputer plus machine learning

    Liao, Shijun | Li, Xiaoming | Yang, Yu

    New Astronomy, Vol. 96 (2022), Iss. P.101850

    https://doi.org/10.1016/j.newast.2022.101850 [Citations: 18]
  5. The disturbance influence on vibration of a belt device driven by a crank mechanism

    Lampart, Marek | Zapoměl, Jaroslav

    Chaos, Solitons & Fractals, Vol. 173 (2023), Iss. P.113634

    https://doi.org/10.1016/j.chaos.2023.113634 [Citations: 2]
  6. Ultra-chaos of square thin plate in low Earth orbit

    Zhang, Bo | Yang, Yu | Liao, Shijun

    Acta Mechanica Sinica, Vol. 40 (2024), Iss. 5

    https://doi.org/10.1007/s10409-023-23428-x [Citations: 0]
  7. Attractor-driven matter

    Valani, R. N. | Paganin, D. M.

    Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 33 (2023), Iss. 2

    https://doi.org/10.1063/5.0107401 [Citations: 4]
  8. Ultra-Chaos in the Motion of Walking Droplet

    Yang, Yu | Qin, Shijie | Liao, Shijun

    International Journal of Bifurcation and Chaos, Vol. 33 (2023), Iss. 16

    https://doi.org/10.1142/S0218127423501912 [Citations: 0]
  9. Ultra-chaotic motion in the hexagonal Beltrami flow

    Hu, Tianli | Liao, Shijun

    AIP Advances, Vol. 13 (2023), Iss. 8

    https://doi.org/10.1063/5.0158074 [Citations: 0]