{ "cells": [ { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 6, "hidden": true, "row": 0, "width": 12 }, "report_default": {} } } }, "nbpresent": { "id": "e3a4dd9c-3f24-48d6-ad9b-4edbe3248df9" } }, "source": [ "This is the Jupyter Notebook, an interactive coding and computation environment. For this lab, you do not have to write any code, you will only be running it. \n", "\n", "To use the notebook:\n", "- \"Shift + Enter\" runs the code within the cell (so does the forward arrow button near the top of the document)\n", "- You can alter variables and re-run cells\n", "- If you want to start with a clean slate, restart the Kernel either by going to the top, clicking on Kernel: Restart, or by \"esc + 00\" (if you do this, you will need to re-run the following block of code before running any other cells in the notebook) " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": true, "row": 0, "width": 4 }, "report_default": {} } } }, "nbpresent": { "id": "c59bfd9b-4293-433e-83db-820c33f4c378" } }, "outputs": [], "source": [ "%matplotlib inline\n", "from em_examples.DipoleWidgetFD import DipoleWidgetFD, InteractiveDipoleProfile\n", "from em_examples.VolumeWidget import InteractivePlanes, plotObj3D\n", "from IPython.display import HTML, display" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 7, "hidden": false, "row": 0, "width": 7 }, "report_default": {} } } }, "nbpresent": { "id": "95f1e819-0749-42ff-ad94-6d428298a5a7" } }, "source": [ "# Title: Electrical Dipole in a Whole-space (frequency-domain)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Purpose\n", "\n", "By using an analytic solution electromagnetic (EM) fields from electrical dipole in a Whole-space, we present some fundamentals of EM responses in the context of crosswell EM survey. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Set up\n", "\n", "For frequency domain EM method using galvanic source, we inject sinusoidal currents to the earth through electrodes.\n", "\n", "\n", "\n", "## Crosswell EM geometry\n", "\n", "Here, we choose geometric parameters for a crosswell EM set-up having two boreholes for Tx and Rx. In the Tx hole, a VED source is located at (0m, 0m, 0m), and it is fixed. Horizontal location of the Rx hole is fixed to 50m apart from the source location in x-direction. \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 8, "height": 13, "hidden": true, "row": 0, "width": 4 }, "report_default": {} } } }, "nbpresent": { "id": "c0138e15-c392-4695-9627-578e85ae9c0a" } }, "outputs": [ { "data": { "image/png": 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5J3bt2hXx8axfvx7XX389WrRogYYNG+Liiy/GokWLAtbZs2cPunTpgh07dlT6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E2lA1pd8O+FKEqvnZxW6u7uVuoRbTYbKioqFIHj35osCAKuvPJKcByHBx54APfccw9uvfVWbNq0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\nJiEhAa6urgg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plotObj3D()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "When using crosswell electromagnetic (EM) survey, we inject DC or sinusoidal currents to the earth using (+) and (-) current electrodes, and measure voltages between potential electrodes. A common goal here is imaging conductivity structure of the earth by interpreting measured voltages. However, to accomplish that task well, we first need to understand physical behavior of EM responses for the given survey set-up. \n", "\n", "Assuming length of the current elecrodes are small enough, this can be assumed as electrical dipole (ED). For a croswell set-up, let we have a vertical electic dipole (VED) source in a homogeneous earth with sinusodal currents, then we can have analytic solution of EM fields in frequency domain (WH1988). Solution of of arbitrary EM fields, $\\mathbf{F}$, will be a function of \n", "\n", "$$ \\mathbf{F} (x, y, z; \\sigma, f),$$ \n", "\n", "where $\\sigma$ is conductivity of homogenous earth (S/m), and $f$ is transmitting frequency (Hz). Here $\\mathbf{F}$ can be electic ($\\mathbf{E}$) or magnetic field ($\\mathbf{H}$), or current density ($\\mathbf{J}$). Now, you will explore how EM responses behaves as a function of space, $\\sigma$, and $f$ for the given crosswell EM set-up . " ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 13, "hidden": true, "row": 6, "width": 6 }, "report_default": {} } } }, "nbpresent": { "id": "b9b7af2b-084a-4f24-9c1f-6c681e30fd35" } }, "source": [ "# Geometry app\n", "\n", "Choose an plane of interest and the number of receivers. \n", "\n", "## Parameters:\n", "\n", "- plane: Choose either \"XZ\" or \"YZ\" plane\n", "- offset: Offset from a source plane (m)\n", "- nRx: The number of receivers in the Rx hole\n", "\n", "Chosen geometric parameters will be used in the Electric Dipole widget below. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 7, "height": 22, "hidden": false, "row": 0, "width": 5 }, "report_default": {} } } }, "nbpresent": { "id": "baf63d98-9356-4c2d-81d7-8f8cd1a6da2d" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "27a0bcd3db24412881954bf8c07c01f4" } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Q0 = InteractivePlanes(planevalue=\"XZ\", offsetvalue=0.)\n", "display(Q0)" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": null, "height": 9, "hidden": true, "row": 29, "width": null }, "report_default": {} } } }, "nbpresent": { "id": "4cca45b8-6d74-43f2-b3aa-2f1f3ece54f3" } }, "source": [ "# Electric Dipole app\n", "\n", "Explore behavior of EM fields, $\\mathbf{F} (x, y, z; \\sigma, f)$ on 2D plane chosen in the above app. And also at the receiver locations. \n", "\n", "## Parameters:\n", "\n", "\n", "- Field: Type of EM fields (\"E\": electric field, \"H\": magnetic field, \"J\": current density)\n", "- AmpDir: Type of the vectoral EM fields \n", "\n", " None: $F_x$ or $F_y$ or $F_z$\n", " \n", " Amp: $\\mathbf{F} \\cdot \\mathbf{F}^* = |\\mathbf{F}|^2$\n", " \n", " Dir: Real part of a vectoral EM fields, $\\Re[\\mathbf{F}]$\n", " \n", "- Comp.: Direction of $\\mathbf{F}$ at Rx locations \n", "- ComplexNumber: Type of complex data (\"Re\", \"Im\", \"Amp\", \"Phase\") \n", "- $f$: Transmitting frequency (Hz)\n", "- $\\sigma$: Conductivity of homogeneous earth (S/m)\n", "- Offset: Offset from a source plane\n", "- Scale: Choose \"log\" or \"linear\" scale \n", "- Slider: When it is checked, it activates \"flog\" and \"siglog\" sliders above. \n", "- FreqLog: A float slider for log10 frequency (only activated when slider is checked) \n", "- SigLog: A float slider for log10 conductivity (only activated when slider is checked)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 26, "hidden": false, "row": 22, "width": null }, "report_default": {} } } } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6986afb6562841cb9fd7545232ac22de" } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dwidget = DipoleWidgetFD()\n", "Q1 = dwidget.InteractiveDipoleBH(nRx=Q0.kwargs[\"nRx\"], plane=Q0.kwargs[\"Plane\"], offset_plane=Q0.kwargs[\"Offset\"])\n", "display(Q1)" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": true, "row": 38, "width": 12 }, "report_default": {} } } } }, "source": [ "# Proflie app\n", "\n", "Here we focuson data, which can be measured at receiver locations. We limit our attention to three different profile shown in **Geometry** app: Rxhole (red), Txhole (black), TxProfile (blue). \n", "\n", "## Parameters:\n", "\n", "- Comp.: Direction of $\\mathbf{F}$ at Rx locations \n", "- ComplexNumber: Type of complex data (\"Re\", \"Im\", \"Amp\", \"Phase\")\n", "- $f_1$: Freuency (Hz)\n", "- $f_2$: Freuency (Hz)\n", "- $f_3$: Freuency (Hz)\n", "- Profile: Type of profile line (\"Rxhole\", \"Txhole\", \"TxProfile\")\n", "- Scale: Choose \"log\" or \"linear\" scale " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 25, "hidden": false, "row": 48, "width": null }, "report_default": {} } } } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1bfce4f21ff440edb4452a36fbf6ac76" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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c38JvO0FB9j4GbLp9dkto1wB3XeWWAaYC3wHTgT2O2/O/Ah5QStVN9xxaOPAo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