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
Nonlinear Dynamics, Journal Year: 2023, Volume and Issue: 111(22), P. 20661 - 20697
Published: Oct. 13, 2023
Language: Английский
Citations
10Physics of Fluids, Journal Year: 2024, Volume and Issue: 36(9)
Published: Sept. 1, 2024
In recent years, the flow-induced vibration and noise in automotive refrigerant system gradually become main factor affecting driving comfort. However, relationship of flow pattern, vibration, is not clear, pattern identification easy but necessary. this paper, a series experiments are conducted to investigate flow-induce near thermal expansion valve an automobile system. The closely related startup processes. Mist flow, which contains more mist two-phase mixture than transition wispy-annular leads largest amplitude strong broadband hiss noise. Moreover, increase compressor speed promotes time domain has no effect on distribution peaks frequency spectrum. Finally, short-time Fourier transform convolutional neural network combined method for developed based After using transfer learning data augmentation, four trained architectures show relatively high accuracy above 94% test set. Among them, ResNet34 only highest 98.8% also can recognize each type pattern. generalization help engineers patterns air conditioning without visualization need measure sound signals.
Language: Английский
Citations
3Chaos An Interdisciplinary Journal of Nonlinear Science, Journal Year: 2022, Volume and Issue: 32(7)
Published: July 1, 2022
This study focuses on characterizing the bifurcation scenario and underlying synchrony behavior in a nonlinear aeroelastic system under deterministic as well stochastic inflow conditions. Wind tunnel experiments are carried out for canonical pitch-plunge subjected to dynamic stall The is observed undergo subcritical Hopf bifurcation, giving way large-amplitude limit cycle oscillations (LCOs) flutter regime flow At this condition, we observe intermittent phase synchronization between pitch plunge modes near fold point, whereas via trapping point. Repeating conditions, two different responses: low amplitude noise-induced random (NIROs) high-amplitude LCOs (RLCOs) during flutter. present shows asynchrony NIRO regime. onset of RLCOs, persists even though relative distribution changes. With further increase velocity, To best authors' knowledge, first reporting experimental evidence an system, which great interest dynamics community. Furthermore, given ubiquitous presence stochasticity variety engineering systems, such wind turbine blades, helicopter unmanned aerial vehicles, findings will be directly beneficial efficient design futuristic systems.
Language: Английский
Citations
14Probabilistic Engineering Mechanics, Journal Year: 2023, Volume and Issue: 73, P. 103480 - 103480
Published: June 15, 2023
Language: Английский
Citations
7Science China Technological Sciences, Journal Year: 2023, Volume and Issue: 66(9), P. 2586 - 2596
Published: Aug. 21, 2023
Language: Английский
Citations
7