[图书][B] Data-driven fluid mechanics: combining first principles and machine learning

MA Mendez, A Ianiro, BR Noack, SL Brunton - 2023 - books.google.com
Data-driven methods have become an essential part of the methodological portfolio of fluid
dynamicists, motivating students and practitioners to gather practical knowledge from a …

Wavelet-based resolvent analysis of non-stationary flows

E Ballouz, B Lopez-Doriga, STM Dawson… - Journal of Fluid …, 2024 - cambridge.org
This work introduces a formulation of resolvent analysis that uses wavelet transforms rather
than Fourier transforms in time. Under this formulation, resolvent analysis may extend to …

Spatial detection and hierarchy analysis of large-scale particle clusters in wall-bounded turbulence

G Cui, I Ruhman, I Jacobi - Journal of Fluid Mechanics, 2022 - cambridge.org
Large-scale inertial particle clustering in a turbulent boundary layer (TBL) was investigated
experimentally by two-colour particle-image velocimetry and particle-tracking velocimetry …

Intrinsic phase-based proper orthogonal decomposition (IPhaB POD): a method for physically interpretable modes in near-periodic systems

A Borra, Z Flynn, A Goza, T Saxton-Fox - Journal of Fluid Mechanics, 2025 - cambridge.org
Fluid dynamics systems driven by dominant, near-periodic dynamics are common across
wakes, jets, rotating machinery and high-speed flows. Traditional modal decomposition …

A sparsity-promoting resolvent analysis for the identification of spatiotemporally-localized amplification mechanisms

B Lopez-Doriga, E Ballouz, HJ Bae… - AIAA SCITECH 2023 …, 2023 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2023-0677. vid This work introduces a
variant of resolvent analysis that identifies forcing and response modes that are sparse in …

Wavelet-based resolvent analysis for statistically-stationary and temporally-evolving flows

E Ballouz, B Lopez-Doriga, ST Dawson… - AIAA SCITECH 2023 …, 2023 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2023-0676. vid This work introduces a
formulation of resolvent analysis that uses wavelet transforms rather than Fourier transforms …

Dynamic mode structure of active turbulence

RJ Henshaw, OG Martin, JS Guasto - Physical Review Fluids, 2023 - APS
Dense suspensions of swimming bacteria exhibit chaotic flow patterns that promote the
mixing and transport of resources and signaling chemicals within cell colonies. While the …

A novel tensor-based modal decomposition method for reduced order modeling and optimal sparse sensor placement

Z Zhong, X Hua, Z Zhai, M Ma - Aerospace Science and Technology, 2024 - Elsevier
Data-driven modal decomposition methods have become fundamental algorithms in
constructing reduced order models (ROMs), which serve as a critical tool in the digital twin …

A New Method for 2D-Adapted Wavelet Construction: An Application in Mass-Type Anomalies Localization in Mammographic Images

D Valdés-Santiago, AM León-Mecías… - Applied Sciences, 2024 - mdpi.com
This contribution presents a wavelet-based algorithm to detect patterns in images. A two-
dimensional extension of the DST-II is introduced to construct adapted wavelets using the …

Predicting burst events in a forced 2D flow: A wavelet-based analysis

A Madhusudanan, RR Kerswell - arXiv preprint arXiv:2403.05263, 2024 - arxiv.org
Predicting and perhaps mitigating against rare, extreme events in fluid flows is an important
challenge. Due to the time-localized nature of these events, Fourier-based methods prove …