mirror of
https://github.com/wassname/simpeg.git
synced 2026-08-11 11:26:01 +08:00
735 lines
482 KiB
Plaintext
735 lines
482 KiB
Plaintext
{
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"metadata": {
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"name": ""
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},
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"nbformat": 3,
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"nbformat_minor": 0,
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"worksheets": [
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{
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"cells": [
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"from SimPEG import *\n",
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"from simpegPF import BaseMag\n",
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"from scipy.constants import mu_0\n",
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"from simpegPF.MagAnalytics import spheremodel, CongruousMagBC\n",
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"from simpegPF.Magnetics import MagneticsDiffSecondary, MagneticsDiffSecondaryInv\n",
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"%pylab inline"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"output_type": "stream",
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"stream": "stdout",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n"
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]
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}
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],
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"prompt_number": 1
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"# import matplotlib.pyplot as plt\n",
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"hxind = ((5,25,1.3),(21, 25),(5,25,1.3))\n",
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"hyind = ((5,25,1.3),(21, 25),(5,25,1.3))\n",
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"hzind = ((5,25,1.3),(40, 25),(5,25,1.3))\n",
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"hx, hy, hz = Utils.meshTensors(hxind, hyind, hzind)\n",
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"mesh = Mesh.TensorMesh([hx, hy, hz], [-hx.sum()/2,-hy.sum()/2,-hz.sum()/2])\n",
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"\n",
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"chibkg = 1e-7\n",
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"chiblk = 0.1\n",
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"chi = np.ones(mesh.nC)*chibkg\n",
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"sph_ind = spheremodel(mesh, 0., 0., -200., 80)\n",
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"chi[sph_ind] = chiblk\n",
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"# model = BaseMag.BaseMagModel(mesh)\n",
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"\n",
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"active_ind = ((mesh.gridCC[:,2]>-500)&(mesh.gridCC[:,2]<0)) & ((mesh.gridCC[:,0]>-800) & (mesh.gridCC[:,0]<800) & (mesh.gridCC[:,1]>-800) &(mesh.gridCC[:,1]<800))\n",
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"# active_ind = mesh.gridCC[:,2]<0\n",
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"activemodel = Model.ActiveModel(mesh, active_ind, chibkg)\n",
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"c = 1.5\n",
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"options = {'active_ind': active_ind, 'c': c}\n",
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"depthmodel = BaseMag.BaseDepthModel(mesh, **options)\n",
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"model = Model.ComboModel(mesh, [BaseMag.BaseMagModel, depthmodel, activemodel ])\n",
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"\n",
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"# mu = (1.+chi)*mu_0\n",
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"\n",
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"data = BaseMag.BaseMagData()\n",
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"Inc = 90.\n",
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"Dec = 0.\n",
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"Btot = 51000\n",
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"\n",
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"data.setBackgroundField(Inc, Dec, Btot)\n",
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"\n",
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"xr = np.linspace(-300, 300, 41)\n",
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"yr = np.linspace(-300, 300, 41)\n",
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"X, Y = np.meshgrid(xr, yr)\n",
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"Z = np.ones((xr.size, yr.size))*(0.)\n",
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"rxLoc = np.c_[Utils.mkvc(X), Utils.mkvc(Y), Utils.mkvc(Z)]\n",
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"data.rxLoc = rxLoc\n",
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"prob = MagneticsDiffSecondary(mesh, model)\n",
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"prob.pair(data)"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 103
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"weight = abs(mesh.gridCC[:,2])**c\n",
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"weight = weight/weight.max()\n",
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"weight[~active_ind] = 1.\n",
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"data.mtrue = (chi*1/weight)[active_ind]\n",
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"\n",
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"data.dtrue = data.dpred(data.mtrue)\n",
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"std = 0.1\n",
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"noise = std*np.linalg.norm(data.dtrue)/np.sqrt(data.dtrue.size)*np.random.randn(*data.dtrue.shape) #(*??)\n",
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"data.dobs = data.dtrue+noise\n",
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"data.std = std"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 104
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
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"dat = ax[0].imshow(np.reshape(noise, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
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"plt.colorbar(dat, ax = ax[0])\n",
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"dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
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"plt.colorbar(dat2, ax = ax[1])\n",
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"plt.show()"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"metadata": {},
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"output_type": "display_data",
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NEPsiHeMS4RLikWDjEFNkgEtEkQF1WtikpEjS1KY87HF0sIYzSFlOt+gWyvul75UI5wsE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\niAAAAABJRU5ErkJggg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x837da50>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 105
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"plt.plot(noise)\n",
|
|
"plt.plot(data.dobs)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 106,
|
|
"text": [
|
|
"[<matplotlib.lines.Line2D at 0x47ec290>]"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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cCEoBKPYX6slTtCtl9WXYVreNOxaNR4V9c2KJmNwFpIvz7Z1WBKMtAFYQpxsEFgaYJTUE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\nAABJRU5ErkJggg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x4f05ed0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 106
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"options = {'maxIter': 10}\n",
|
|
"inv, reg = MagneticsDiffSecondaryInv(mesh, model, data, **options)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 119
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"m0 = (np.ones(mesh.nC)*chibkg*1/weight)[active_ind]\n",
|
|
"data_ini = data.dpred(m0)\n",
|
|
"# m0 = (np.ones(mesh.nC)*1e-4)[active_ind]\n",
|
|
"reg.mref = m0*0."
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 120
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"dobj = inv.objFunc.dataObj(m0)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 121
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
|
|
"dat = ax[0].imshow(np.reshape(data_ini, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
|
|
"plt.colorbar(dat, ax = ax[0])\n",
|
|
"dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
|
|
"plt.colorbar(dat2, ax = ax[1])\n",
|
|
"plt.show()"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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1Rwlq04211m71/eUZQtzLaAZPtc0KpAPP9AxhWpPXpmypVJE5pwHt145N+Zq8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\ngg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x8e37950>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 122
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"beta = Parameters.BetaSchedule(coolingFactor = 10, coolingRate = 1, beta0 = 1e17)\n",
|
|
"inv.objFunc.beta = beta\n",
|
|
"inv.opt.maxIterLS = 20"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 123
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"inv.objFunc.data.Wd = 10."
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 124
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"reg.alpha_s = 1e-4\n",
|
|
"reg.alpha_x = 1.\n",
|
|
"reg.alpha_y = 1.\n",
|
|
"reg.alpha_z = 1."
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 125
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"out = inv.run(m0)\n",
|
|
"# reg = Regularization.Tikhonov(model)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"============================ Inexact Gauss Newton ============================\n",
|
|
" # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n",
|
|
"-----------------------------------------------------------------------------\n",
|
|
" 0 1.00e+17 1.73e+08 1.09e-07 1.11e+10 2.76e+08 0 "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 1 1.00e+16 2.50e+07 1.09e-07 1.12e+09 4.74e+07 0 "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 2 1.00e+15 8.42e+06 1.09e-07 1.18e+08 7.04e+07 0 "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 3 1.00e+14 8.39e+06 1.09e-07 1.93e+07 6.91e+07 1 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 4 1.00e+13 8.32e+06 1.09e-07 9.41e+06 6.85e+07 0 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 5 1.00e+12 8.32e+06 1.09e-07 8.43e+06 6.93e+07 4 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 6 1.00e+11 8.32e+06 1.09e-07 8.33e+06 6.94e+07 16 "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 7 1.00e+10 8.32e+06 1.09e-07 8.32e+06 6.99e+07 16 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 8 1.00e+09 8.32e+06 1.09e-07 8.32e+06 6.95e+07 6 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 9 1.00e+08 8.21e+06 1.09e-07 8.21e+06 6.71e+07 4 "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"Iterative solver did not work well (Jvec)"
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
" 10 1.00e+07 7.06e+06 1.09e-07 7.06e+06 6.48e+07 0 Skip BFGS "
|
|
]
|
|
},
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"\n",
|
|
"------------------------- STOP! -------------------------\n",
|
|
"1 : |fc-fOld| = 1.1476e+06 <= tolF*(1+|f0|) = 1.1121e+09\n",
|
|
"0 : |xc-x_last| = 3.2368e-01 <= tolX*(1+|x0|) = 1.0013e-01\n",
|
|
"0 : |proj(x-g)-x| = 6.4772e+07 <= tolG = 1.0000e-01\n",
|
|
"0 : |proj(x-g)-x| = 6.4772e+07 <= 1e3*eps = 1.0000e-02\n",
|
|
"1 : maxIter = 10 <= iter = 10\n",
|
|
"------------------------- DONE! -------------------------\n"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 126
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"indx = 15\n",
|
|
"fig, axes = subplots(1,2, figsize = (12, 5))\n",
|
|
"ps1 = mesh.plotSlice(chi, vType='CC', ind=indx, normal='X',ax = axes[0], grid=True, gridOpts={'color':'b','lw':0.3, 'alpha':0.5}); axes[0].set_title('$\\chi_{true}$', fontsize = 16);\n",
|
|
"ps2 = mesh.plotSlice(model.transform(out)/mu_0-1, vType='CC', ind=indx, normal='X', ax = axes[1], grid=True, gridOpts={'color':'b','lw':0.3, 'alpha':0.5}); axes[1].set_title('$\\chi_{pred}$', fontsize = 16);\n",
|
|
"\n",
|
|
"colorbar(ps1[0], ax = axes[0])\n",
|
|
"colorbar(ps2[0], ax = axes[1])\n",
|
|
"print 'x=', mesh.vectorCCx[indx]"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"x= 0.0\n"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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6bdPa2kp6enpQw9y0aRPFxcWe142NjeTn5zN8+HB+9rOfcfPNNwfVjxI6/9iS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\nXPQDSDJoswkhMYPJ0+KzD/jly5fR1NSErVu3+kVMU7f0qq2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6NDU1oaKiAtnZ2Th06FDI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\nxJH/D1AkD2REpq8gAAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0xbafbd50>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 127
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, axes = subplots(1,2, figsize = (12, 5))\n",
|
|
"mesh.plotImage(model.transform(out)/mu_0-1, ax = axes[0])\n",
|
|
"mesh.plotImage(chi, ax = axes[1])"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 128,
|
|
"text": [
|
|
"<matplotlib.collections.QuadMesh at 0x434fd50>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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sT0JCNgDt2zvSoYMTiYnmFQhNtc+6d+/AoEG+ZVOKEssesGTJrX9J61U7eHqq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\ngWmFPfUAAAAASUVORK5CYII=\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x4e45150>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 128
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"dpredout = data.dpred(out)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 129
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
|
|
"dat = ax[0].imshow(np.reshape(dpredout, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
|
|
"plt.colorbar(dat, ax = ax[0])\n",
|
|
"dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
|
|
"plt.colorbar(dat2, ax = ax[1])\n",
|
|
"plt.show()"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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mv/C6kzoYoSZcR9xNnYM6NHUUdoglGBd64dBE3lpTExIJA7DE9ytLPYVoeA2d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Kyq09VCAu8CXzoG43BhiBkyRtYG7dhXtDbZsitpTexdPo9pH6WNSJILEVacD0ec98ec9Secd0f0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\nBweHNoMjbwcHBwcHhzbD/wdjn717FBN/9QAAAABJRU5ErkJggg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x3feb4d0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 130
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Thoughts\n",
|
|
"\n",
|
|
"### 1. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": []
|
|
}
|
|
],
|
|
"metadata": {}
|
|
}
|
|
]
|
|
} |