Advanced Topics in Turbulence Modeling
( 30 Modules )

Module #1
Introduction to Advanced Turbulence Modeling
Overview of turbulence modeling, importance of advanced modeling, and course objectives

Module #2
Review of Basic Turbulence Concepts
Revisit fundamentals of turbulence, including Navier-Stokes equations, Reynolds number, and turbulence scales

Module #3
Large Eddy Simulation (LES) Fundamentals
Introduction to LES, filtering, and modeling of subgrid scales

Module #4
LES Modeling Approaches
Discussion of different LES modeling approaches, including Smagorinsky, dynamic Smagorinsky, and structure-based models

Module #5
Wall-Modeled LES
Introduction to wall-modeled LES, and its application to wall-bounded flows

Module #6
Hybrid RANS-LES Methods
Overview of hybrid RANS-LES methods, including Detached Eddy Simulation (DES) and Scale-Adaptive Simulation (SAS)

Module #7
Direct Numerical Simulation (DNS) of Turbulent Flows
Introduction to DNS, its limitations, and applications to turbulent flow problems

Module #8
Turbulence Modeling for Complex Flows
Challenges and approaches to modeling complex flows, including those with strong buoyancy, rotation, and non-uniform density

Module #9
Turbulence Modeling for Multiphase Flows
Introduction to turbulence modeling for multiphase flows, including gas-liquid and solid-liquid flows

Module #10
Turbulence Modeling for Reacting Flows
Challenges and approaches to modeling turbulent reacting flows, including combustion and chemical reactions

Module #11
Advanced Turbulence Modeling for Aerospace Applications
Turbulence modeling for aerospace applications, including hypersonic flows, scramjets, and rocket engines

Module #12
Advanced Turbulence Modeling for Wind Engineering
Turbulence modeling for wind engineering applications, including wind farms, buildings, and bridges

Module #13
Turbulence Modeling for Environmental Flows
Turbulence modeling for environmental flows, including ocean and atmospheric flows

Module #14
Uncertainty Quantification in Turbulence Modeling
Introduction to uncertainty quantification in turbulence modeling, including Bayesian approaches and ensemble methods

Module #15
Validation and Verification of Turbulence Models
Best practices for validation and verification of turbulence models, including experimental and computational approaches

Module #16
High-Performance Computing for Turbulence Simulations
Overview of high-performance computing architectures and parallelization strategies for turbulence simulations

Module #17
Machine Learning for Turbulence Modeling
Introduction to machine learning approaches for turbulence modeling, including Gaussian processes and neural networks

Module #18
Turbulence Modeling for Industrial Applications
Turbulence modeling for industrial applications, including chemical processing, power generation, and oil and gas

Module #19
Advanced Topics in RANS Modeling
Advanced topics in RANS modeling, including non-linear eddy viscosity models and Reynolds stress models

Module #20
Advanced Topics in DNS and LES
Advanced topics in DNS and LES, including implicit LES and adaptive mesh refinement

Module #21
Turbulence Modeling for Complex Geometries
Turbulence modeling for complex geometries, including curved surfaces and non-uniform meshes

Module #22
Turbulence Modeling for Unsteady Flows
Turbulence modeling for unsteady flows, including flows with oscillating boundaries and time-dependent forcing

Module #23
Advanced Topics in Hybrid RANS-LES Methods
Advanced topics in hybrid RANS-LES methods, including delayed DES and improved SAS

Module #24
Turbulence Modeling for Non-Newtonian Fluids
Turbulence modeling for non-Newtonian fluids, including power-law and viscoelastic fluids

Module #25
Turbulence Modeling for Porous Media Flows
Turbulence modeling for porous media flows, including flows through packed beds and filters

Module #26
Advanced Topics in Turbulence Modeling for Aerospace Applications
Advanced topics in turbulence modeling for aerospace applications, including turbulent boundary layers and shock-wave interactions

Module #27
Turbulence Modeling for Wind Turbines and Wind Farms
Turbulence modeling for wind turbines and wind farms, including wake effects and farm-to-farm interactions

Module #28
Turbulence Modeling for Coastal and Ocean Engineering
Turbulence modeling for coastal and ocean engineering, including coastal erosion and ocean currents

Module #29
Advanced Topics in Machine Learning for Turbulence Modeling
Advanced topics in machine learning for turbulence modeling, including deep learning and transfer learning

Module #30
Course Wrap-Up & Conclusion
Planning next steps in Advanced Topics in Turbulence Modeling career

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Advanced Topics in Turbulence Modeling ( 30 Modules )

Advanced Topics in Turbulence Modeling
( 30 Modules )