diff --git a/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py b/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py index 677d360b..a6d9399d 100644 --- a/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py +++ b/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py @@ -3,7 +3,7 @@ from SimPEG import * import simpegPF as PF import pylab as plt import os -home_dir = 'C:\\Users\\dominiquef.MIRAGEOSCIENCE\\ownCloud\\Research\\Modelling\\Synthetic\\SingleBlock\\GRAV' +home_dir = 'C:\\Users\\dominiquef.MIRAGEOSCIENCE\\ownCloud\\Research\\CraigModel\\GRAV\\checkerboard_tests' inpfile = 'PYGRAV3D_inv.inp' dsep = '\\' os.chdir(home_dir) @@ -11,15 +11,15 @@ plt.close('all') #%% User input # Initial beta -beta_in = 1e+5 +beta_in = 1e-2 # Treshold values for compact norm eps_p = 1e-3 # Small model values eps_q = 1e-3 # Small model gradient # Plotting parameter -vmin = -0.05 -vmax = 0 +vmin = -0.3 +vmax = 0.3 #%% # Read input file [mshfile, obsfile, topofile, mstart, mref, wgtfile, chi, alphas, bounds, lpnorms] = PF.Gravity.read_GRAVinv_inp(home_dir + dsep + inpfile) @@ -160,24 +160,25 @@ print "Final misfit:" + str(np.sum( ((d-pred)/wd)**2. ) ) #%% Plot out sections of the smooth model yslice = midx+1 +m_out[m_out==-100] = np.nan plt.figure() ax = plt.subplot(221) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-5]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(222) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-8]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(212) -mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) plt.title('Cross Section') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') @@ -210,7 +211,7 @@ PC = Utils.sdiag(diagA**-1.) dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = 1./wd -opt = Optimization.ProjectedGNCG(maxIter=10 ,lower=bounds[0],upper=bounds[1], maxIterCG= 25, tolCG = 1e-4) +opt = Optimization.ProjectedGNCG(maxIter=20 , maxIterLS = 20,lower=bounds[0],upper=bounds[1], maxIterCG= 50, tolCG = 1e-4) opt.approxHinv = PC #opt.phim_last = reg.eval(mrec) @@ -241,23 +242,24 @@ print "Final misfit:" + str(np.sum( ((d-pred)/wd)**2. ) ) #%% Plot out a section of the model yslice = midx +m_out[m_out==-100] = np.nan plt.figure() ax = plt.subplot(221) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-18, clim = (vmin,vmax) , pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') -plt.title('Z: ' + str(mesh.vectorCCz[-5]) + ' m') +plt.title('Z: ' + str(mesh.vectorCCz[-18]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(222) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-23, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') -plt.title('Z: ' + str(mesh.vectorCCz[-8]) + ' m') +plt.title('Z: ' + str(mesh.vectorCCz[-23]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(212) -mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (vmin,vmax)) +mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) plt.title('Cross Section') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') diff --git a/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py b/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py index 1700b861..f0315b6a 100644 --- a/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py +++ b/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py @@ -17,7 +17,7 @@ os.chdir(home_dir) ## New scripts to be added to basecode #from fwr_MAG_data import fwr_MAG_data #from read_MAGfwr_inp import read_MAGfwr_inp - +plt.close('all') #%% # Read input file [mshfile, obsfile, topofile, mstart, mref, magfile, wgtfile, chi, alphas, bounds, lpnorms] = PF.Magnetics.read_MAGinv_inp(home_dir + dsep + inpfile) @@ -162,17 +162,18 @@ print "Final misfit:" + str(np.sum( ((d-pred)/wd)**2. ) ) #%% Plot out a section of the model yslice = midx +m_out[m_out==-100] = np.nan plt.figure() ax = plt.subplot(221) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (mrec.min(), mrec.max())) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-5]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(222) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (mrec.min(), mrec.max())) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-8]) + ' m') plt.xlabel('x');plt.ylabel('z') @@ -180,7 +181,7 @@ plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(212) -mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (mrec.min(), mrec.max())) plt.title('Cross Section') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') @@ -205,18 +206,19 @@ PC = Utils.sdiag(diagA**-1.) dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = wd -opt = Optimization.ProjectedGNCG(maxIter=10 ,lower=0.,upper=1., maxIterCG= 10, tolCG = 1e-4) +opt = Optimization.ProjectedGNCG(maxIter=20 ,lower=0.,upper=1., maxIterCG= 10, tolCG = 1e-4) opt.approxHinv = PC #opt.phim_last = reg.eval(mrec) # opt = Optimization.InexactGaussNewton(maxIter=6) invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = invProb.beta) beta = Directives.BetaSchedule(coolingFactor=1, coolingRate=1) +update_beta = Directives.Scale_Beta(tol = 0.05) #betaest = Directives.BetaEstimate_ByEig() target = Directives.TargetMisfit() IRLS =Directives.Update_IRLS( phi_m_last = phim, phi_d_last = phid ) -inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS]) +inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS,update_beta]) m0 = mrec @@ -236,23 +238,26 @@ print "Final misfit:" + str(np.sum( ((d-pred)/wd)**2. ) ) #%% Plot out a section of the model yslice = midx + +m_out[m_out==-100] = np.nan + plt.figure() ax = plt.subplot(221) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (mrec.min(), mrec.max())) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-5]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(222) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (mrec.min(), mrec.max())) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') plt.title('Z: ' + str(mesh.vectorCCz[-8]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(212) -mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (-1e-3, mrec.max())) +mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (mrec.min(), mrec.max())) plt.title('Cross Section') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') \ No newline at end of file diff --git a/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus b/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus index 7b380683..460fbdc1 100644 --- 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