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    "path": "/2025.1.3/examples/applications/near_surface/02_starting_model",
    "result": {"data":{"site":{"siteMetadata":{"salvusDocVersions":{"current":"2026.5.0"}}},"jupyterNotebook":{"slug":"/2025.1.3/examples/applications/near_surface/02_starting_model","notebook_widgets_root_path":"/jupyter_notebook_widgets","notebook_json":"{\"cells\":[{\"cell_type\":\"markdown\",\"id\":\"89686de1\",\"metadata\":{},\"source\":[\"# Constructing the Starting Model\\n\",\"\\n\",\"The quality of one's starting model has a profound impact on the quality of a subsequent inversion.  This is one of the primary steps where we can leverage our prior knowledge of the problem to steer an inversion in the direction we want.\\n\",\"\\n\",\"The initial model we want to construct should consist of a 2-D cross section of the shallow subsurface.  In general, we want this model to be a smooth representation of the subsurface with material properties which reflect the dominant media within the area of interest.\\n\",\"\\n\",\"Given that this process involves using one's prior knowledge of the field, this procedure of generating the starting model can vary greatly from project to project.  However, there are some general guidelines one can use to create such an initial model.\\n\",\"\\n\",\"## Creating a 1D Model From Seismic Data\\n\",\"\\n\",\"A useful approach for constructing an initial model of the subsurface is to apply multi-channel analysis of surface waves (MASW) to construct a 1D model of the subsurface.  While Salvus does not currently come bundled with a MASW inversion framework, there are a number of open source tools which are capable of constructing such a starting model:\\n\",\"\\n\",\"| Software | Language |\\n\",\"| :-: | :-: |\\n\",\"| [Geopsy](https://www.geopsy.org/) | Graphical User Interface |\\n\",\"| [swprocess](https://github.com/jpvantassel/swprocess) and [swprepost](https://github.com/jpvantassel/swprepost) | Python |\\n\",\"| [MASWaves](https://uni.hi.is/eao4/) | Matlab |\\n\",\"| [BayHunter](https://github.com/jenndrei/BayHunter) | Python |\\n\",\"\\n\",\"## Constraining the Model with Additional Information\\n\",\"\\n\",\"When performing field surveys for a particular site, there are often auxiliary sources of information which we can use to constrain our starting model.  Some common examples include:\\n\",\"\\n\",\"- Standard penetration test (SPT)\\n\",\"- Cone penetration test (CPT)\\n\",\"- Auger or core samples\\n\",\"- Past geotechnical or geophysical surveys conducted in the area\\n\",\"\\n\",\"## Example 1-D Inversion Result\\n\",\"\\n\",\"The following approximate S-wave velocity depth profile was obtained using MASW for a single shot position:\\n\",\"\\n\",\"![|50%](images/masw_depth_profile.png)\\n\",\"\\n\",\"This depth profile will serve as a starting point for generating the initial model used within the FWI workflow.\\n\",\"\\n\",\"## Preamble\\n\",\"\\n\",\"As usual, let's import a few useful packages as well as open the SalvusProject.\"]},{\"cell_type\":\"code\",\"execution_count\":1,\"id\":\"f6b0f772\",\"metadata\":{},\"outputs\":[],\"source\":[\"import os\\n\",\"\\n\",\"SALVUS_FLOW_SITE_NAME = os.environ.get(\\\"SITE_NAME\\\", \\\"local\\\")\\n\",\"PROJECT_DIR = \\\"project\\\"\"]},{\"cell_type\":\"code\",\"execution_count\":2,\"id\":\"21b21566\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[]}],\"source\":[\"import numpy as np\\n\",\"import xarray as xr\\n\",\"from scipy.ndimage import gaussian_filter1d\\n\",\"\\n\",\"import salvus.namespace as sn\\n\"]},{\"cell_type\":\"code\",\"execution_count\":3,\"id\":\"3eff2f27\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAA6CAYAAABcbGGsAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\\nRU5ErkJggg==\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"}],\"source\":[\"p = sn.Project(PROJECT_DIR)\"]},{\"cell_type\":\"markdown\",\"id\":\"a3880334\",\"metadata\":{},\"source\":[\"## Creating a 1-D Model\\n\",\"\\n\",\"In order to import the starting model into Salvus, let's create a 2-D Xarray which represents the material properties for the cross section of the subsurface.  First, let's create a mask which describes which material property should be assigned to a specific depth interval.\"]},{\"cell_type\":\"code\",\"execution_count\":4,\"id\":\"95e4d47e\",\"metadata\":{},\"outputs\":[],\"source\":[\"# Define the size of the model to be slightly larger than the domain\\n\",\"buffer = 0.05 * (p.domain.bounds.hc[\\\"x\\\"][1] - p.domain.bounds.hc[\\\"x\\\"][0]) / 2\\n\",\"nx, ny = 820, 300\\n\",\"x = np.linspace(\\n\",\"    p.domain.bounds.hc[\\\"x\\\"][0] - buffer,\\n\",\"    p.domain.bounds.hc[\\\"x\\\"][1] + buffer,\\n\",\"    nx,\\n\",\")\\n\",\"y = np.linspace(\\n\",\"    p.domain.bounds.vc[\\\"y\\\"][0] - buffer,\\n\",\"    p.domain.bounds.vc[\\\"y\\\"][1] + buffer,\\n\",\"    ny,\\n\",\")\\n\",\"xx, yy = np.meshgrid(x, y, indexing=\\\"ij\\\")\\n\",\"\\n\",\"# Approximate 1D model extracted from MASW\\n\",\"model_1D = {\\n\",\"    \\\"depth\\\": np.array([5.8, 13.1, 30.0]),\\n\",\"    \\\"VP\\\": np.array([1600.0, 1750.0, 1800.0]),\\n\",\"    \\\"RHO\\\": np.ones(3) * 2000.0,\\n\",\"    \\\"VS\\\": np.array([165.0, 230.0, 240.0]),\\n\",\"}\\n\",\"\\n\",\"# Get an array of which indices correspond to which depth\\n\",\"depths = np.linspace(-y.min(), -y.max(), ny)\\n\",\"depth_inds = np.zeros(ny, dtype=int)\\n\",\"for i in range(len(model_1D[\\\"depth\\\"])):\\n\",\"    # For the first layer, just get the values above the first depth\\n\",\"    if i == 0:\\n\",\"        mask = depths <= model_1D[\\\"depth\\\"][0]\\n\",\"    # For the last layer, just get the values below the last depth\\n\",\"    elif i == len(model_1D[\\\"depth\\\"]) - 1:\\n\",\"        mask = depths > model_1D[\\\"depth\\\"][i - 1]\\n\",\"    else:\\n\",\"        mask = (depths > model_1D[\\\"depth\\\"][i - 1]) & (\\n\",\"            depths <= model_1D[\\\"depth\\\"][i]\\n\",\"        )\\n\",\"\\n\",\"    depth_inds[mask] = i\"]},{\"cell_type\":\"markdown\",\"id\":\"ca2e1a0a\",\"metadata\":{},\"source\":[\"Next, we can use this 1D representation to construct a series of smooth 1D profiles which can then be extruded into 2-D.  The reason that we want to use a smooth representation of the material properties here is that there will inevitably be some lateral variability within the material parameters (ie. the material interfaces are likely not perfectly flat).  Enforcing a distinct discontinuity at a given location may cause the inversion to converge to a local minimum.\"]},{\"cell_type\":\"code\",\"execution_count\":5,\"id\":\"d5b16c4e\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.collections.QuadMesh at 0x759c4ce84990>\"]},\"execution_count\":5,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1000x600 with 2 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"# Create 2-D array of material properties\\n\",\"model_2D = {}\\n\",\"for field in [\\\"VP\\\", \\\"RHO\\\", \\\"VS\\\"]:\\n\",\"    # Create a single depth profile in 1-D\\n\",\"    sharp_1D = np.zeros(ny)\\n\",\"    for i, value in enumerate(model_1D[field]):\\n\",\"        sharp_1D[depth_inds == i] = value\\n\",\"\\n\",\"    # Smooth the 1-D model using a gaussian filter\\n\",\"    smooth_1D = gaussian_filter1d(sharp_1D, 10, mode=\\\"nearest\\\")\\n\",\"\\n\",\"    # Extrude the 1D model to 2-D\\n\",\"    model_2D[field] = ([\\\"x\\\", \\\"y\\\"], np.broadcast_to(smooth_1D, [nx, ny]))\\n\",\"\\n\",\"# Create an Xarray dataset from the data\\n\",\"ds = xr.Dataset(\\n\",\"    data_vars=model_2D,\\n\",\"    coords={\\\"x\\\": x, \\\"y\\\": y},\\n\",\")\\n\",\"\\n\",\"ds.VP.T.plot(figsize=(10, 6))\"]},{\"cell_type\":\"markdown\",\"id\":\"904a4d8b\",\"metadata\":{},\"source\":[\"## Adding the Initial Model into SalvusProject\\n\",\"\\n\",\"Let's now add the material model containing the `VP`, `RHO`, and `VS` to the SalvusProject.  This dataset can first be added to the project as a volume model.\"]},{\"cell_type\":\"code\",\"execution_count\":6,\"id\":\"6df47a93\",\"metadata\":{},\"outputs\":[],\"source\":[\"model = sn.model.volume.cartesian.GenericModel(name=\\\"volume\\\", data=ds)\\n\",\"p.add_to_project(model, overwrite=True)\"]},{\"cell_type\":\"markdown\",\"id\":\"bc09b318\",\"metadata\":{},\"source\":[\"Finally, we can add a new `SimulationConfiguration` for this volume model.  A few things to note regarding this `SimulationConfiguration`:\\n\",\"- `max_frequency_in_hertz` should reflect the maximum frequencies which are contained within the source being used.  If you aren't sure yet at this stage what your source signature looks like, a good starting point can be to look at the power spectrum for a single trace to see what its dominant frequencies are (see the previous tutorial for an example).\\n\",\"- `tensor_order` can be chosen as either `1`, `2`, `4`, or `7`.  This controls the number of nodes per element with a higher tensor order resulting in a greater number of nodes per element.  Using more nodes per element allows for smoother transitions in material properties throughout the mesh.  While using a higher tensor order can increase the file size of the mesh substantially, using higher tensor order meshes ***does not*** increase the computational cost of the subsequent wave simulations (apart adding a bit of overhead for reading in the larger mesh from disk) since the number of elements is unaffected.\"]},{\"cell_type\":\"code\",\"execution_count\":7,\"id\":\"108f5a81\",\"metadata\":{\"lines_to_next_cell\":0},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"[2026-05-01 15:39:08,904] \\u001b[34m\\u001b[1mINFO\\u001b[0m: Creating mesh. Hang on.\\n\"]},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAPNCAYAAABlE1KQAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\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n75MgJpAAAAAChTmVW7S/RsZ1NG3sC9sbFR/+f//B9deumlCoVCjrbl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\\nicBEmoiIiIiIiEgEJtJEREREREREIvwPWsLk1uLiyicAAAAASUVORK5CYII=\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"},{\"data\":{\"text/plain\":[\"<salvus.flow.simple_config.simulation.waveform.Waveform object at 0x759c43efcf90>\"]},\"execution_count\":7,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"p.add_to_project(\\n\",\"    sn.SimulationConfiguration(\\n\",\"        name=\\\"volumetric_model\\\",\\n\",\"        max_frequency_in_hertz=100.0,\\n\",\"        elements_per_wavelength=1.0,\\n\",\"        tensor_order=2,\\n\",\"        model_configuration=sn.ModelConfiguration(\\n\",\"            background_model=sn.model.background.from_volume_model(\\n\",\"                model=model\\n\",\"            ),\\n\",\"            volume_models=[\\\"volume\\\"],\\n\",\"        ),\\n\",\"        event_configuration=sn.EventConfiguration(\\n\",\"            wavelet=sn.simple_config.stf.Ricker(center_frequency=50.0),\\n\",\"            waveform_simulation_configuration=sn.WaveformSimulationConfiguration(\\n\",\"                end_time_in_seconds=0.6\\n\",\"            ),\\n\",\"        ),\\n\",\"    ),\\n\",\"    overwrite=True,\\n\",\")\\n\",\"\\n\",\"p.viz.nb.simulation_setup(\\n\",\"    simulation_configuration=\\\"volumetric_model\\\", events=p.events.list()\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"7bc7f1e0\",\"metadata\":{},\"source\":[\"Now that we have an initial model of the subsurface, we can continue with performing a 3D-to-2D conversion on the observed data.\"]}],\"metadata\":{\"jupytext\":{\"encoding\":\"# -*- coding: utf-8 -*-\",\"formats\":\"ipynb,py:light\"},\"kernelspec\":{\"display_name\":\"Python 3 (ipykernel)\",\"language\":\"python\",\"name\":\"python3\"},\"language_info\":{\"codemirror_mode\":{\"name\":\"ipython\",\"version\":3},\"file_extension\":\".py\",\"mimetype\":\"text/x-python\",\"name\":\"python\",\"nbconvert_exporter\":\"python\",\"pygments_lexer\":\"ipython3\",\"version\":\"3.11.15\"}},\"nbformat\":4,\"nbformat_minor\":5}","notebook_widget_size_map":"{}","path_to_zip_file":"/2025.1.3/examples/applications/near_surface/tutorial.zip","zip_file_size":"52.09 MB"}},"pageContext":{"slug":"/2025.1.3/examples/applications/near_surface/02_starting_model","pagePath":"2025.1.3/examples/applications/near_surface/02_starting_model"}},
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