.. _sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis:

Temporal Time Series Analysis
=============================





.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Generation of Gaussian White Noise">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_whiteNoiseExample_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_whiteNoiseExample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of Gaussian White Noise</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Generation of a autoregressive time series">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_autoregressiveExample_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_autoregressiveExample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of a autoregressive time series</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Generation of a moving average time series">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_movingAverageExample_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_movingAverageExample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of a moving average time series</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="White noise analytical and estimated autocorrelation, and 95% confidence interval">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_whiteNoiseAutocorrelation_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_whiteNoiseAutocorrelation.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">White noise analytical and estimated autocorrelation, and 95% confidence interval</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Generation of a signal plus noise time series">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_signalPlusNoise_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_signalPlusNoise.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of a signal plus noise time series</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Generation of a random walk with drift time series">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_randomWalkWithDriftExample_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_randomWalkWithDriftExample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of a random walk with drift time series</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="AR(1) analytical and estimated autocovariance">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_autoregressiveAutocovariance_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_autoregressiveAutocovariance.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">AR(1) analytical and estimated autocovariance</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Moving average analytical and estimated autocovariance">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_movingAverageAutocovariance_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_movingAverageAutocovariance.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Moving average analytical and estimated autocovariance</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Plotting samples from harmonic process">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_samplesHarmonicProcess_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_samplesHarmonicProcess.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plotting samples from harmonic process</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Harmonic process analytical and estimated autocovariance">

.. only:: html

  .. image:: /auto_examples/01_temporalTimeSeriesAnalysis/images/thumb/sphx_glr_plot_harmonicAutocovariance_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_01_temporalTimeSeriesAnalysis_plot_harmonicAutocovariance.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Harmonic process analytical and estimated autocovariance</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/01_temporalTimeSeriesAnalysis/plot_whiteNoiseExample
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_autoregressiveExample
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_movingAverageExample
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_whiteNoiseAutocorrelation
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_signalPlusNoise
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_randomWalkWithDriftExample
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_autoregressiveAutocovariance
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_movingAverageAutocovariance
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_samplesHarmonicProcess
   /auto_examples/01_temporalTimeSeriesAnalysis/plot_harmonicAutocovariance