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Showing 1 to 4 of 4 for “"High-Order Moments"”.

  1. Statistical Analysis of High-Order Moments from Direct Numerical Simulation of a Turbulent Boundary Layer

    High-order zero-pressure-gradient turbulent boundary layer statistics are important for turbulence modeling efforts and insight into the nature of turbulent flow. In this thesis, a complete database of third-, fourth-, and fifth-order central velocity moments is presented. The statistics were …

    unm Repository record for Statistical Analysis of High-Order Moments from Direct Numerical Simulation of a Turbulent Boundary Layer (opens in a new tab)

  2. Deep Time: Deep Learning Extensions to Time Series Factor Analysis with Applications to Uncertainty Quantification in Economic and Financial Modeling

    … to quantify and explain uncertainty through high-order moments in time series data, along with first principal-based improvements on the standard autoencoder and variational autoencoder. While the first-principal improvements on the standard variational autoencoder provide additional means of …

    vt Repository record for Deep Time: Deep Learning Extensions to Time Series Factor Analysis with Applications to Uncertainty Quantification in Economic and Financial Modeling (opens in a new tab)

  3. Coarse-grained models for prediction, uncertainty quantification, and extreme event statistics of turbulent flows in engineering and geophysical settings using physics-consistent data-driven closures

    … for the quantification of uncertainty? Can high-order statistics and statistics of extreme events be computed from data-augmented coarse-scale or reduced-order models? These questions are motivated by real-world problems, such as multiphase fluid flows as well as climate modeling. To address …

    mit Repository record for Coarse-grained models for prediction, uncertainty quantification, and extreme event statistics of turbulent flows in engineering and geophysical settings using physics-consistent data-driven closures (opens in a new tab)

  4. Mesoscopic Numerical Methods for Reactive Flows: Lattice Boltzmann Method and Beyond

    … which tends to plays a significant role if high temperatures (and solid opaque particles) are involved. In the thesis a LBM model for radiation is presented. The scheme is derived from the radiative transfer equation for a participating medium, assuming isotropic scattering and radiative …

    poli-torino Repository record for Mesoscopic Numerical Methods for Reactive Flows: Lattice Boltzmann Method and Beyond (opens in a new tab)