%TAOINVERSION class definition % % Usage: % taoinversion=taoinversion(); classdef taoinversion properties (SetAccess=public) iscontrol = 0 incomplete_adjoint = 0 control_parameters = NaN maxsteps = 0 maxiter = 0 fatol = 0 frtol = 0 gatol = 0 grtol = 0 gttol = 0 algorithm = '' cost_functions = NaN cost_functions_coefficients = NaN min_parameters = NaN max_parameters = NaN vx_obs = NaN vy_obs = NaN vz_obs = NaN vel_obs = NaN thickness_obs = NaN surface_obs = NaN end methods function self = extrude(self,md) % {{{ self.vx_obs=project3d(md,'vector',self.vx_obs,'type','node'); self.vy_obs=project3d(md,'vector',self.vy_obs,'type','node'); self.vel_obs=project3d(md,'vector',self.vel_obs,'type','node'); self.thickness_obs=project3d(md,'vector',self.thickness_obs,'type','node'); if numel(self.cost_functions_coefficients)>1,self.cost_functions_coefficients=project3d(md,'vector',self.cost_functions_coefficients,'type','node');end; if numel(self.min_parameters)>1,self.min_parameters=project3d(md,'vector',self.min_parameters,'type','node');end; if numel(self.max_parameters)>1,self.max_parameters=project3d(md,'vector',self.max_parameters,'type','node');end; end % }}} function self = taoinversion(varargin) % {{{ switch nargin case 0 self=setdefaultparameters(self); case 1 self=structtoobj(taoinversion(),varargin{1}); otherwise error('constructor not supported'); end end % }}} function self = setdefaultparameters(self) % {{{ %default is incomplete adjoint for now self.incomplete_adjoint=1; %parameter to be inferred by control methods (only %drag and B are supported yet) self.control_parameters={'FrictionCoefficient'}; %number of iterations and steps self.maxsteps=20; self.maxiter =30; %default tolerances self.fatol = 0; self.frtol = 0; self.gatol = 0; self.grtol = 0; self.gttol = 1e-4; %minimization algorithm PETSCMAJOR = IssmConfig('_PETSC_MAJOR_'); PETSCMINOR = IssmConfig('_PETSC_MINOR_'); if(PETSCMAJOR>3 | (PETSCMAJOR==3 & PETSCMINOR>=5)) self.algorithm = 'blmvm'; else self.algorithm = 'tao_blmvm'; end %several responses can be used: self.cost_functions=101; end % }}} function md = checkconsistency(self,md,solution,analyses) % {{{ %Early return if ~self.iscontrol, return; end if ~IssmConfig('_HAVE_TAO_'), md = checkmessage(md,['TAO has not been installed, ISSM needs to be reconfigured and recompiled with TAO']); end num_controls=numel(md.inversion.control_parameters); num_costfunc=size(md.inversion.cost_functions,2); md = checkfield(md,'fieldname','inversion.iscontrol','values',[0 1]); md = checkfield(md,'fieldname','inversion.incomplete_adjoint','values',[0 1]); md = checkfield(md,'fieldname','inversion.control_parameters','cell',1,'values',supportedcontrols()); md = checkfield(md,'fieldname','inversion.maxsteps','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.maxiter','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.fatol','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.frtol','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.gatol','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.grtol','numel',1,'>=',0); md = checkfield(md,'fieldname','inversion.gttol','numel',1,'>=',0); PETSCMAJOR = IssmConfig('_PETSC_MAJOR_'); PETSCMINOR = IssmConfig('_PETSC_MINOR_'); if(PETSCMAJOR>3 | (PETSCMAJOR==3 & PETSCMINOR>=5)) md = checkfield(md,'fieldname','inversion.algorithm','values',{'blmvm','cg','lmvm'}); else md = checkfield(md,'fieldname','inversion.algorithm','values',{'tao_blmvm','tao_cg','tao_lmvm'}); end md = checkfield(md,'fieldname','inversion.cost_functions','size',[1 num_costfunc],'values',supportedcostfunctions()); md = checkfield(md,'fieldname','inversion.cost_functions_coefficients','size',[md.mesh.numberofvertices num_costfunc],'>=',0); md = checkfield(md,'fieldname','inversion.min_parameters','size',[md.mesh.numberofvertices num_controls]); md = checkfield(md,'fieldname','inversion.max_parameters','size',[md.mesh.numberofvertices num_controls]); if strcmp(solution,'BalancethicknessSolution') md = checkfield(md,'fieldname','inversion.thickness_obs','size',[md.mesh.numberofvertices 1],'NaN',1,'Inf',1); elseif strcmp(solution,'BalancethicknessSoftSolution') md = checkfield(md,'fieldname','inversion.thickness_obs','size',[md.mesh.numberofvertices 1],'NaN',1,'Inf',1); else md = checkfield(md,'fieldname','inversion.vx_obs','size',[md.mesh.numberofvertices 1],'NaN',1,'Inf',1); md = checkfield(md,'fieldname','inversion.vy_obs','size',[md.mesh.numberofvertices 1],'NaN',1,'Inf',1); end end % }}} function disp(self) % {{{ disp(sprintf(' taoinversion parameters:')); fielddisplay(self,'iscontrol','is inversion activated?'); fielddisplay(self,'incomplete_adjoint','1: linear viscosity, 0: non-linear viscosity'); fielddisplay(self,'control_parameters','ex: {''FrictionCoefficient''}, or {''MaterialsRheologyBbar''}'); fielddisplay(self,'maxsteps','maximum number of iterations (gradient computation)'); fielddisplay(self,'maxiter','maximum number of Function evaluation (forward run)'); fielddisplay(self,'fatol','convergence criterion: f(X)-f(X*) (X: current iteration, X*: "true" solution, f: cost function)'); fielddisplay(self,'frtol','convergence criterion: |f(X)-f(X*)|/|f(X*)|'); fielddisplay(self,'gatol','convergence criterion: ||g(X)|| (g: gradient of the cost function)'); fielddisplay(self,'grtol','convergence criterion: ||g(X)||/|f(X)|'); fielddisplay(self,'gttol','convergence criterion: ||g(X)||/||g(X0)|| (g(X0): gradient at initial guess X0)'); fielddisplay(self,'algorithm','minimization algorithm: ''tao_blmvm'', ''tao_cg'', ''tao_lmvm'''); fielddisplay(self,'cost_functions','indicate the type of response for each optimization step'); fielddisplay(self,'cost_functions_coefficients','cost_functions_coefficients applied to the misfit of each vertex and for each control_parameter'); fielddisplay(self,'min_parameters','absolute minimum acceptable value of the inversed parameter on each vertex'); fielddisplay(self,'max_parameters','absolute maximum acceptable value of the inversed parameter on each vertex'); fielddisplay(self,'vx_obs','observed velocity x component [m/yr]'); fielddisplay(self,'vy_obs','observed velocity y component [m/yr]'); fielddisplay(self,'vel_obs','observed velocity magnitude [m/yr]'); fielddisplay(self,'thickness_obs','observed thickness [m]'); fielddisplay(self,'surface_obs','observed surface elevation [m]'); disp('Available cost functions:'); disp(' 101: SurfaceAbsVelMisfit'); disp(' 102: SurfaceRelVelMisfit'); disp(' 103: SurfaceLogVelMisfit'); disp(' 104: SurfaceLogVxVyMisfit'); disp(' 105: SurfaceAverageVelMisfit'); disp(' 201: ThicknessAbsMisfit'); disp(' 501: DragCoefficientAbsGradient'); disp(' 502: RheologyBbarAbsGradient'); disp(' 503: ThicknessAbsGradient'); end % }}} function marshall(self,prefix,md,fid) % {{{ yts=md.constants.yts; WriteData(fid,prefix,'object',self,'class','inversion','fieldname','iscontrol','format','Boolean'); WriteData(fid,prefix,'name','md.inversion.type','data',1,'format','Integer'); if ~self.iscontrol, return; end WriteData(fid,prefix,'object',self,'class','inversion','fieldname','incomplete_adjoint','format','Boolean'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','maxsteps','format','Integer'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','maxiter','format','Integer'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','fatol','format','Double'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','frtol','format','Double'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','gatol','format','Double'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','grtol','format','Double'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','gttol','format','Double'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','algorithm','format','String'); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','cost_functions_coefficients','format','DoubleMat','mattype',1); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','min_parameters','format','DoubleMat','mattype',3); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','max_parameters','format','DoubleMat','mattype',3); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','vx_obs','format','DoubleMat','mattype',1,'scale',1./yts); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','vy_obs','format','DoubleMat','mattype',1,'scale',1./yts); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','vz_obs','format','DoubleMat','mattype',1,'scale',1./yts); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','thickness_obs','format','DoubleMat','mattype',1); WriteData(fid,prefix,'object',self,'class','inversion','fieldname','surface_obs','format','DoubleMat','mattype',1); %process control parameters num_control_parameters=numel(self.control_parameters); WriteData(fid,prefix,'object',self,'fieldname','control_parameters','format','StringArray'); WriteData(fid,prefix,'data',num_control_parameters,'name','md.inversion.num_control_parameters','format','Integer'); %process cost functions num_cost_functions=size(self.cost_functions,2); data=marshallcostfunctions(self.cost_functions); WriteData(fid,prefix,'data',data,'name','md.inversion.cost_functions','format','StringArray'); WriteData(fid,prefix,'data',num_cost_functions,'name','md.inversion.num_cost_functions','format','Integer'); end % }}} end end