Science China Technological Sciences, Journal Year: 2023, Volume and Issue: 66(9), P. 2586 - 2596
Published: Aug. 21, 2023
Language: Английский
Science China Technological Sciences, Journal Year: 2023, Volume and Issue: 66(9), P. 2586 - 2596
Published: Aug. 21, 2023
Language: Английский
Chaos An Interdisciplinary Journal of Nonlinear Science, Journal Year: 2024, Volume and Issue: 34(3)
Published: March 1, 2024
Nonlinear dynamical systems with control parameters may not be well modeled by shallow neural networks. In this paper, the stable fixed-point solutions, periodic and chaotic solutions of parameter-dependent Lorenz system are learned simultaneously via a very deep network. The proposed learning model consists large number identical linear layers, which provide excellent nonlinear mapping capability. Residual connections applied to ease flow information training dataset is further utilized. Extensive numerical results show that can accurately forecasted for several Lyapunov times long-term predictions achieved solutions. Additionally, characteristics such as bifurcation diagrams largest exponents recovered from Finally, principal factors contributing high prediction accuracy discussed.
Language: Английский
Citations
7Journal of Fluids and Structures, Journal Year: 2023, Volume and Issue: 121, P. 103920 - 103920
Published: July 5, 2023
Language: Английский
Citations
13Aerospace Science and Technology, Journal Year: 2023, Volume and Issue: 138, P. 108323 - 108323
Published: April 11, 2023
Language: Английский
Citations
11Nonlinear Dynamics, Journal Year: 2024, Volume and Issue: 112(6), P. 4687 - 4703
Published: Feb. 2, 2024
Language: Английский
Citations
4Physics of Fluids, Journal Year: 2024, Volume and Issue: 36(3)
Published: March 1, 2024
We numerically investigate the forced synchronization of self-excited flow behind a plunging airfoil in ground effect at Reynolds number Re = 1000. On varying amplitude and frequency, we find rich array nonlinear dynamics, such as period-1 limit cycle due to natural vortex shedding well two-frequency quasiperiodicity on torus attractor (T2). For certain non-resonant frequencies without surface, that low-dimensional chaos emerges via Ruelle–Takens–Newhouse route. However, can be suppressed by introducing inducing direct transition from T2 1:1 phase locking rises over boundaries Arnold tongue. Apart suppressing chaos, surface also causes lift drag coefficients become less sensitive motion itself. Knowledge critical conditions required for could useful various engineering applications, design pico air vehicles.
Language: Английский
Citations
4Communications in Nonlinear Science and Numerical Simulation, Journal Year: 2025, Volume and Issue: 145, P. 108707 - 108707
Published: Feb. 27, 2025
Citations
0The European Physical Journal Special Topics, Journal Year: 2025, Volume and Issue: unknown
Published: March 11, 2025
Language: Английский
Citations
0Chaos An Interdisciplinary Journal of Nonlinear Science, Journal Year: 2025, Volume and Issue: 35(3)
Published: March 1, 2025
Rate-dependent tipping that concerns the effects of rate parameter change on sudden transitions has been revealed in thermoacoustic systems. However, conventional models cannot accurately portray intermittent oscillations observed experiments. This study explores behaviors a system with secondary bifurcation, simultaneously accounting for coupling and colored noise. Particularly, model contains higher-order nonlinearities, which lead to emergence both supercritical subcritical bifurcations. It can qualitatively reproduce dynamics system. We perform transient analysis via stochastic averaging method explore influence mechanisms noise phenomenon. The results show exhibits phenomenon from desired state instability through intermittency. Interestingly, causes delay tipping, while its increase enlarges amplitude oscillations. In addition, changes an abrupt smooth large intensities.
Language: Английский
Citations
0International Journal of Mechanical Sciences, Journal Year: 2025, Volume and Issue: unknown, P. 110334 - 110334
Published: May 1, 2025
Language: Английский
Citations
0Physica A Statistical Mechanics and its Applications, Journal Year: 2022, Volume and Issue: 606, P. 128146 - 128146
Published: Sept. 5, 2022
Language: Английский
Citations
17