.. only:: html
.. note::
:class: sphx-glr-download-link-note
Click :ref:`here ` to download the full example code
.. rst-class:: sphx-glr-example-title
.. _sphx_glr_modeling_gallery_spectral_plot_smooth_broken_powerlaw.py:
.. _smooth-broken-powerlaw-spectral-model:
Smooth Broken Power Law Spectral Model
======================================
This model parametrises a smooth broken power law spectrum.
It is defined by the following equation:
.. math::
\phi(E) = \phi_0 \cdot \left( \frac{E}{E_0} \right)^{-\Gamma1}\left(1 + \frac{E}{E_{break}}^{\frac{\Gamma2-\Gamma1}{\beta}} \right)^{-\beta}
Example plot
------------
Here is an example plot of the model:
.. code-block:: default
from astropy import units as u
import matplotlib.pyplot as plt
from gammapy.modeling.models import Models, SkyModel, SmoothBrokenPowerLawSpectralModel
energy_range = [0.1, 100] * u.TeV
model = SmoothBrokenPowerLawSpectralModel(
index1=1.5,
index2=2.5,
amplitude="1e-12 TeV-1 cm-2 s-1",
ebreak="1 TeV",
reference="1 TeV",
beta=1,
)
model.plot(energy_range)
plt.grid(which="both")
.. image:: /modeling/gallery/spectral/images/sphx_glr_plot_smooth_broken_powerlaw_001.png
:class: sphx-glr-single-img
YAML representation
-------------------
Here is an example YAML file using the model:
.. code-block:: default
model = SkyModel(spectral_model=model, name="smooth-broken-power-law-model")
models = Models([model])
print(models.to_yaml())
.. rst-class:: sphx-glr-script-out
Out:
.. code-block:: none
components:
- name: smooth-broken-power-law-model
type: SkyModel
spectral:
type: SmoothBrokenPowerLawSpectralModel
parameters:
- {name: index1, value: 1.5, unit: '', min: .nan, max: .nan, frozen: false,
error: 0}
- {name: index2, value: 2.5, unit: '', min: .nan, max: .nan, frozen: false,
error: 0}
- {name: amplitude, value: 1.0e-12, unit: cm-2 s-1 TeV-1, min: .nan, max: .nan,
frozen: false, error: 0}
- {name: ebreak, value: 1.0, unit: TeV, min: .nan, max: .nan, frozen: false,
error: 0}
- {name: reference, value: 1.0, unit: TeV, min: .nan, max: .nan, frozen: true,
error: 0}
- {name: beta, value: 1.0, unit: '', min: .nan, max: .nan, frozen: true, error: 0}
.. _sphx_glr_download_modeling_gallery_spectral_plot_smooth_broken_powerlaw.py:
.. only :: html
.. container:: sphx-glr-footer
:class: sphx-glr-footer-example
.. container:: sphx-glr-download sphx-glr-download-python
:download:`Download Python source code: plot_smooth_broken_powerlaw.py `
.. container:: sphx-glr-download sphx-glr-download-jupyter
:download:`Download Jupyter notebook: plot_smooth_broken_powerlaw.ipynb `
.. only:: html
.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_