Magnetotellurics

Magnetotellurics#

This object can be used to store magnetotelluric (MT) surveys - a natural-source geophysical method. Data are provided in the frequency-domain as point source measurements of either impedances or apparent resistity/phase.

The following example shows how to generate an MT survey with associated data stored in geoh5 format and accessible from Geoscience ANALYST.

mtSurvey

import numpy as np

from geoh5py.objects import MTReceivers
from geoh5py.workspace import Workspace


# Create a new project
workspace = Workspace("my_project.geoh5")

# Define a synthetic survey with receivers on 2 lines, 60 m apart
x_loc, y_loc = np.meshgrid(np.linspace(-5, 5, 2), np.linspace(0.0, 20.0, 9))
vertices = np.c_[x_loc.ravel(), y_loc.ravel(), np.zeros_like(x_loc).ravel()]

# Create the survey from vertices
mt_survey = MTReceivers.create(workspace, vertices=vertices)

/home/docs/checkouts/readthedocs.org/user_builds/mirageoscience-geoh5py/conda/latest/lib/python3.10/site-packages/geoh5py/workspace/workspace.py:1106: UserWarning: From version 0.8.0, the 'h5file' attribute must be a string or path to an existing file, or user must call the 'create' method. We will attempt to `save` the file for you, but this behaviour will be removed in future releases.
  warnings.warn(

Only receivers are needed to define the survey as MT uses the ambient electromagntic field of the Earth - no transmitters (source) required.

Metadata#

Along with the MTReceivers, the metadata contains all the necessary information to define the geophysical experiment.

mt_survey.metadata

{'EM Dataset': {'Channels': [],
  'Input type': 'Rx only',
  'Property groups': [],
  'Receivers': UUID('2bb17f80-de65-4697-8f43-a07d4cb7dcee'),
  'Survey type': 'Magnetotellurics',
  'Unit': 'Hertz (Hz)'}}

Channels#

List of frequencies at which the data are provided.

mt_survey.channels = [1.0, 10.0, 100.0]

Input type#

Generic label used in the geoh5 standard for all EM survey entities. Restricted to Rx only in the case of natural sources methods.

Property groups#

List of PropertyGroups defining the various data components (e.g. Zxx (real), Zxy (imag), …). It is not required to supply all components of the impedence tensor, but it is expected that each component contains a list of data channels of length and in the same order as the Channels (one Data per frequency).

The class method add_components_data can help users add data from nested dictionaries. Below is an example using four components:

# Arbitrary data generator using sine functions
def data_fun(c, f):
    return (c + 1.0) * np.sin(f * np.pi * (x_loc * y_loc).ravel() / 200.0)


# Create a nested dictionary of component and frequency data.
data = {
    component: {
        f"{component}_{freq}": {
            "values": (ff + 1) * 1000.0
            + (cc + 1) * 100.0
            + np.arange(vertices.shape[0])
        }
        for ff, freq in enumerate(mt_survey.channels)
    }
    for cc, component in enumerate(
        [
            "Zxx (real)",
            "Zxx (imaginary)",
            "Zxy (real)",
            "Zxy (imaginary)",
            "Zyx (real)",
            "Zyx (imaginary)",
            "Zyy (real)",
            "Zyy (imaginary)",
        ]
    )
}

mt_survey.add_components_data(data)

[<geoh5py.groups.property_group.PropertyGroup at 0x7189f7f86c50>,
 <geoh5py.groups.property_group.PropertyGroup at 0x718a0833d2d0>,
 <geoh5py.groups.property_group.PropertyGroup at 0x718a0833cf70>,
 <geoh5py.groups.property_group.PropertyGroup at 0x7189f7564160>,
 <geoh5py.groups.property_group.PropertyGroup at 0x7189f7564e50>,
 <geoh5py.groups.property_group.PropertyGroup at 0x7189f7565690>,
 <geoh5py.groups.property_group.PropertyGroup at 0x7189f7565ed0>,
 <geoh5py.groups.property_group.PropertyGroup at 0x7189f7566710>]

Metadata are updated immediately to reflect the addition of components:

mt_survey.metadata

{'EM Dataset': {'Channels': [1.0, 10.0, 100.0],
  'Input type': 'Rx only',
  'Property groups': ['Zxx (real)',
   'Zxx (imaginary)',
   'Zxy (real)',
   'Zxy (imaginary)',
   'Zyx (real)',
   'Zyx (imaginary)',
   'Zyy (real)',
   'Zyy (imaginary)'],
  'Receivers': UUID('2bb17f80-de65-4697-8f43-a07d4cb7dcee'),
  'Survey type': 'Magnetotellurics',
  'Unit': 'Hertz (Hz)'}}

Data channels associated with each component can be quickly accessed through the BaseEMSurvey.components property:

mt_survey.components

{'Zxx (real)': [<geoh5py.data.float_data.FloatData at 0x7189f7f87e20>,
  <geoh5py.data.float_data.FloatData at 0x718a08323d60>,
  <geoh5py.data.float_data.FloatData at 0x718a08323bb0>],
 'Zxx (imaginary)': [<geoh5py.data.float_data.FloatData at 0x7189f7f87cd0>,
  <geoh5py.data.float_data.FloatData at 0x7189f7f87be0>,
  <geoh5py.data.float_data.FloatData at 0x7189f7f86bf0>],
 'Zxy (real)': [<geoh5py.data.float_data.FloatData at 0x7189f7f87040>,
  <geoh5py.data.float_data.FloatData at 0x718a0833d690>,
  <geoh5py.data.float_data.FloatData at 0x718a0833d5d0>],
 'Zxy (imaginary)': [<geoh5py.data.float_data.FloatData at 0x718a0833d210>,
  <geoh5py.data.float_data.FloatData at 0x718a0833dfc0>,
  <geoh5py.data.float_data.FloatData at 0x718a0833d780>],
 'Zyx (real)': [<geoh5py.data.float_data.FloatData at 0x718a0833d1e0>,
  <geoh5py.data.float_data.FloatData at 0x7189f7564d30>,
  <geoh5py.data.float_data.FloatData at 0x7189f7564d90>],
 'Zyx (imaginary)': [<geoh5py.data.float_data.FloatData at 0x7189f7564400>,
  <geoh5py.data.float_data.FloatData at 0x7189f7565570>,
  <geoh5py.data.float_data.FloatData at 0x7189f75655d0>],
 'Zyy (real)': [<geoh5py.data.float_data.FloatData at 0x7189f7565000>,
  <geoh5py.data.float_data.FloatData at 0x7189f7565db0>,
  <geoh5py.data.float_data.FloatData at 0x7189f7565e10>],
 'Zyy (imaginary)': [<geoh5py.data.float_data.FloatData at 0x7189f7565840>,
  <geoh5py.data.float_data.FloatData at 0x7189f75665f0>,
  <geoh5py.data.float_data.FloatData at 0x7189f7566650>]}

Receivers#

Generic label used in the geoh5 standard for EM survey to identify the receiver entity. Restricted to itself in the case of MTReceivers.

Survey type#

Label identifier for Magnetotellurics survey type.

Unit#

Units for frequency sampling of the data: Hertz (Hz), KiloHertz (kHz), MegaHertz (MHz) or Gigahertz (GHz).

workspace.close()
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