.. _sphx_glr_examples_02-tbrom_examples:

TBROM evaluation examples
=========================
These examples show how to use PyTwin to evaluate field results from TBROM included in a TWIN file.
Multiple workflows are demonstrated such as image and field data generation (with possible processing of data to other
Ansys tools like Fluent or Mechanical), TBROM evaluation with input field parameterization, output field visualization
for detailed post processing (including projection on CFD/FEA meshes).



.. raw:: html

    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how PyTwin can be used to load and evaluate a twin model to visualize ROM re...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_00-TBROM_images_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_00-TBROM_images.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">3D field ROM example for images generation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how PyTwin can be used to load and evaluate a twin model to predict CFD resu...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_01-TBROM_dataTransfer_pyMAPDL_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_01-TBROM_dataTransfer_pyMAPDL.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Twin evaluation of a 3D field ROM and data transfer to FEA model inputs</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use PyTwin to load and evaluate a twin model that has a field ROM wit...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_02-TBROM_input_field_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_02-TBROM_input_field.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">3D field ROM example for input field snapshot projection and snapshot generation on demand</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how the example given in ref_example_TBROM_inputField can be modified to tak...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_03-TBROM_input_numpy_field_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_03-TBROM_input_numpy_field.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">3D field ROM example for field snapshot input and output as Numpy array</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how PyTwin can be used to load and evaluate a twin model, and visualize the ...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_04-TBROM_CFD_mesh_based_visualization_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_04-TBROM_CFD_mesh_based_visualization.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">3D field ROM example with CFD mesh based visualization</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how PyTwin can be used to load and evaluate a twin model, and visualize the ...">

.. only:: html

  .. image:: /examples/02-tbrom_examples/images/thumb/sphx_glr_05-TBROM_FEA_mesh_based_visualization_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02-tbrom_examples_05-TBROM_FEA_mesh_based_visualization.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">3D field ROM example with FEA mesh based visualization</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples/02-tbrom_examples/00-TBROM_images
   /examples/02-tbrom_examples/01-TBROM_dataTransfer_pyMAPDL
   /examples/02-tbrom_examples/02-TBROM_input_field
   /examples/02-tbrom_examples/03-TBROM_input_numpy_field
   /examples/02-tbrom_examples/04-TBROM_CFD_mesh_based_visualization
   /examples/02-tbrom_examples/05-TBROM_FEA_mesh_based_visualization