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Add tallies section, Python API requirements
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@ -96,13 +96,13 @@ Serpent, with the added bonus that the XML formats feel much more
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Python API
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----------
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OpenMC's Python API defines a set of functions and classes that roughly
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correspond to elements in the XML files. For example, the :class:`openmc.Cell`
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Python class directly corresponds to the :ref:`cell_element` in XML. Each XML
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file itself also has a corresponding class: :class:`openmc.Geometry` for
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``geometry.xml``, :class:`openmc.Materials` for ``materials.xml``,
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:class:`openmc.Settings` for ``settings.xml``, and so on. To create a model
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then, one creates instances of these classes and then uses the
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OpenMC's :ref:`Python API <pythonapi>` defines a set of functions and classes
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that roughly correspond to elements in the XML files. For example, the
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:class:`openmc.Cell` Python class directly corresponds to the
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:ref:`cell_element` in XML. Each XML file itself also has a corresponding class:
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:class:`openmc.Geometry` for ``geometry.xml``, :class:`openmc.Materials` for
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``materials.xml``, :class:`openmc.Settings` for ``settings.xml``, and so on. To
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create a model then, one creates instances of these classes and then uses the
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``export_to_xml()`` method, e.g. :meth:`Geometry.export_to_xml`. Most scripts
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that generate a full model will look something like the following:
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@ -373,6 +373,67 @@ if we wanted to run only the plot tests with 4 processors, we run:
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If you want to run the full test suite with different build options please
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refer to our :ref:`test suite` documentation.
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--------------------
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Python Prerequisites
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--------------------
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OpenMC's :ref:`Python API <pythonapi>` works with either Python 2.7 or Python
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3.2+. In addition to Python itself, the API relies on a number of third-party
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packages. All prerequisites can be installed using `conda
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<http://conda.pydata.org/docs/>`_ (recommended), `pip
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<https://pip.pypa.io/en/stable/>`_, or through the package manager in most Linux
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distributions.
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.. admonition:: Required
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:class: error
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`six <https://pythonhosted.org/six/>`_
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The Python API works with both Python 2.7+ and 3.2+. To do so, the six
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compatibility library is used.
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`NumPy <http://www.numpy.org/>`_
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NumPy is used extensively within the Python API for its powerful
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N-dimensional array.
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`h5py <http://www.h5py.org/>`_
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h5py provides Python bindings to the HDF5 library. Since OpenMC outputs
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various HDF5 files, h5py is needed to provide access to data within these
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files from Python.
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.. admonition:: Optional
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:class: note
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`SciPy <https://www.scipy.org/>`_
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SciPy's special functions, sparse matrices, and spatial data structures
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are used for several optional features in the API.
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`pandas <http://pandas.pydata.org/>`_
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Pandas is used to generate tally DataFrames as demonstrated in
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:ref:`examples_pandas` example notebook.
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`Matplotlib <http://matplotlib.org/>`_
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Matplotlib is used to providing plotting functionality in the API like the
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:meth:`Universe.plot` method and the :func:`openmc.plot_xs` function.
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`uncertainties <https://pythonhosted.org/uncertainties/>`_
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Uncertainties are optionally used for decay data in the :ref:`openmc.data
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<pythonapi_data>`.
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`Cython <http://cython.org/>`_
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Cython is used for resonance reconstruction for ENDF data converted to
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:class:`openmc.data.IncidentNeutron`.
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`vtk <http://www.vtk.org/>`_
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The Python VTK bindings are needed to convert voxel and track files to VTK
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format.
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`silomesh <https://github.com/nhorelik/silomesh>`_
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The silomesh package is needed to convert voxel and track files to SILO
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format.
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`lxml <http://lxml.de/>`_
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lxml is used for the :ref:`scripts_validate` script.
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---------------------------
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Cross Section Configuration
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---------------------------
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@ -71,6 +71,8 @@ you would need to add hydrogen and oxygen to a material and then assign the
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water.add_s_alpha_beta('c_H_in_H2O')
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water.set_density('g/cm3', 1.0)
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.. _usersguide_naming:
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------------------
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Naming Conventions
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------------------
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@ -4,6 +4,8 @@
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Geometry Visualization
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======================
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.. currentmodule:: openmc
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OpenMC is capable of producing two-dimensional slice plots of a geometry as well
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as three-dimensional voxel plots using the geometry plotting :ref:`run mode
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<usersguide_run_modes>` is a geometry plotting mode. The geometry plotting mode
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@ -3,3 +3,309 @@
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==================
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Specifying Tallies
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==================
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.. currentmodule:: openmc
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In order to obtain estimates of physical quantities in your simulation, you need
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to create one or more tallies using the :class:`openmc.Tally` class. As
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explained in detail in the :ref:`theory manual <methods_tallies>`, tallies
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provide estimates of a scoring function times the flux integrated over some
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region of phase space, as in:
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.. math::
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X = \underbrace{\int d\mathbf{r} \int d\mathbf{\Omega} \int
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dE}_{\text{filters}} \underbrace{f(\mathbf{r}, \mathbf{\Omega},
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E)}_{\text{scores}} \psi (\mathbf{r}, \mathbf{\Omega}, E)
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Thus, to specify a tally, we need to specify what regions of phase space should
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be included when deciding whether to score an event as well as what the scoring
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function (:math:`f` in the above equation) should be used. The regions of phase
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space are called *filters* and the scoring functions are simply called *scores*.
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-------
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Filters
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-------
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To specify the regions of phase space, one must create a
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:class:`openmc.Filter`. Since :class:`openmc.Filter` is an abstract class, you
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actually need to instantiate one of its sub-classes (for a full listing, see
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:ref:`pythonapi_tallies`). For example, to indicate that events that occur in a
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given cell should score to the tally, we would create a
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:class:`openmc.CellFilter`::
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cell_filter = openmc.CellFilter([fuel.id, moderator.id, reflector.id])
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Another commonly used filter is :class:`openmc.EnergyFilter`, which specifies
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multiple energy bins over which events should be scored. Thus, if we wanted to
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tally events where the incident particle has an energy in the ranges [0 eV, 4
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eV] and [4 eV, 1 MeV], we would do the following::
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energy_filter = openmc.EnergyFilter([0.0, 4.0, 1.0e6])
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Energies are specified in eV and need to be monotonically increasing.
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.. caution:: An energy bin between zero and the lowest energy specified is not
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included by default as it is in MCNP.
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Once you have created a filter, it should be assigned to a :class:`openmc.Tally`
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instance through the :attr:`Tally.filters` attribute::
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tally.filters.append(cell_filter)
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tally.filters.append(energy_filter)
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# ..or..
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tally.filters = [cell_filter, energy_filter]
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.. note:: You are actually not required to assign any filters to a tally. If you
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create a tally with no filters, all events will score to the
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tally. This can be useful if you want to know, for example, a reaction
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rate over your entire model.
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.. _usersguide_scores:
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------
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Scores
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------
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To specify the scoring functions, a list of strings needs to be given to the
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:attr:`Tally.scores` attribute. You can score the flux ('flux'), a reaction rate
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('total', 'fission', etc.), or even scattering moments (e.g., 'scatter-P3'). For
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example, to tally the elastic scattering rate and the fission neutron
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production, you'd assign::
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tally.scores = ['elastic', 'nu-fission']
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With no further specification, you will get the total elastic scattering rate
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and the total fission neutron production. If you want reaction rates for a
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particular nuclide or set of nuclides, you can set the :attr:`Tally.nuclides`
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attribute to a list of strings indicating which nuclides. The nuclide names
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should follow the same :ref:`naming convention <usersguide_naming>` as that used
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for material specification. If we wanted the reaction rates only for U235 and
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U238, we'd set::
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tally.nuclides = ['U235', 'U238']
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You can also list 'all' as a nuclide which will give you a separate reaction
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rate for every nuclide in the model.
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The following tables show all valid scores:
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.. table:: **Flux scores: units are particle-cm per source particle.**
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+----------------------+---------------------------------------------------+
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|Score | Description |
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+======================+===================================================+
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|flux |Total flux. |
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+----------------------+---------------------------------------------------+
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|flux-YN |Spherical harmonic expansion of the direction of |
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| |motion :math:`\left(\Omega\right)` of the total |
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| |flux. This score will tally all of the harmonic |
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| |moments of order 0 to N. N must be between 0 and |
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| |10. |
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+----------------------+---------------------------------------------------+
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.. table:: **Reaction scores: units are reactions per source particle.**
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+----------------------+---------------------------------------------------+
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|Score | Description |
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+======================+===================================================+
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|absorption |Total absorption rate. This accounts for all |
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| |reactions which do not produce secondary neutrons |
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| |as well as fission. |
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+----------------------+---------------------------------------------------+
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|elastic |Elastic scattering reaction rate. |
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+----------------------+---------------------------------------------------+
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|fission |Total fission reaction rate. |
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+----------------------+---------------------------------------------------+
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|scatter |Total scattering rate. Can also be identified with |
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| |the "scatter-0" response type. |
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+----------------------+---------------------------------------------------+
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|scatter-N |Tally the N\ :sup:`th` \ scattering moment, where N|
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| |is the Legendre expansion order of the change in |
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| |particle angle :math:`\left(\mu\right)`. N must be |
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| |between 0 and 10. As an example, tallying the 2\ |
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| |:sup:`nd` \ scattering moment would be specified as|
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| |``<scores>scatter-2</scores>``. |
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+----------------------+---------------------------------------------------+
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|scatter-PN |Tally all of the scattering moments from order 0 to|
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| |N, where N is the Legendre expansion order of the |
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| |change in particle angle |
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| |:math:`\left(\mu\right)`. That is, "scatter-P1" is |
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| |equivalent to requesting tallies of "scatter-0" and|
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| |"scatter-1". Like for "scatter-N", N must be |
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| |between 0 and 10. As an example, tallying up to the|
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| |2\ :sup:`nd` \ scattering moment would be specified|
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| |as ``<scores> scatter-P2 </scores>``. |
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+----------------------+---------------------------------------------------+
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|scatter-YN |"scatter-YN" is similar to "scatter-PN" except an |
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| |additional expansion is performed for the incoming |
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| |particle direction :math:`\left(\Omega\right)` |
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| |using the real spherical harmonics. This is useful|
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| |for performing angular flux moment weighting of the|
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| |scattering moments. Like "scatter-PN", "scatter-YN"|
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| |will tally all of the moments from order 0 to N; N |
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| |again must be between 0 and 10. |
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+----------------------+---------------------------------------------------+
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|total |Total reaction rate. |
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+----------------------+---------------------------------------------------+
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|total-YN |The total reaction rate expanded via spherical |
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| |harmonics about the direction of motion of the |
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| |neutron, :math:`\Omega`. This score will tally all |
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| |of the harmonic moments of order 0 to N. N must be|
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| |between 0 and 10. |
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+----------------------+---------------------------------------------------+
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|(n,2nd) |(n,2nd) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2n) |(n,2n) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,3n) |(n,3n) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,na) |(n,n\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,n3a) |(n,n3\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2na) |(n,2n\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,3na) |(n,3n\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,np) |(n,np) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,n2a) |(n,n2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2n2a) |(n,2n2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,nd) |(n,nd) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,nt) |(n,nt) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,nHe-3) |(n,n\ :sup:`3`\ He) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,nd2a) |(n,nd2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,nt2a) |(n,nt2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,4n) |(n,4n) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2np) |(n,2np) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,3np) |(n,3np) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,n2p) |(n,n2p) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,n*X*) |Level inelastic scattering reaction rate. The *X* |
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| |indicates what which inelastic level, e.g., (n,n3) |
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| |is third-level inelastic scattering. |
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+----------------------+---------------------------------------------------+
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|(n,nc) |Continuum level inelastic scattering reaction rate.|
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+----------------------+---------------------------------------------------+
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|(n,gamma) |Radiative capture reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,p) |(n,p) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,d) |(n,d) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,t) |(n,t) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,3He) |(n,\ :sup:`3`\ He) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,a) |(n,\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2a) |(n,2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,3a) |(n,3\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,2p) |(n,2p) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,pa) |(n,p\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,t2a) |(n,t2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,d2a) |(n,d2\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,pd) |(n,pd) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,pt) |(n,pt) reaction rate. |
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+----------------------+---------------------------------------------------+
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|(n,da) |(n,d\ :math:`\alpha`\ ) reaction rate. |
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+----------------------+---------------------------------------------------+
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|*Arbitrary integer* |An arbitrary integer is interpreted to mean the |
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| |reaction rate for a reaction with a given ENDF MT |
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| |number. |
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+----------------------+---------------------------------------------------+
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.. table:: **Particle production scores: units are particles produced per
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source particles.**
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+----------------------+---------------------------------------------------+
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|Score | Description |
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+======================+===================================================+
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|delayed-nu-fission |Total production of delayed neutrons due to |
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| |fission. |
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+----------------------+---------------------------------------------------+
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|prompt-nu-fission |Total production of prompt neutrons due to |
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| |fission. |
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+----------------------+---------------------------------------------------+
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|nu-fission |Total production of neutrons due to fission. |
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+----------------------+---------------------------------------------------+
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|nu-scatter, |These scores are similar in functionality to their |
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|nu-scatter-N, |``scatter*`` equivalents except the total |
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|nu-scatter-PN, |production of neutrons due to scattering is scored |
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|nu-scatter-YN |vice simply the scattering rate. This accounts for |
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| |multiplicity from (n,2n), (n,3n), and (n,4n) |
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| |reactions. |
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+----------------------+---------------------------------------------------+
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.. table:: **Miscellaneous scores: units are indicated for each.**
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+----------------------+---------------------------------------------------+
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|Score | Description |
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+======================+===================================================+
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|current |Partial currents on the boundaries of each cell in |
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| |a mesh. Units are particles per source |
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| |particle. Note that this score can only be used if |
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| |a mesh filter has been specified. Furthermore, it |
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| |may not be used in conjunction with any other |
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| |score. |
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+----------------------+---------------------------------------------------+
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|events |Number of scoring events. Units are events per |
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| |source particle. |
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+----------------------+---------------------------------------------------+
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|inverse-velocity |The flux-weighted inverse velocity where the |
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| |velocity is in units of centimeters per second. |
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+----------------------+---------------------------------------------------+
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|kappa-fission |The recoverable energy production rate due to |
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| |fission. The recoverable energy is defined as the |
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| |fission product kinetic energy, prompt and delayed |
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| |neutron kinetic energies, prompt and delayed |
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| |:math:`\gamma`-ray total energies, and the total |
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| |energy released by the delayed :math:`\beta` |
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| |particles. The neutrino energy does not contribute |
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| |to this response. The prompt and delayed |
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| |:math:`\gamma`-rays are assumed to deposit their |
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| |energy locally. Units are eV per source particle. |
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+----------------------+---------------------------------------------------+
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|fission-q-prompt |The prompt fission energy production rate. This |
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| |energy comes in the form of fission fragment |
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| |nuclei, prompt neutrons, and prompt |
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| |:math:`\gamma`-rays. This value depends on the |
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| |incident energy and it requires that the nuclear |
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| |data library contains the optional fission energy |
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| |release data. Energy is assumed to be deposited |
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| |locally. Units are eV per source particle. |
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+----------------------+---------------------------------------------------+
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|fission-q-recoverable |The recoverable fission energy production rate. |
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| |This energy comes in the form of fission fragment |
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| |nuclei, prompt and delayed neutrons, prompt and |
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| |delayed :math:`\gamma`-rays, and delayed |
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| |:math:`\beta`-rays. This tally differs from the |
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| |kappa-fission tally in that it is dependent on |
|
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| |incident neutron energy and it requires that the |
|
||||
| |nuclear data library contains the optional fission |
|
||||
| |energy release data. Energy is assumed to be |
|
||||
| |deposited locally. Units are eV per source |
|
||||
| |paticle. |
|
||||
+----------------------+---------------------------------------------------+
|
||||
|decay-rate |The delayed-nu-fission-weighted decay rate where |
|
||||
| |the decay rate is in units of inverse seconds. |
|
||||
+----------------------+---------------------------------------------------+
|
||||
|
|
|
|||
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