diff --git a/environment.yml b/environment.yml
index ba8c5000..559c9e83 100644
--- a/environment.yml
+++ b/environment.yml
@@ -8,6 +8,7 @@ dependencies:
   - mystmd
   # Notebook requirements
   - jupyter
+  - jupyterlab-myst
   - nbconvert
   - simpeg==0.22.*
   - discretize==0.10.*
diff --git a/myst.yml b/myst.yml
index f2601955..c546bf5c 100644
--- a/myst.yml
+++ b/myst.yml
@@ -15,11 +15,39 @@ project:
     - open-source
   authors:
       - name: Devin Cowan
-        affiliations:
-          - University of British Columbia
+        id: devincowan
+        affiliations: ubc
+        roles:
+          - writing
+          - editing
+          - Software
+      - name: Lindsey Heagy
+        id: lindseyheagy
+        affiliations: ubc
+        orcid: 0000-0002-1551-5926
+        roles:
+          - Supervision
+          - Administration
+          - Software
       - name: Santiago Soler
-        affiliations:
-          - University of British Columbia
+        id: santisoler
+        affiliations: ubc
+        orcid: 0000-0001-9202-5317
+        roles:
+          - editing
+          - Software
+  affiliations:
+    - id: ubc
+      institution: University of British Columbia
+      ror: https://ror.org/03rmrcq20
+      isni: 0000 0001 2288 9830
+      department: Department of Earth, Ocean and Atmospheric Sciences
+      address: 2020 – 2207 Main Mall
+      city: Vancouver
+      region: British Columbia
+      country: Canada
+      postal_code: V6T 1Z4
+      phone: 604 822 2449
   # bibliography: []
   references:
     python: https://docs.python.org/3/
diff --git a/notebooks/03-gravity/fwd_gravity_anomaly_3d.ipynb b/notebooks/03-gravity/fwd_gravity_anomaly_3d.ipynb
index 648d4277..10937e3b 100644
--- a/notebooks/03-gravity/fwd_gravity_anomaly_3d.ipynb
+++ b/notebooks/03-gravity/fwd_gravity_anomaly_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation of Gravity Anomaly Data"
+    "---\n",
+    "title: \"3D Forward Simulation of Gravity Anomaly Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** gravity survey, gravity anomaly, forward simulation, integral formulation, tensor mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/03-gravity/fwd_gravity_gradiometry_3d.ipynb b/notebooks/03-gravity/fwd_gravity_gradiometry_3d.ipynb
index d97893eb..c10c7893 100644
--- a/notebooks/03-gravity/fwd_gravity_gradiometry_3d.ipynb
+++ b/notebooks/03-gravity/fwd_gravity_gradiometry_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation of Gravity Gradiometry Data"
+    "---\n",
+    "title: \"3D Forward Simulation of Gravity Gradiometry Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** gravity anomaly, forward simulation, integral formulation, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/03-gravity/inv_gravity_anomaly_3d.ipynb b/notebooks/03-gravity/inv_gravity_anomaly_3d.ipynb
index c6e5d410..a8fc07cf 100644
--- a/notebooks/03-gravity/inv_gravity_anomaly_3d.ipynb
+++ b/notebooks/03-gravity/inv_gravity_anomaly_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Inversion of Gravity Anomaly Data"
+    "---\n",
+    "title: \"3D Inversion of Gravity Anomaly Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** gravity anomaly, integral formulation, inversion, sparse norm, tensor mesh, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/04-magnetics/fwd_magnetics_induced_3d.ipynb b/notebooks/04-magnetics/fwd_magnetics_induced_3d.ipynb
index 0633f0e3..cd6d674c 100644
--- a/notebooks/04-magnetics/fwd_magnetics_induced_3d.ipynb
+++ b/notebooks/04-magnetics/fwd_magnetics_induced_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation of TMI Data"
+    "---\n",
+    "title: \"3D Forward Simulation of TMI Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** total magnetic intensity, forward simulation, integral formulation, tensor mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/04-magnetics/fwd_magnetics_mvi_3d.ipynb b/notebooks/04-magnetics/fwd_magnetics_mvi_3d.ipynb
index 9fd4a343..cd5fa608 100644
--- a/notebooks/04-magnetics/fwd_magnetics_mvi_3d.ipynb
+++ b/notebooks/04-magnetics/fwd_magnetics_mvi_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation of Magnetic Gradiometry Data for Magnetic Vector Models"
+    "---\n",
+    "title: \"3D Forward Simulation of Magnetic Gradiometry Data for Magnetic Vector Models\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** gradiometry, magnetic vector model, forward simulation, integral formulation, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/04-magnetics/inv_magnetics_induced_3d.ipynb b/notebooks/04-magnetics/inv_magnetics_induced_3d.ipynb
index 40f2f95c..345e0e36 100644
--- a/notebooks/04-magnetics/inv_magnetics_induced_3d.ipynb
+++ b/notebooks/04-magnetics/inv_magnetics_induced_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Inversion of TMI Data to Recover a Susceptibility Model"
+    "---\n",
+    "title: \"3D Inversion of TMI Data to Recover a Susceptibility Model\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** total magnetic intensity, integral formulation, inversion, sparse norm, tensor mesh, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/fwd_dcr_1d.ipynb b/notebooks/05-dcr/fwd_dcr_1d.ipynb
index 28e88b82..aed5d848 100644
--- a/notebooks/05-dcr/fwd_dcr_1d.ipynb
+++ b/notebooks/05-dcr/fwd_dcr_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Forward Simulation for a Single Sounding"
+    "---\n",
+    "title: \"1D Forward Simulation for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC resistivity, forward simulation, apparent resistivity, 1D sounding, wires mapping.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/fwd_dcr_2d.ipynb b/notebooks/05-dcr/fwd_dcr_2d.ipynb
index 0d40b687..225ad963 100644
--- a/notebooks/05-dcr/fwd_dcr_2d.ipynb
+++ b/notebooks/05-dcr/fwd_dcr_2d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 2.5D Forward Simulation"
+    "---\n",
+    "title: \"2.5D Forward Simulation\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC resistivity, forward simulation, 2.5D, apparent resistivity, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/fwd_dcr_3d.ipynb b/notebooks/05-dcr/fwd_dcr_3d.ipynb
index 35fe79c4..1e59afe6 100644
--- a/notebooks/05-dcr/fwd_dcr_3d.ipynb
+++ b/notebooks/05-dcr/fwd_dcr_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation"
+    "---\n",
+    "title: \"3D Forward Simulation\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC Resistivity, forward simulation, 3D, apparent resistivity, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/inv_dcr_1d.ipynb b/notebooks/05-dcr/inv_dcr_1d.ipynb
index 9fe3e629..32e0b2b6 100644
--- a/notebooks/05-dcr/inv_dcr_1d.ipynb
+++ b/notebooks/05-dcr/inv_dcr_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Inversion for a Single Sounding"
+    "---\n",
+    "title: \"1D Inversion for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC resistivity, 1D sounding, inversion, parametric, sparse norm, apparent resistivity, wires mapping.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/inv_dcr_2d.ipynb b/notebooks/05-dcr/inv_dcr_2d.ipynb
index 060f9ad8..1a0f28cc 100644
--- a/notebooks/05-dcr/inv_dcr_2d.ipynb
+++ b/notebooks/05-dcr/inv_dcr_2d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 2.5D DC Resistivity Inversion"
+    "---\n",
+    "title: \"2.5D DC Resistivity Inversion\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC resistivity, 2.5D inversion, sparse norm, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/05-dcr/inv_dcr_3d.ipynb b/notebooks/05-dcr/inv_dcr_3d.ipynb
index 3e55e533..19496125 100644
--- a/notebooks/05-dcr/inv_dcr_3d.ipynb
+++ b/notebooks/05-dcr/inv_dcr_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D DC Resistivity Inversion"
+    "---\n",
+    "title: \"3D DC Resistivity Inversion\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** DC resistivity, 3D inversion, weighted least-squares, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/06-ip/fwd_ip_2d.ipynb b/notebooks/06-ip/fwd_ip_2d.ipynb
index da279959..e21da23b 100644
--- a/notebooks/06-ip/fwd_ip_2d.ipynb
+++ b/notebooks/06-ip/fwd_ip_2d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 2.5D IP Forward Simulation"
+    "---\n",
+    "title: \"2.5D IP Forward Simulation\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** Induced polarization, 2.5D forward simulation, apparent chargeability, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/06-ip/fwd_ip_3d.ipynb b/notebooks/06-ip/fwd_ip_3d.ipynb
index 7d4a6833..fed3bebb 100644
--- a/notebooks/06-ip/fwd_ip_3d.ipynb
+++ b/notebooks/06-ip/fwd_ip_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D IP Forward Simulation"
+    "---\n",
+    "title: \"3D IP Forward Simulation\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** Induced polarization, 3D forward simulation, apparent chargeability, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/06-ip/inv_ip_2d.ipynb b/notebooks/06-ip/inv_ip_2d.ipynb
index ddf377ba..f5ba8ba2 100644
--- a/notebooks/06-ip/inv_ip_2d.ipynb
+++ b/notebooks/06-ip/inv_ip_2d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 2.5D IP Inversion"
+    "---\n",
+    "title: \"2.5D IP Inversion\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** induced polarization, 2.5D inversion, sparse norm, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/06-ip/inv_ip_3d.ipynb b/notebooks/06-ip/inv_ip_3d.ipynb
index e712fd28..2e77766d 100644
--- a/notebooks/06-ip/inv_ip_3d.ipynb
+++ b/notebooks/06-ip/inv_ip_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D IP Inversion"
+    "---\n",
+    "title: \"3D IP Inversion\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** induced polarization, 3D inversion, sparse norm, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/07-fdem/fwd_fdem_1d.ipynb b/notebooks/07-fdem/fwd_fdem_1d.ipynb
index 26e25cd0..169c4db8 100644
--- a/notebooks/07-fdem/fwd_fdem_1d.ipynb
+++ b/notebooks/07-fdem/fwd_fdem_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Forward Simulation of Frequency Domain EM Data for a Single Sounding"
+    "---\n",
+    "title: \"1D Forward Simulation of Frequency Domain EM Data for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** FDEM, forward simulation, 1D sounding, inductive source, wires mapping.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/07-fdem/fwd_fdem_3d.ipynb b/notebooks/07-fdem/fwd_fdem_3d.ipynb
index 34a77fdc..a6baa305 100644
--- a/notebooks/07-fdem/fwd_fdem_3d.ipynb
+++ b/notebooks/07-fdem/fwd_fdem_3d.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"Forward Simulation of 3D Airborne FDEM Data on a Tree Mesh\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -24,14 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Forward Simulation of 3D Airborne FDEM Data on a Tree Mesh\n",
-    "\n",
-    "</br>\n",
-    "\n",
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** FDEM, 3D forward simulation, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/07-fdem/fwd_fdem_cyl.ipynb b/notebooks/07-fdem/fwd_fdem_cyl.ipynb
index cc0dc579..c68436ce 100644
--- a/notebooks/07-fdem/fwd_fdem_cyl.ipynb
+++ b/notebooks/07-fdem/fwd_fdem_cyl.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"3D Forward Simulation of FDEM Data on Cylindrical Mesh for a Galvanic Source\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -24,9 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
-    "# 3D Forward Simulation of FDEM Data on Cylindrical Mesh for a Galvanic Source\n",
-    "\n",
     "Here we use the module *simpeg.electromagnetics.frequency_domain* to simulate the\n",
     "FDEM response for a borehole survey using a cylindrical mesh and radially symmetric\n",
     "conductivity model. For this tutorial, we focus on the following:\n",
diff --git a/notebooks/07-fdem/inv_fdem_1d.ipynb b/notebooks/07-fdem/inv_fdem_1d.ipynb
index 50db768e..17e9658b 100644
--- a/notebooks/07-fdem/inv_fdem_1d.ipynb
+++ b/notebooks/07-fdem/inv_fdem_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Inversion of Frequency Domain EM Data for a Single Sounding"
+    "---\n",
+    "title: \"1D Inversion of Frequency Domain EM Data for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** frequency-domain EM, 1D sounding, inversion, parametric, sparse norm, wires mapping\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/08-tdem/fwd_tdem_1d.ipynb b/notebooks/08-tdem/fwd_tdem_1d.ipynb
index 42b395e5..6c6d98c0 100644
--- a/notebooks/08-tdem/fwd_tdem_1d.ipynb
+++ b/notebooks/08-tdem/fwd_tdem_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Forward Simulation for a Single Sounding"
+    "---\n",
+    "title: \"1D Forward Simulation for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** TDEM, forward simulation, waveforms, 1D sounding, wires mapping.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/08-tdem/fwd_tdem_3d.ipynb b/notebooks/08-tdem/fwd_tdem_3d.ipynb
index 6f658195..6d32c1e6 100644
--- a/notebooks/08-tdem/fwd_tdem_3d.ipynb
+++ b/notebooks/08-tdem/fwd_tdem_3d.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"Forward Simulation of 3D Transient Airborne TDEM Data on a Tree Mesh\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -24,14 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Forward Simulation of 3D Transient Airborne TDEM Data on a Tree Mesh\n",
-    "\n",
-    "</br>\n",
-    "\n",
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** TDEM, 3D forward simulation, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/08-tdem/fwd_tdem_fundamentals.ipynb b/notebooks/08-tdem/fwd_tdem_fundamentals.ipynb
index 2e649a0c..f41e02e3 100644
--- a/notebooks/08-tdem/fwd_tdem_fundamentals.ipynb
+++ b/notebooks/08-tdem/fwd_tdem_fundamentals.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Fundamentals of Finite Volume for TDEM Simulations"
+    "---\n",
+    "title: \"Fundamentals of Finite Volume for TDEM Simulations\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -41,10 +45,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** finite volume fundamentals, TDEM, forward simulation, time discretization, mesh discretization.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/08-tdem/fwd_utem_3d.ipynb b/notebooks/08-tdem/fwd_utem_3d.ipynb
index 0e18754b..aceaae7a 100644
--- a/notebooks/08-tdem/fwd_utem_3d.ipynb
+++ b/notebooks/08-tdem/fwd_utem_3d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 3D Forward Simulation for On-Time Large-Loop Data"
+    "---\n",
+    "title: \"3D Forward Simulation for On-Time Large-Loop Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -42,10 +46,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** UTEM, forward simulation, large current loop, on-time db/dt data.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/08-tdem/inv_tdem_1d.ipynb b/notebooks/08-tdem/inv_tdem_1d.ipynb
index 1f1951d9..29505c2f 100644
--- a/notebooks/08-tdem/inv_tdem_1d.ipynb
+++ b/notebooks/08-tdem/inv_tdem_1d.ipynb
@@ -4,7 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 1D Inversion for a Single Sounding"
+    "---\n",
+    "title: \"1D Inversion for a Single Sounding\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
    ]
   },
   {
@@ -31,10 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Author:** Devin C. Cowan\n",
-    "\n",
-    "</br>\n",
-    "\n",
     "**Keywords:** total magnetic intensity, integral formulation, inversion, sparse norm, tensor mesh, tree mesh.\n",
     "\n",
     "</br>\n",
diff --git a/notebooks/11-joint-inversion/plot_inv_3_cross_gradient_pf.ipynb b/notebooks/11-joint-inversion/plot_inv_3_cross_gradient_pf.ipynb
index 88d956f6..cb203fba 100644
--- a/notebooks/11-joint-inversion/plot_inv_3_cross_gradient_pf.ipynb
+++ b/notebooks/11-joint-inversion/plot_inv_3_cross_gradient_pf.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"Cross-gradient Joint Inversion of Gravity and Magnetic Anomaly Data\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -24,9 +35,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
-    "# Cross-gradient Joint Inversion of Gravity and Magnetic Anomaly Data\n",
-    "\n",
     "Here we simultaneously invert gravity and magentic data using cross-gradient\n",
     "constraint. The recovered density and susceptibility models are supposed to have\n",
     "structural similarity. For this tutorial, we focus on the following:\n",
diff --git a/notebooks/12-pgi-inversion/plot_inv_1_joint_pf_pgi_full_info_tutorial.ipynb b/notebooks/12-pgi-inversion/plot_inv_1_joint_pf_pgi_full_info_tutorial.ipynb
index 4d585933..3f73a078 100644
--- a/notebooks/12-pgi-inversion/plot_inv_1_joint_pf_pgi_full_info_tutorial.ipynb
+++ b/notebooks/12-pgi-inversion/plot_inv_1_joint_pf_pgi_full_info_tutorial.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"Joint PGI of Gravity + Magnetic on an Octree mesh using full petrophysical information\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -21,10 +32,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
-    "# Joint PGI of Gravity + Magnetic on an Octree mesh using full petrophysical information\n",
-    "\n",
-    "\n",
     "This tutorial shows through a joint inversion of Gravity and Magnetic data on an\n",
     "Octree mesh how to use the PGI framework introduced in Astic & Oldenburg (2019)\n",
     "and Astic et al. (2021) to include petrophysical information into geophysical\n",
diff --git a/notebooks/12-pgi-inversion/plot_inv_2_joint_pf_pgi_no_info_tutorial.ipynb b/notebooks/12-pgi-inversion/plot_inv_2_joint_pf_pgi_no_info_tutorial.ipynb
index fe83f364..db51199b 100644
--- a/notebooks/12-pgi-inversion/plot_inv_2_joint_pf_pgi_no_info_tutorial.ipynb
+++ b/notebooks/12-pgi-inversion/plot_inv_2_joint_pf_pgi_no_info_tutorial.ipynb
@@ -1,5 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "title: \"Joint PGI of Gravity + Magnetic on an Octree mesh without petrophysical information\"\n",
+    "authors:\n",
+    "  - id: devincowan\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -21,10 +32,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
-    "# Joint PGI of Gravity + Magnetic on an Octree mesh without petrophysical information\n",
-    "\n",
-    "\n",
     "This tutorial shows through a joint inversion of Gravity and Magnetic data on an\n",
     "Octree mesh how to use the PGI framework introduced in Astic & Oldenburg (2019)\n",
     "and Astic et al. (2021) to make geologic assumptions and learn a suitable\n",