[651] | 1 | %'tps_coeff_field': calculate the thin plate spline (tps) coefficients within subdomains for a field structure |
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[586] | 2 | %--------------------------------------------------------------------- |
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| 3 | % DataOut=tps_coeff_field(DataIn,checkall) |
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| 4 | % |
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| 5 | % OUTPUT: |
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[651] | 6 | % DataOut: output field structure, reproducing the input field structure DataIn and adding the fields: |
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| 7 | % .Coord_tps |
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| 8 | % .[VarName '_tps'] for each eligible input variable VarName (scalar ofr vector components) |
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| 9 | % errormsg: error message, = '' by default |
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[586] | 10 | % |
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| 11 | % INPUT: |
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| 12 | % DataIn: intput field structure |
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| 13 | % checkall:=1 if tps is needed for all fields (a projection mode interp_tps is needed), =0 otherwise |
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| 14 | % |
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| 15 | % called functions: |
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| 16 | % 'find_field_cells': analyse the input field structure, grouping the variables into 'fields' with common coordinates |
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| 17 | % 'set_subdomains': sort a set of points defined by scattered coordinates in subdomains, as needed for tps interpolation |
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| 18 | % 'tps_coeff': calculate the thin plate spline (tps) coefficients for a single domain. |
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| 19 | |
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| 20 | function [DataOut,errormsg]=tps_coeff_field(DataIn,checkall) |
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| 21 | DataOut=DataIn;%default |
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| 22 | SubDomainNbPoint=1000; %default, estimated nbre of data source points in a subdomain used for tps |
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| 23 | if isfield(DataIn,'SubDomain') |
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| 24 | SubDomainNbPoint=DataIn.SubDomain;%old convention |
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| 25 | end |
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| 26 | if isfield(DataIn,'SubDomainNbPoint') |
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| 27 | SubDomainNbPoint=DataIn.SubDomainNbPoint;% |
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| 28 | end |
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| 29 | [CellInfo,NbDimArray,errormsg]=find_field_cells(DataIn); |
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| 30 | if ~isempty(errormsg) |
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| 31 | errormsg=['tps_coeff_field/find_field_cells/' errormsg]; |
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| 32 | return |
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| 33 | end |
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| 34 | nbtps=0;% indicate the number of tps coordinate sets in the field structure (in general =1) |
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| 35 | |
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| 36 | for icell=1:numel(CellInfo); |
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| 37 | if NbDimArray(icell)>=2 && strcmp(CellInfo{icell}.CoordType,'scattered')% %if the coordinates are scattered |
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| 38 | NbCoord=NbDimArray(icell);% dimension of space |
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| 39 | nbtps=nbtps+1;% indicate the number of tps coordinate sets in the field structure (in general =1) |
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| 40 | X=DataIn.(DataIn.ListVarName{CellInfo{icell}.CoordIndex(end)});% value of x coordinate |
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| 41 | Y=DataIn.(DataIn.ListVarName{CellInfo{icell}.CoordIndex(end-1)});% value of x coordinate |
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[674] | 42 | check_interp_tps=false(numel(DataIn.ListVarName),1); |
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[586] | 43 | %for ivar=1:numel(CellInfo{icell}.VarIndex) |
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| 44 | Index_interp=[]; |
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| 45 | if isfield(CellInfo{icell},'VarIndex_scalar') |
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| 46 | Index_interp=[Index_interp CellInfo{icell}.VarIndex_scalar]; |
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| 47 | end |
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| 48 | if isfield(CellInfo{icell},'VarIndex_vector_x') |
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| 49 | Index_interp=[Index_interp CellInfo{icell}.VarIndex_vector_x]; |
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| 50 | end |
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| 51 | if isfield(CellInfo{icell},'VarIndex_vector_y') |
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| 52 | Index_interp=[Index_interp CellInfo{icell}.VarIndex_vector_y]; |
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| 53 | end |
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[674] | 54 | for iselect=1:numel(Index_interp) |
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| 55 | Attr=DataIn.VarAttribute{Index_interp(iselect)}; |
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[586] | 56 | if ~isfield(Attr,'VarIndex_tps')&& (checkall || (isfield(Attr,'ProjModeRequest')&&strcmp(Attr.ProjModeRequest,'interp_tps'))) |
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[674] | 57 | check_interp_tps(Index_interp(iselect))=1; |
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[586] | 58 | end |
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| 59 | end |
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[674] | 60 | |
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| 61 | %VarIndexInterp=CellInfo{icell}.VarIndex(check_interp_tps);% indices of variables to interpolate through tps |
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| 62 | % if ~isempty(VarIndexInterp) |
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| 63 | ListVarInterp=DataIn.ListVarName(check_interp_tps); |
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| 64 | VarIndexInterp=find(check_interp_tps); |
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| 65 | if ~isempty(ListVarInterp) |
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[586] | 66 | % exclude data points marked 'false' for interpolation |
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| 67 | if isfield(CellInfo{icell},'VarIndex_errorflag') |
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| 68 | FF=DataIn.(DataIn.ListVarName{CellInfo{icell}.VarIndex_errorflag});% error flag |
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| 69 | X=X(FF==0); |
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| 70 | Y=Y(FF==0); |
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[674] | 71 | for ilist=1:numel(ListVarInterp) |
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[586] | 72 | DataIn.(ListVarInterp{ilist})=DataIn.(ListVarInterp{ilist})(FF==0); |
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| 73 | end |
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| 74 | end |
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| 75 | term=''; |
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| 76 | if nbtps>1 |
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| 77 | term=['_' num2str(nbtps-1)]; |
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| 78 | end |
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[674] | 79 | ListNewVar=cell(1,numel(ListVarInterp)+3); |
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[651] | 80 | ListNewVar(1:3)={['SubRange' term],['NbCentre' term],['Coord_tps' term]}; |
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[674] | 81 | for ilist=1:numel(ListVarInterp) |
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[586] | 82 | ListNewVar{ilist+3}=[ListVarInterp{ilist} '_tps' term]; |
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| 83 | end |
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| 84 | nbvar=numel(DataIn.ListVarName); |
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| 85 | DataOut.ListVarName=[DataIn.ListVarName ListNewVar]; |
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| 86 | DataOut.VarDimName=[DataIn.VarDimName {{'nb_coord','nb_bounds',['nb_subdomain' term]}} {['nb_subdomain' term]} ... |
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| 87 | {{['nb_tps' term],'nb_coord',['nb_subdomain' term]}}]; |
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| 88 | DataOut.VarAttribute{nbvar+3}.Role='coord_tps'; |
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[651] | 89 | [SubRange,NbCentre,IndSelSubDomain] =set_subdomains([X Y],SubDomainNbPoint);% create subdomains for tps |
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[586] | 90 | for isub=1:size(SubRange,3) |
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[651] | 91 | ind_sel=IndSelSubDomain(1:NbCentre(isub),isub);% array indices selected for the subdomain |
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| 92 | DataOut.(['Coord_tps' term])(1:NbCentre(isub),1:2,isub)=[X(ind_sel) Y(ind_sel)]; |
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| 93 | DataOut.(['Coord_tps' term])(NbCentre(isub)+1:NbCentre(isub)+3,1:2,isub)=0;%matrix of zeros to complement the matrix Coord_tps (conveninent for file storage) |
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| 94 | %fill=zeros(NbCoord+1,NbCoord,size(SubRange,3)); %matrix of zeros to complement the matrix Data.Civ1_Coord_tps (conveninent for file storage) |
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[674] | 95 | % fill=zeros(NbCoord+1,NbCoord+1,NbCoord); %matrix of zeros to complement the matrix Data.Civ1_Coord_tps (conveninent for file storage) |
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| 96 | % Coord_tps=cat(1,Coord_tps,fill); |
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| 97 | end |
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| 98 | for ivar=1:numel(ListVarInterp) |
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[586] | 99 | DataOut.VarDimName{nbvar+3+ivar}={['nb_tps' term],['nb_subdomain' term]}; |
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| 100 | DataOut.VarAttribute{nbvar+3+ivar}=DataIn.VarAttribute{CellInfo{icell}.VarIndex_vector_x};%reproduce attributes of velocity |
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| 101 | if ~isfield(DataIn.VarAttribute{VarIndexInterp(ivar)},'Role') |
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| 102 | DataOut.VarAttribute{nbvar+3+ivar}.Role='scalar_tps'; |
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| 103 | else |
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| 104 | DataOut.VarAttribute{nbvar+3+ivar}.Role=[DataIn.VarAttribute{VarIndexInterp(ivar)}.Role '_tps']; |
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| 105 | end |
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| 106 | DataOut.VarAttribute{VarIndexInterp(ivar)}.VarIndex_tps=nbvar+3+ivar;% indicate the tps correspondance in the source data |
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| 107 | end |
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| 108 | if isfield(DataOut,'ListDimName')%cleaning' |
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| 109 | DataOut=rmfield(DataOut,'ListDimName'); |
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| 110 | end |
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| 111 | if isfield(DataOut,'DimValue')%cleaning |
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| 112 | DataOut=rmfield(DataOut,'DimValue'); |
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| 113 | end |
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| 114 | DataOut.(['SubRange' term])=SubRange; |
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[651] | 115 | DataOut.(['NbCentre' term])=NbCentre; |
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[674] | 116 | % DataOut.(['Coord_tps' term])=Coord_tps; |
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[586] | 117 | for ilist=1:numel(VarIndexInterp) |
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[674] | 118 | % Var_tps=zeros(size(IndSelSubDomain)+[NbCoord+1 0]);%default spline |
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[586] | 119 | for isub=1:size(SubRange,3) |
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[651] | 120 | ind_sel=IndSelSubDomain(1:NbCentre(isub),isub);% array indices selected for the subdomain |
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| 121 | [tild,Var_tps(1:NbCentre(isub)+NbCoord+1,isub)]=tps_coeff([X(ind_sel) Y(ind_sel)],DataIn.(ListVarInterp{ilist})(ind_sel),0);%calculate the tps coeff in the subdomain |
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[586] | 122 | end |
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| 123 | DataOut.(ListNewVar{ilist+3})=Var_tps; |
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| 124 | end |
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| 125 | end |
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| 126 | end |
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[674] | 127 | end |
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