4.7 Article

Unsupervised modelling of a transitional boundary layer

Related references

Note: Only part of the references are listed.
Review Chemistry, Multidisciplinary

Unsupervised Learning Methods for Molecular Simulation Data

Aldo Glielmo et al.

Summary: This review provides a comprehensive overview of the importance of unsupervised learning in analyzing data from atomistic and molecular simulations, discussing state-of-the-art algorithms and methods in feature representation, dimensionality reduction, density estimation, clustering, and kinetic models. The article is well-structured, with detailed discussions in each section on the mathematical and algorithmic foundations, strengths and limitations of each method, and specific applications in analyzing molecular simulation data.

CHEMICAL REVIEWS (2021)

Article Mechanics

Cluster-based network model

Hao Li et al.

Summary: An automatable data-driven methodology for robust nonlinear reduced-order modelling is proposed, utilizing kinematical coarse-graining and directed network construction to resolve coherent-structure evolution.

JOURNAL OF FLUID MECHANICS (2021)

Review Mechanics

Machine Learning for Fluid Mechanics

Steven L. Brunton et al.

ANNUAL REVIEW OF FLUID MECHANICS, VOL 52 (2020)

Article Mechanics

Monte Carlo science

Javier Jimenez

JOURNAL OF TURBULENCE (2020)

Article Mechanics

On the effect of free-stream turbulence on boundary-layer transition

Jens H. M. Fransson et al.

JOURNAL OF FLUID MECHANICS (2020)

Article Mechanics

Cluster-based feedback control of turbulent post-stall separated flows

Aditya G. Nair et al.

JOURNAL OF FLUID MECHANICS (2019)

Article Mechanics

Metric for attractor overlap

Rishabh Ishar et al.

JOURNAL OF FLUID MECHANICS (2019)

Article Computer Science, Interdisciplinary Applications

Towards fully-resolved PIV measurements in high Reynolds number turbulent boundary layers with DSLR cameras

C. M. de Silva et al.

JOURNAL OF VISUALIZATION (2018)

Article Computer Science, Interdisciplinary Applications

Detection algorithm for turbulent interfaces and large-scale structures in intermittent flows

Jin Lee et al.

COMPUTERS & FLUIDS (2018)

Article Thermodynamics

Perspectives on the Phenomenology and Modeling of Boundary Layer Transition

Paul A. Durbin

FLOW TURBULENCE AND COMBUSTION (2017)

Article Multidisciplinary Sciences

Transitional-turbulent spots and turbulent-turbulent spots in boundary layers

Xiaohua Wu et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2017)

Article Mechanics

Cluster-based control of a separating flow over a smoothly contoured ramp

Eurika Kaiser et al.

THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS (2017)

Article Mechanics

Properties of the turbulent/non-turbulent interface in boundary layers

Guillem Borrell et al.

JOURNAL OF FLUID MECHANICS (2016)

Article Mechanics

Data-enabled prediction of streak breakdown in pressure-gradient boundary layers

M. J. Philipp Hack et al.

JOURNAL OF FLUID MECHANICS (2016)

Review Mechanics

Closed-Loop Turbulence Control: Progress and Challenges

Steven L. Brunton et al.

APPLIED MECHANICS REVIEWS (2015)

Article Mechanics

The turbulent/non-turbulent interface and entrainment in a boundary layer

Kapil Chauhan et al.

JOURNAL OF FLUID MECHANICS (2014)

Article Mechanics

Cluster-based reduced-order modelling of a mixing layer

Eurika Kaiser et al.

JOURNAL OF FLUID MECHANICS (2014)

Proceedings Paper Mathematics, Applied

Cluster-Based Reduced-Order Modelling of Shear Flows

Eurika Kaiser et al.

BAYESIAN INFERENCE AND MAXIMUM ENTROPY METHODS IN SCIENCE AND ENGINEERING, MAXENT 2013 (2014)

Article Thermodynamics

From Streaks to Spots and on to Turbulence: Exploring the Dynamics of Boundary Layer Transition

Tamer A. Zaki

FLOW TURBULENCE AND COMBUSTION (2013)

Article Mathematics, Interdisciplinary Applications

Intelligent Choice of the Number of Clusters in K-Means Clustering: An Experimental Study with Different Cluster Spreads

Mark Ming-Tso Chiang et al.

JOURNAL OF CLASSIFICATION (2010)

Article Mechanics

On streak breakdown in bypass transition

Philipp Schlatter et al.

PHYSICS OF FLUIDS (2008)

Review Mathematics, Interdisciplinary Applications

K-means clustering:: A half-century synthesis

Douglas Steinley

BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY (2006)

Article Mechanics

Mode interaction and the bypass route to transition

TA Zaki et al.

JOURNAL OF FLUID MECHANICS (2005)

Article Mechanics

Disturbance growth in boundary layers subjected to free-stream turbulence

M Matsubara et al.

JOURNAL OF FLUID MECHANICS (2001)

Article Mechanics

On the breakdown of boundary layer streaks

P Andersson et al.

JOURNAL OF FLUID MECHANICS (2001)

Article Mechanics

Simulations of bypass transition

RG Jacobs et al.

JOURNAL OF FLUID MECHANICS (2001)

Article Statistics & Probability

Estimating the number of clusters in a data set via the gap statistic

R Tibshirani et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2001)