CFD-Bayesian-Optimization
A simple Bayesian optimization method in MATLAB, with an interface to interact with simulations in ANSYS Workbench. This allows designs that are appropriately parameterized in ANSYS Workbench to be optimized based on ANSYS CFX simulation results.
Both single-objective and multi-objective Bayesian optimization are implemented.
Summary
TBC
License
This work is released under the MIT license.
Structure
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MOSAO Bayesian optimization method
- Database Database object used to collect results from all objective function calls during an optimization
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WBpackage Packages a WBinstance object so that it can be queried as a 'black box' for the MOSAO optimization
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WBinstance MATLAB to ANSYS Workbench interface: geometry generation, mesh generation, and CFX simulations can be scripted to run in ANSYS Workbench, results are collected in the MATLAB WBinstance object
- WBdesignPointList A MATLAB copy of the list of design points in a ANSYS Workbench file
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FunctionSuite Set of common optimization benchmarking functions