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Update IRLS directive to allow multiple GN iterations.
Remove modifications to the ProjGN solver. Update IRLS example.
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@@ -20,7 +20,7 @@ def run(N=200, plotIt=True):
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m0 = np.ones(mesh.nC) * 1e-4
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mref = np.zeros(mesh.nC)
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nk = 10
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nk = 15
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jk = np.linspace(1.,nk,nk)
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p = -2.
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q = 1.
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@@ -59,7 +59,7 @@ def run(N=200, plotIt=True):
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dmis = DataMisfit.l2_DataMisfit(survey)
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dmis.Wd = 1./wd
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opt = Optimization.ProjectedGNCG(maxIter=20,lower=-2.,upper=2., maxIterCG= 10, maxIterGN=1, tolCG = 1e-4)
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opt = Optimization.ProjectedGNCG(maxIter=20,lower=-2.,upper=2., maxIterCG= 10, tolCG = 1e-4)
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invProb = InvProblem.BaseInvProblem(dmis, reg, opt)
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invProb.curModel = m0
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@@ -83,18 +83,18 @@ def run(N=200, plotIt=True):
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reg.cell_weights = wr
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reg.mref = np.zeros(mesh.nC)
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reg.eps_p = 5e-2
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reg.eps_p = 1e-3
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reg.eps_q = 1e-2
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reg.norms = [0., 0., 2., 2.]
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opt = Optimization.ProjectedGNCG(maxIter=10 ,lower=-2.,upper=2., maxIterLS = 20, maxIterCG= 10, tolCG = 1e-3)
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opt = Optimization.ProjectedGNCG(maxIter=100 ,lower=-2.,upper=2., maxIterLS = 20, maxIterCG= 10, tolCG = 1e-3)
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invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = invProb.beta*2.)
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beta = Directives.BetaSchedule(coolingFactor=1, coolingRate=1)
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#betaest = Directives.BetaEstimate_ByEig()
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update_beta = Directives.Scale_Beta(tol = 0.05, coolingRate=5)
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target = Directives.TargetMisfit()
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IRLS =Directives.Update_IRLS( phi_m_last = phim, phi_d_last = phid )
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IRLS = Directives.Update_IRLS( phi_m_last = phim, phi_d_last = phid, coolingRate=5 )
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inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS])
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inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS,update_beta])
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m0 = mrec
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