surrogates.rst

Surrogate Functions

A surrogte model is associated with each simulation when its simulation dictionary is added to the MOOP object. This technique is used for generatng an approximation to the simulation's response surface, based on data gathered during the solve.

from parmoo import surrogates

Available techniques are:

Gaussian Process (RBF) Models

.. automodule:: surrogates.gaussian_proc

.. autoclass:: GaussRBF
   :member-order: bysource
   :members:

   .. automethod:: __init__

.. autoclass:: LocalGaussRBF
   :member-order: bysource
   :members:

   .. automethod:: __init__