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Examples Gallery
================

This gallery contains comprehensive examples demonstrating the capabilities of PyHydroGeophysX for integrating hydrological model outputs with geophysical forward modeling and inversion.

The examples are organized to show the complete workflow from loading hydrological model data to performing geophysical inversions:

**Basic Examples:**

* **Ex_model_output.py**: Loading and processing MODFLOW and ParFlow model outputs
* **Ex_ERT_workflow.py**: Workflow for integrating hydrological model outputs with ERT forward modeling and inversion

**Time-Lapse Analysis:**

* **Ex_Time_lapse_measurement.py**: Creating synthetic time-lapse ERT measurements
* **Ex_TL_inversion.py**: Time-lapse ERT inversion techniques
* **Ex_structure_TLresinv.py**: Structure-constrained time-lapse inversion

**Seismic Methods:**

* **EX_SRT_forward.py**: Seismic refraction tomography (SRT) forward modeling
* **EX_SRT_inv.py**: Seismic refraction tomography (SRT) inversion and analysis
**Advanced Applications:**

* **Ex_Structure_resinv.py**: Structure-constrained resistivity inversion
* **Ex_MC_WC.py**: Monte Carlo uncertainty quantification for water content estimation

Each example includes detailed comments and demonstrates best practices for watershed geophysical monitoring applications.


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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to load and process outputs from different  hydrological models u...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_model_output_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_model_output.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Loading and Processing Hydrological Model Outputs</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to incorporate structural information from  seismic velocity mode...">

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  :ref:`sphx_glr_auto_examples_Ex_Structure_resinv.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Structure-Constrained Resistivity Inversion</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to perform a 2D seismic refraction tomography (SRT)  inversion an...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_SRT_inv_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_SRT_inv.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Seismic Refraction Tomography (SRT) Inversion and Interface Delineation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates advanced time-lapse ERT inversion using structural constraints derive...">

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  :ref:`sphx_glr_auto_examples_Ex_structure_TLresinv.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Structure-Constrained Time-Lapse Resistivity Inversion</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates different approaches for time-lapse electrical  resistivity tomograph...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_TL_inversion_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_TL_inversion.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Time-Lapse ERT Inversion Techniques</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates seismic refraction tomography forward modeling for watershed structur...">

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  :ref:`sphx_glr_auto_examples_EX_SRT_forward.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Seismic Refraction Tomography (SRT) Forward Modeling</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to create synthetic time-lapse electrical  resistivity tomography...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_Time_lapse_measurement_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_Time_lapse_measurement.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Creating Synthetic Time-Lapse ERT Measurements</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates the complete workflow for integrating hydrological  model outputs wit...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_ERT_workflow_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_ERT_workflow.py`

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      <div class="sphx-glr-thumbnail-title">Ex. ERT Workflow: From Hydrological Models to ERT responses and Inversion</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates Monte Carlo uncertainty quantification for  converting ERT resistivit...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_Ex_MC_Hydro_thumb.png
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  :ref:`sphx_glr_auto_examples_Ex_MC_Hydro.py`

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      <div class="sphx-glr-thumbnail-title">Ex. Monte Carlo Uncertainty Quantification for Hydrologyic Properties Estimation</div>
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.. toctree::
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   /auto_examples/Ex_model_output
   /auto_examples/Ex_Structure_resinv
   /auto_examples/Ex_SRT_inv
   /auto_examples/Ex_structure_TLresinv
   /auto_examples/Ex_TL_inversion
   /auto_examples/EX_SRT_forward
   /auto_examples/Ex_Time_lapse_measurement
   /auto_examples/Ex_ERT_workflow
   /auto_examples/Ex_MC_Hydro


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      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

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      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`