Example_0_Inversion.ipynb 401 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Single inversion\n",
    "Although a key idea of the `CORBASS` algorithm is to integrate out the model parameters using many inversions, one can use the `Inversion` class from the module `corbass.inversion` to run a single inversion. First we have to import the `Inversion` class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "import os\n",
    "# relative import\n",
    "sys.path.append(os.path.abspath('') + '/../')\n",
    "from corbass.inversion import Inversion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After the import we get the data filename from the parameter file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Example_Parfile import data_filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we set up the `Inversion` class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "inv = Inversion(data_filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this way we run an inversion for **all** the data in the file, i.e. the results will be some average field for the whole timespan in the file. `Inversion` can also be initialized by passing a `pandas.Dataframe` containing a smaller dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from corbass.utils import read_data\n",
    "data = read_data(data_filename)\n",
    "data = data.where((1400 <= data['t']) & (data['t'] < 1500))\n",
    "inv = Inversion(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assuming we know the model parameters,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
89
90
91
92
    "r_ref = 2800           # Reference radius in km\n",
    "alpha_WoDip = 16000    # non-dipole variance in nT (nano Tesla)\n",
    "sigma_E = 1.1          # scaling factor for the errors\n",
    "sigma_R = 5000         # residual term in nT"
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we can invert for the field:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean, cov = inv.field_inversion(r_ref, alpha_WoDip, sigma_E, sigma_R, n_desi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `cartopy`, we set up a figure to plot the field mean and variances:"
   ]
  },
  {
   "cell_type": "code",
Maximilian Schanner's avatar
Maximilian Schanner committed
120
   "execution_count": 7,
121
122
123
124
   "metadata": {},
   "outputs": [
    {
     "data": {
125
      "image/png": "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\n",
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
      "text/plain": [
       "<Figure size 936x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "glob_proj = ccrs.Mollweide(central_longitude=0)\n",
142
    "fig, ax = plt.subplots(2, 3, figsize=(13, 5), subplot_kw={'projection': glob_proj})\n",
143
144
145
146
147
    "# get the field locations\n",
    "x_desi = inv.x_desi\n",
    "lat, lon, _ = glob_proj.transform_points(ccrs.Geodetic(),\n",
    "                                         x_desi[1],\n",
    "                                         90-x_desi[0]).T\n",
148
    "\n",
149
150
151
    "for it in range(3):\n",
    "    ax[0, it].tripcolor(lat, lon, mean[it::3])\n",
    "    ax[0, it].coastlines(zorder=4)\n",
152
    "    ax[0, it].set_title('NEZ'[it])\n",
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
    "    \n",
    "    ax[1, it].tripcolor(lat, lon, np.sqrt(cov.diagonal()[it::3]),\n",
    "                        cmap='Greys')\n",
    "    ax[1, it].coastlines(zorder=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `Inversion` class also provides routines for inversion for Gauss coefficients (`Inversion.coeff_inversion`), for declination, inclination and intensity (`Inversion.dif_inversion`) and for the down component and the intensity at the core-mantle-boundary (`Inversion.zf_cmb_inversion`). Since there is a major overlap in the inversion process for these quantities, it is possible to invert for multiple outputs using `Inversion.full_run`. Therefore a dictionary with the arguments for the single inversions is passed, along with the model parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_calc = {'field': 1000, 'dif': 1000, 'coeffs': 15}\n",
    "rslt = inv.full_run(r_ref, alpha_WoDip, sigma_E, sigma_R, to_calc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then again use `cartopy`, to plot the results:"
   ]
  },
  {
   "cell_type": "code",
Maximilian Schanner's avatar
Maximilian Schanner committed
185
   "execution_count": 9,
186
187
188
189
   "metadata": {},
   "outputs": [
    {
     "data": {
190
      "image/png": "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\n",
191
192
193
194
195
196
197
198
199
200
201
      "text/plain": [
       "<Figure size 936x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
202
    "fig, ax = plt.subplots(2, 3, figsize=(13, 5), subplot_kw={'projection': glob_proj})\n",
203
204
205
206
207
    "# get the field locations\n",
    "x_desi = inv.x_desi\n",
    "lat, lon, _ = glob_proj.transform_points(ccrs.Geodetic(),\n",
    "                                         x_desi[1],\n",
    "                                         90-x_desi[0]).T\n",
208
    "\n",
209
210
211
    "for it in range(3):\n",
    "    ax[0, it].tripcolor(lat, lon, rslt['dif_mean'][it])\n",
    "    ax[0, it].coastlines(zorder=4)\n",
212
    "    ax[0, it].set_title('DIF'[it])\n",
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
    "    \n",
    "    ax[1, it].tripcolor(lat, lon, np.sqrt(rslt['dif_cov'][it].diagonal()),\n",
    "                        cmap='Greys')\n",
    "    ax[1, it].coastlines(zorder=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a final quantity, `Inversion` provides the log-posterior value corresponding to the choice of model parameters. This is important for the `CORBASS` algorithm. One can calculate it using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
234
       "-6444.927050161921"
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inv.log_pst(r_ref, alpha_WoDip, sigma_E, sigma_R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or again by using the `full_run` method and including `'pst'` and the corresponding argument in the dictionary."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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",
270
   "version": "3.7.3"
271
272
273
274
275
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}