source: trunk/src/series/civ_series.m @ 1118

Last change on this file since 1118 was 1115, checked in by sommeria, 3 years ago

geometry calib generalised to order_4 and proj_field debugged

File size: 69.2 KB
RevLine 
[598]1%'civ_series': PIV function activated by the general GUI series
2% --- call the sub-functions:
3%   civ: PIV function itself
4%   fix: removes false vectors after detection by various criteria
5%   filter_tps: make interpolation-smoothing
[597]6%------------------------------------------------------------------------
[855]7% function [Data,errormsg,result_conv]= civ_series(Param)
[597]8%
9%OUTPUT
[598]10% Data=structure containing the PIV results and information on the processing parameters
[995]11% errormsg=error message char string, decd ..fault=''
[598]12% resul_conv: image inter-correlation function for the last grid point (used for tests)
[597]13%
14%INPUT:
[855]15% Param: Matlab structure of input  parameters
16%     Param contains info of the GUI series using the fct read_GUI.
17%     Param.Action.RUN = 0 (to set the status of the GUI series) or =1 to RUN the computation
18%     Param.InputTable: sets the input file(s)
19%           if absent, the fct looks for input data in Param.ActionInput     (test mode)
20%     Param.OutputSubDir: sets the folder name of output file(s,
21%           if absent no file is produced, result in the output structure Data (test mode)
[859]22%     Param.ActionInput: substructure with the parameters provided by the GUI civ_input
[855]23%                      .Civ1: parameters for civ1
24%                      .Fix1: parameters for fix1
[859]25%                      .Patch1:
[855]26%                      .Civ2: for civ2
[859]27%                      .Fix2:
[855]28%                      .Patch2:
29
[924]30%=======================================================================
[1107]31% Copyright 2008-2022, LEGI UMR 5519 / CNRS UGA G-INP, Grenoble, France
[924]32%   http://www.legi.grenoble-inp.fr
33%   Joel.Sommeria - Joel.Sommeria (A) legi.cnrs.fr
[859]34%
[924]35%     This file is part of the toolbox UVMAT.
36%
[598]37%     UVMAT is free software; you can redistribute it and/or modify
[924]38%     it under the terms of the GNU General Public License as published
39%     by the Free Software Foundation; either version 2 of the license,
40%     or (at your option) any later version.
[859]41%
[598]42%     UVMAT is distributed in the hope that it will be useful,
43%     but WITHOUT ANY WARRANTY; without even the implied warranty of
44%     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
[924]45%     GNU General Public License (see LICENSE.txt) for more details.
46%=======================================================================
[597]47
[724]48function [Data,errormsg,result_conv]= civ_series(Param)
[598]49errormsg='';
[763]50
[606]51%% set the input elements needed on the GUI series when the action is selected in the menu ActionName or InputTable refreshed
[859]52if isstruct(Param) && isequal(Param.Action.RUN,0)% function activated from the GUI series but not RUN
[763]53    path_series=fileparts(which('series'));
54    addpath(fullfile(path_series,'series'))
[598]55    Data=civ_input(Param);% introduce the civ parameters using the GUI civ_input
[1089]56    %Data=civ_input_App(Param);% introduce the civ parameters using the GUI civ_input
[668]57    if isempty(Data)
58        Data=Param;% if  civ_input has been cancelled, keep previous parameters
59    end
[606]60    Data.Program=mfilename;%gives the name of the current function
61    Data.AllowInputSort='off';% allow alphabetic sorting of the list of input file SubDir (options 'off'/'on', 'off' by default)
62    Data.WholeIndexRange='off';% prescribes the file index ranges from min to max (options 'off'/'on', 'off' by default)
63    Data.NbSlice='off'; %nbre of slices ('off' by default)
64    Data.VelType='off';% menu for selecting the velocity type (options 'off'/'one'/'two',  'off' by default)
[781]65    Data.FieldName='on';% menu for selecting the field (s) in the input file(options 'off'/'one'/'two', 'off' by default)
[606]66    Data.FieldTransform = 'off';%can use a transform function
67    Data.ProjObject='off';%can use projection object(option 'off'/'on',
68    Data.Mask='off';%can use mask option   (option 'off'/'on', 'off' by default)
69    Data.OutputDirExt='.civ';%set the output dir extension
[711]70    Data.OutputSubDirMode='last'; %select the last subDir in the input table as root of the output subdir name (option 'all'/'first'/'last', 'all' by default)
[645]71    Data.OutputFileMode='NbInput_i';% one output file expected per value of i index (used for waitbar)
[904]72    Data.CheckOverwriteVisible='on'; % manage the overwrite of existing files (default=1)
[1097]73    if isfield(Data,'ActionInput') && isfield(Data.ActionInput,'PairIndices') && strcmp(Data.ActionInput.PairIndices.ListPairMode,'pair j1-j2')
[993]74        if isfield(Data.ActionInput.PairIndices,'ListPairCiv2')
75            str_civ=Data.ActionInput.PairIndices.ListPairCiv2;
76        else
77            str_civ=Data.ActionInput.PairIndices.ListPairCiv1;
78        end
79        r=regexp(str_civ,'^j= (?<num1>[a-z])-(?<num2>[a-z])','names');
80        if isempty(r)
81            r=regexp(str_civ,'^j= (?<num1>[A-Z])-(?<num2>[A-Z])','names');
82            if isempty(r)
83                r=regexp(str_civ,'^j= (?<num1>\d+)-(?<num2>\d+)','names');
84            end
85        end
86        if ~isempty(r)
87            Data.j_index_1=stra2num(r.num1);
88            Data.j_index_2=stra2num(r.num2);
89        end
90    end
[1065]91    % estimated CPUTime
[1097]92%     CPUtime_unit=0.01;%estimated time for a multiplication (in microsecond)
93%     if isfield(Param.SeriesData,'FileInfo')&&isfield(Param.SeriesData.FileInfo{1},'Height')&&isfield(Param.SeriesData.FileInfo{1},'Width')
94%         pixnbre=Param.SeriesData.FileInfo{1}.Height*Param.SeriesData.FileInfo{1}.Width; % total number of pxels for input images 
95%         CPUtime=0;
96%         if isfield(Data.ActionInput,'Civ1')
97%             %BoxSize=Data.ActionInput.Civ1.CorrBoxSize(1)*Data.ActionInput.Civ1.CorrBoxSize(2);
98%             tic
99%             testboxa=rand(Data.ActionInput.Civ1.CorrBoxSize(1),Data.ActionInput.Civ1.CorrBoxSize(2));
100%             testboxb=rand(Data.ActionInput.Civ1.SearchBoxSize(1),Data.ActionInput.Civ1.SearchBoxSize(2));
101%             anss=conv2(testboxa,testboxb);
102%             CPUtime_unit=toc;
103%             nb_box=pixnbre/(Data.ActionInput.Civ1.Dx*Data.ActionInput.Civ1.Dy);   
104%             %nbpos=Data.ActionInput.Civ1.SearchBoxSize-Data.ActionInput.Civ1.CorrBoxSize;
105%             CPUtime=2*CPUtime_unit*nb_box%*BoxSize*nbpos(1)*nbpos(2);% adjustement factor 2 used
106%         end
107%         if isfield(Data.ActionInput,'Patch1')
108%             CPUtime=2*CPUtime;
109%         end
110%         if isfield(Data.ActionInput,'Civ2')
111%             tic
112%             testboxa=rand(Data.ActionInput.Civ2.CorrBoxSize(1),Data.ActionInput.Civ2.CorrBoxSize(2));
113%             testboxb=rand(Data.ActionInput.Civ2.SearchBoxSize(1),Data.ActionInput.Civ2.SearchBoxSize(2));
114%             anss=conv2(testboxa,testboxb);
115%             CPUtime_unit=toc;
116%             nb_box=pixnbre/(Data.ActionInput.Civ2.Dx*Data.ActionInput.Civ2.Dy);
117%             %BoxSize=Data.ActionInput.Civ2.CorrBoxSize(1)*Data.ActionInput.Civ2.CorrBoxSize(2);
118%             %nbpos=Data.ActionInput.Civ2.SearchBoxSize-Data.ActionInput.Civ2.CorrBoxSize;
119%             CPUtime=CPUtime+2*CPUtime_unit*nb_box;%*BoxSize*nbpos(1)*nbpos(2);
120%         end
121%         if isfield(Data.ActionInput,'Patch2')
122%             CPUtime=(4/3)*CPUtime;
123%         end
124%         Data.CPUTime=ceil(CPUtime/6); % estimated CPU time per field pair in minute
125%         Data.CPUTime=Data.CPUTime/10; % displqy CPU time with 1 digit beyond dot
126%     end
[598]127    return
[597]128end
129
130%% read input parameters from an xml file if input is a file name (batch mode)
131checkrun=1;
132if ischar(Param)
133    Param=xml2struct(Param);% read Param as input file (batch case)
134    checkrun=0;
135end
[855]136
137%% test input
[668]138if ~isfield(Param,'ActionInput')
[859]139    disp_uvmat('ERROR','no parameter set for PIV',checkrun)
140    return
[668]141end
[855]142iview_A=0;%default values
143NbField=1;
144RUNHandle=[];
145CheckInputFile=isfield(Param,'InputTable');%= 1 in test use for TestCiv (no nc file involved)
146CheckOutputFile=isfield(Param,'OutputSubDir');%= 1 in test use for TestPatch (no nc file produced)
[597]147
[855]148%% input files and indexing (skipped in Test mode)
149if CheckInputFile
150    hseries=findobj(allchild(0),'Tag','series');
151    RUNHandle=findobj(hseries,'Tag','RUN');%handle of RUN button in GUI series
152    WaitbarHandle=findobj(hseries,'Tag','Waitbar');%handle of waitbar in GUI series
153    MaxIndex_i=Param.IndexRange.MaxIndex_i;
154    MinIndex_i=Param.IndexRange.MinIndex_i;
155    MaxIndex_j=ones(size(MaxIndex_i));MinIndex_j=ones(size(MinIndex_i));
156    if isfield(Param.IndexRange,'MaxIndex_j')&& isfield(Param.IndexRange,'MinIndex_j')
157        MaxIndex_j=Param.IndexRange.MaxIndex_j;
158        MinIndex_j=Param.IndexRange.MinIndex_j;
[609]159    end
[855]160    if isfield(Param,'InputTable')
161        [tild,i1_series,i2_series,j1_series,j2_series]=get_file_series(Param);
162        iview_A=0;% series index (iview) for the first image series
163        iview_B=0;% series index (iview) for the second image series (only non zero for option 'shift' comparing two image series )
164        if Param.ActionInput.CheckCiv1
165            iview_A=1;% usual PIV, the image series is on the first line of the table
166        elseif Param.ActionInput.CheckCiv2 % civ2 is performed without Civ1, a netcdf file series is needed in the first table line
167            iview_A=2;% the second line is used for the input images of Civ2
[610]168        end
[1020]169%         if strcmp(Param.ActionInput.ListCompareMode,'shift')
170%             iview_B=iview_A+1; % the second image series is on the next line of the input table
171%         end
[855]172        if iview_A~=0
173            RootPath_A=Param.InputTable{iview_A,1};
174            RootFile_A=Param.InputTable{iview_A,3};
175            SubDir_A=Param.InputTable{iview_A,2};
176            NomType_A=Param.InputTable{iview_A,4};
177            FileExt_A=Param.InputTable{iview_A,5};
178            if iview_B==0
179                iview_B=iview_A;% the second image series is the same as the first
[758]180            end
[855]181            RootPath_B=Param.InputTable{iview_B,1};
182            RootFile_B=Param.InputTable{iview_B,3};
183            SubDir_B=Param.InputTable{iview_B,2};
184            NomType_B=Param.InputTable{iview_B,4};
185            FileExt_B=Param.InputTable{iview_B,5};
186        end
187       
188        PairCiv2='';
189        switch Param.ActionInput.ListCompareMode
190            case 'PIV'
191                PairCiv1=Param.ActionInput.PairIndices.ListPairCiv1;
192                if isfield(Param.ActionInput.PairIndices,'ListPairCiv2')
193                    PairCiv2=Param.ActionInput.PairIndices.ListPairCiv2;%string which determines the civ2 pair
[761]194                end
[855]195                if iview_A==1% if Civ1 is performed
196                    [i1_series_Civ1,i2_series_Civ1,j1_series_Civ1,j2_series_Civ1,check_bounds,NomTypeNc]=...
197                        find_pair_indices(PairCiv1,i1_series{1},j1_series{1},MinIndex_i,MaxIndex_i,MinIndex_j,MaxIndex_j);
198                    if ~isempty(PairCiv2)
199                        [i1_series_Civ2,i2_series_Civ2,j1_series_Civ2,j2_series_Civ2,check_bounds_Civ2]=...
200                            find_pair_indices(PairCiv2,i1_series{1},j1_series{1},MinIndex_i(1),MaxIndex_i(1),MinIndex_j(1),MaxIndex_j(1));
201                        check_bounds=check_bounds | check_bounds_Civ2;
202                    end
203                else% we start from an existing Civ1 file
204                    i1_series_Civ1=i1_series{1};
205                    i2_series_Civ1=i2_series{1};
206                    j1_series_Civ1=j1_series{1};
207                    j2_series_Civ1=j2_series{1};
208                    NomTypeNc=Param.InputTable{1,4};
209                    if ~isempty(PairCiv2)
210                        [i1_series_Civ2,i2_series_Civ2,j1_series_Civ2,j2_series_Civ2,check_bounds,NomTypeNc]=...
211                            find_pair_indices(PairCiv2,i1_series{2},j1_series{2},MinIndex_i(2),MaxIndex_i(2),MinIndex_j(2),MaxIndex_j(2));
212                    end
[761]213                end
[855]214            case 'displacement'
[1041]215                if isfield(Param.ActionInput,'OriginIndex')
[855]216                i1_series_Civ1=Param.ActionInput.OriginIndex*ones(size(i1_series{1}));
[1041]217                else
218                    i1_series_Civ1=ones(size(i1_series{1}));
219                end
[1020]220                i1_series_Civ2=i1_series_Civ1;
221                i2_series_Civ1=i1_series{1};
222                i2_series_Civ2=i1_series{1};
223                j1_series_Civ1=[];% no j index variation for the ref image
224                j1_series_Civ2=[];
225                if isempty(j1_series{1})
226                    j2_series_Civ1=ones(size(i1_series_Civ1));
[855]227                else
[1020]228                    j2_series_Civ1=j1_series{1};% if j index exist 
[855]229                end
230                j2_series_Civ2=j2_series_Civ1;
[1020]231                NomTypeNc='_1';
[855]232            case 'PIV volume'
233                % TODO, TODO
234        end
[1020]235        %determine frame indices for input with movie or other multiframe input file
236        if isempty(j1_series_Civ1)% simple movie with index i
[855]237            FrameIndex_A_Civ1=i1_series_Civ1;
238            FrameIndex_B_Civ1=i2_series_Civ1;
239            j1_series_Civ1=ones(size(i1_series_Civ1));
[1020]240            if strcmp(Param.ActionInput.ListCompareMode,'PIV')
[855]241            j2_series_Civ1=ones(size(i1_series_Civ1));
[1020]242            end
243        else % movie for each burst or volume (index j)
[855]244            FrameIndex_A_Civ1=j1_series_Civ1;
245            FrameIndex_B_Civ1=j2_series_Civ1;
246        end
247        if isempty(PairCiv2)
[824]248            FrameIndex_A_Civ2=FrameIndex_A_Civ1;
249            FrameIndex_B_Civ2=FrameIndex_B_Civ1;
[758]250        else
[855]251            if isempty(j1_series_Civ2)
252                FrameIndex_A_Civ2=i1_series_Civ2;
253                FrameIndex_B_Civ2=i2_series_Civ2;
254                j1_series_Civ2=ones(size(i1_series_Civ2));
[1020]255                if strcmp(Param.ActionInput.ListCompareMode,'PIV')
[855]256                j2_series_Civ2=ones(size(i1_series_Civ2));
[1020]257                end
[855]258            else
259                FrameIndex_A_Civ2=j1_series_Civ2;
260                FrameIndex_B_Civ2=j2_series_Civ2;
261            end
[758]262        end
[855]263        if isempty(i1_series_Civ1)||(~isempty(PairCiv2) && isempty(i1_series_Civ2))
[993]264            disp_uvmat('ERROR','no image pair for civ in the input file index range',checkrun)
[758]265            return
266        end
[855]267    end
268   
269    %% check the first image pair
270        if Param.ActionInput.CheckCiv1% Civ1 is performed
271            NbField=numel(i1_series_Civ1);
272        elseif Param.ActionInput.CheckCiv2 % Civ2 is performed without Civ1
273            NbField=numel(i1_series_Civ2);
[819]274        else
[855]275            NbField=numel(i1_series_Civ1);% no image used (only fix or patch) TO CHECK
[781]276        end
[1007]277
[855]278    %% Output directory
279    OutputDir='';
280    if CheckOutputFile
[859]281        OutputDir=[Param.OutputSubDir Param.OutputDirExt];
[758]282    end
283end
284
[855]285%% prepare output Data
[886]286ListGlobalAttribute={'Conventions','Program','CivStage'};
[605]287Data.Conventions='uvmat/civdata';% states the conventions used for the description of field variables and attributes
288Data.Program='civ_series';
289Data.CivStage=0;%default
290check_civx=0;%default
291
[606]292%% get timing from the ImaDoc file or input video
[822]293if iview_A~=0
[833]294    XmlFileName=find_imadoc(RootPath_A,SubDir_A,RootFile_A,FileExt_A);
[950]295    Time=[];
[833]296    if ~isempty(XmlFileName)
297        XmlData=imadoc2struct(XmlFileName);
[609]298        if isfield(XmlData,'Time')
[950]299            Time=XmlData.Time;
[609]300        end
301        if isfield(XmlData,'Camera')
302            if isfield(XmlData.Camera,'NbSlice')&& ~isempty(XmlData.Camera.NbSlice)
303                NbSlice_calib{iview}=XmlData.Camera.NbSlice;% Nbre of slices for Zindex in phys transform
304                if ~isequal(NbSlice_calib{iview},NbSlice_calib{1})
305                    msgbox_uvmat('WARNING','inconsistent number of Z indices for the two field series');
306                end
307            end
308            if isfield(XmlData.Camera,'TimeUnit')&& ~isempty(XmlData.Camera.TimeUnit)
309                TimeUnit=XmlData.Camera.TimeUnit;
310            end
311        end
[833]312    end
[610]313end
[609]314
[598]315%%%%% MAIN LOOP %%%%%%
[1010]316maskoldname='';% initiate the mask name
[997]317FileType_A='';
318FileType_B='';
[904]319CheckOverwrite=1;%default
320if isfield(Param,'CheckOverwrite')
321    CheckOverwrite=Param.CheckOverwrite;
322end
[598]323for ifield=1:NbField
[997]324    tic
[855]325    if ~isempty(RUNHandle)% update the waitbar in interactive mode with GUI series  (checkrun=1)
326        update_waitbar(WaitbarHandle,ifield/NbField)
[905]327        if  checkrun && ~strcmp(get(RUNHandle,'BusyAction'),'queue')
[855]328            disp('program stopped by user')
329            break
330        end
[624]331    end
[855]332    if CheckInputFile
[1096]333        OutputPath=fullfile(Param.OutputPath,num2str(Param.Experiment),num2str(Param.Device));
[855]334        if iview_A==0 % no nc file has been entered
[1090]335            ncfile=fullfile_uvmat(OutputPath,Param.InputTable{1,2},Param.InputTable{1,3},Param.InputTable{1,5},...
[855]336                NomTypeNc,i1_series_Civ1(ifield),i2_series_Civ1(ifield),j1_series_Civ1(ifield),j2_series_Civ1(ifield));
337        else% an existing nc file has been entered
338            if iview_A==1% if Civ1 is performed
339                Civ1Dir=OutputDir;
340            else
341                Civ1Dir=Param.InputTable{1,2};
342            end
343            if strcmp(Param.ActionInput.ListCompareMode,'PIV')
[1090]344                ncfile=fullfile_uvmat(OutputPath,Civ1Dir,RootFile_A,'.nc',NomTypeNc,i1_series_Civ1(ifield),i2_series_Civ1(ifield),...
[855]345                    j1_series_Civ1(ifield),j2_series_Civ1(ifield));
346            else
[1090]347                ncfile=fullfile_uvmat(OutputPath,Civ1Dir,RootFile_A,'.nc',NomTypeNc,i2_series_Civ1(ifield),[],...
[855]348                    j1_series_Civ1(ifield),j2_series_Civ1(ifield));
349            end
[822]350        end
[997]351        ncfile_out=ncfile;% by default
[1090]352       
[912]353        if isfield (Param.ActionInput,'Civ2')
354            i1_civ2=i1_series_Civ2(ifield);
355            i2_civ2=i1_civ2;
356            if ~isempty(i2_series_Civ2)
357                i2_civ2=i2_series_Civ2(ifield);
358            end
359            j1_civ2=1;
360            if ~isempty(j1_series_Civ2)
361                j1_civ2=j1_series_Civ2(ifield);
362            end
363            j2_civ2=i1_civ2;
364            if ~isempty(j2_series_Civ2)
365                j2_civ2=j2_series_Civ2(ifield);
366            end
367            if strcmp(Param.ActionInput.ListCompareMode,'PIV')
[1095]368                ncfile_out=fullfile_uvmat(OutputPath,OutputDir,RootFile_A,'.nc',NomTypeNc,i1_civ2,i2_civ2,j1_civ2,j2_civ2);
369%                 ncfile_out=fullfile_uvmat(RootPath_A,OutputDir,RootFile_A,'.nc',NomTypeNc,i1_civ2,i2_civ2,j1_civ2,j2_civ2);
[912]370            else % displacement
[1095]371                ncfile_out=fullfile_uvmat(OutputPath,OutputDir,RootFile_A,'.nc',NomTypeNc,i2_civ2,[],j2_civ2);
[912]372            end
[904]373        end
[912]374        if ~CheckOverwrite && exist(ncfile_out,'file')
375            disp(['existing output file ' ncfile_out ' already exists, skip to next field'])
376            continue% skip iteration if the mode overwrite is desactivated and the result file already exists
377        end
[761]378    end
[598]379    %% Civ1
[707]380    % if Civ1 computation is requested
[598]381    if isfield (Param.ActionInput,'Civ1')
[897]382        if CheckInputFile
[997]383            disp('civ1 started')
[897]384        end
[1020]385        par_civ1=Param.ActionInput.Civ1;% parameters for civ1
[856]386        if CheckInputFile % read input images (except in mode Test where it is introduced directly in Param.ActionInput.Civ1.ImageNameA and B)
[855]387            try
[1020]388                if strcmp(Param.ActionInput.ListCompareMode,'displacement')
389                    ImageName_A=Param.ActionInput.RefFile;
390                else
[855]391                ImageName_A=fullfile_uvmat(RootPath_A,SubDir_A,RootFile_A,FileExt_A,NomType_A,i1_series_Civ1(ifield),[],j1_series_Civ1(ifield));
[1020]392                end
[997]393                if strcmp(FileExt_A,'.nc')% case of input images in format netcdf
[855]394                    FieldName_A=Param.InputFields.FieldName;
395                    [DataIn,tild,tild,errormsg]=nc2struct(ImageName_A,{FieldName_A});
396                    par_civ1.ImageA=DataIn.(FieldName_A);
397                else % usual image formats for image A
[1020]398                    if isempty(FileType_A)% open the image object if not already done in case of movie input
[997]399                        [FileInfo_A,VideoObject_A]=get_file_info(ImageName_A);
400                        FileType_A=FileInfo_A.FileType;
401                        if isempty(Time) && ~isempty(find(strcmp(FileType_A,{'mmreader','video','cine_phantom'})))% case of video input
402                            Time=zeros(FileInfo_A.NumberOfFrames+1,2);
403                            Time(:,2)=(0:1/FileInfo_A.FrameRate:(FileInfo_A.NumberOfFrames)/FileInfo_A.FrameRate)';
404                        end
405                        if ~isempty(FileType_A) && isempty(Time)% Time = index i +0.001 index j by default
406                            MaxIndex_i=max(i2_series_Civ1);
407                            MaxIndex_j=max(j2_series_Civ1);
408                            Time=(1:MaxIndex_i)'*ones(1,MaxIndex_j);
409                            Time=Time+0.001*ones(MaxIndex_i,1)*(1:MaxIndex_j);
410                            Time=[zeros(1,MaxIndex_j);Time];% insert a first line of zeros
411                            Time=[zeros(MaxIndex_i+1,1) Time];% insert a first column of zeros
412                        end
413                    end
[1090]414                    if isempty(regexp(ImageName_A,'(^http://)|(^https://)')) && ~exist(ImageName_A,'file')
[997]415                        disp([ImageName_A ' missing'])
416                        continue
417                    end
[855]418                    [par_civ1.ImageA,VideoObject_A] = read_image(ImageName_A,FileType_A,VideoObject_A,FrameIndex_A_Civ1(ifield));
419                end
420                ImageName_B=fullfile_uvmat(RootPath_B,SubDir_B,RootFile_B,FileExt_B,NomType_B,i2_series_Civ1(ifield),[],j2_series_Civ1(ifield));
[997]421                if strcmp(FileExt_B,'.nc') % case of input images in format netcdf
[855]422                    FieldName_B=Param.InputFields.FieldName;
423                    [DataIn,tild,tild,errormsg]=nc2struct(ImageName_B,{FieldName_B});
424                    par_civ1.ImageB=DataIn.(FieldName_B);
425                else % usual image formats for image B
[997]426                    if isempty(FileType_B)
427                        [FileInfo_B,VideoObject_B]=get_file_info(ImageName_B);
428                        FileType_B=FileInfo_B.FileType;
429                    end
[1090]430                    if isempty(regexp(ImageName_B,'(^http://)|(^https://)')) && ~exist(ImageName_B,'file')
[997]431                        disp([ImageName_B ' missing'])
432                        continue
433                    end
[855]434                    [par_civ1.ImageB,VideoObject_B] = read_image(ImageName_B,FileType_B,VideoObject_B,FrameIndex_B_Civ1(ifield));
435                end
436            catch ME % display errors in reading input images
437                if ~isempty(ME.message)
438                    disp_uvmat('ERROR', ['error reading input image: ' ME.message],checkrun)
[993]439                    continue
[855]440                end
[781]441            end
[996]442            par_civ1.ImageWidth=size(par_civ1.ImageA,2);
443            par_civ1.ImageHeight=size(par_civ1.ImageA,1);
[855]444            list_param=(fieldnames(Param.ActionInput.Civ1))';
445            list_param(strcmp('TestCiv1',list_param))=[];% remove the parameter TestCiv1 from the list
446            Civ1_param=regexprep(list_param,'^.+','Civ1_$0');% insert 'Civ1_' before  each string in list_param
447            Civ1_param=[{'Civ1_ImageA','Civ1_ImageB','Civ1_Time','Civ1_Dt'} Civ1_param]; %insert the names of the two input images
448            %indicate the values of all the global attributes in the output data
449            Data.Civ1_ImageA=ImageName_A;
450            Data.Civ1_ImageB=ImageName_B;
451            i1=i1_series_Civ1(ifield);
452            i2=i1;
453            if ~isempty(i2_series_Civ1)
454                i2=i2_series_Civ1(ifield);
[781]455            end
[855]456            j1=1;
457            if ~isempty(j1_series_Civ1)
458                j1=j1_series_Civ1(ifield);
[758]459            end
[855]460            j2=j1;
461            if ~isempty(j2_series_Civ1)
462                j2=j2_series_Civ1(ifield);
463            end
[861]464            if strcmp(Param.ActionInput.ListCompareMode,'displacement')
[950]465                Data.Civ1_Time=Time(i2+1,j2+1);% the Time is the Time of the secodn image
466                Data.Civ1_Dt=1;% Time interval is 1, to yield displacement instead of velocity=displacement/Dt at reading
[861]467            else
[997]468                Data.Civ1_Time=(Time(i2+1,j2+1)+Time(i1+1,j1+1))/2;% the Time is the Time at the middle of the image pair
469                Data.Civ1_Dt=Time(i2+1,j2+1)-Time(i1+1,j1+1);
[861]470            end
[855]471            for ilist=1:length(list_param)
472                Data.(Civ1_param{4+ilist})=Param.ActionInput.Civ1.(list_param{ilist});
473            end
[886]474            Data.ListGlobalAttribute=[ListGlobalAttribute Civ1_param];
[855]475            Data.CivStage=1;
[1097]476        else
477            i1=Param.ActionInput.PairIndices.ref_i; %case of TESTmode
[597]478        end
[598]479        % set the list of variables
480        Data.ListVarName={'Civ1_X','Civ1_Y','Civ1_U','Civ1_V','Civ1_F','Civ1_C'};%  cell array containing the names of the fields to record
481        Data.VarDimName={'nb_vec_1','nb_vec_1','nb_vec_1','nb_vec_1','nb_vec_1','nb_vec_1'};
482        Data.VarAttribute{1}.Role='coord_x';
483        Data.VarAttribute{2}.Role='coord_y';
484        Data.VarAttribute{3}.Role='vector_x';
485        Data.VarAttribute{4}.Role='vector_y';
486        Data.VarAttribute{5}.Role='warnflag';
[1010]487        % case of mask
[856]488        if par_civ1.CheckMask&&~isempty(par_civ1.Mask)
[1010]489            if isfield(par_civ1,'NbSlice')
490                [RootPath_mask,SubDir_mask,RootFile_mask,i1_mask,i2_mask,j1_mask,j2_mask,Ext_mask]=fileparts_uvmat(Param.ActionInput.Civ1.Mask);
491                i1_mask=mod(i1-1,par_civ1.NbSlice)+1;
492                maskname=fullfile_uvmat(RootPath_mask,SubDir_mask,RootFile_mask,Ext_mask,'_1',i1_mask);
493            else
494                maskname=Param.ActionInput.Civ1.Mask;
495            end
496            if strcmp(maskoldname,maskname)% mask exist, not already read in civ1
[856]497                par_civ1.Mask=mask; %use mask already opened
498            else
[1090]499                if ~isempty(regexp(maskname,'(^http://)|(^https://)'))|| exist(maskname,'file')
[1062]500                    try
501                        par_civ1.Mask=imread(maskname);%update the mask, an store it for future use
502                    catch ME
503                        if ~isempty(ME.message)
504                            errormsg=['error reading input image: ' ME.message];
505                            disp_uvmat('ERROR',errormsg,checkrun)
506                            return
507                        end
[861]508                    end
[1062]509                else
510                    par_civ1.Mask=[];
[861]511                end
[856]512                mask=par_civ1.Mask;
[1010]513                maskoldname=maskname;
[856]514            end
515        end
[598]516        if strcmp(Param.ActionInput.ListCompareMode, 'PIV volume')
517            Data.ListVarName=[Data.ListVarName 'Civ1_Z'];
518            Data.Civ1_X=[];Data.Civ1_Y=[];Data.Civ1_Z=[];
519            Data.Civ1_U=[];Data.Civ1_V=[];Data.Civ1_C=[];Data.Civ1_F=[];
520            for ivol=1:NbSlice
521                % caluclate velocity data (y and v in indices, reverse to y component)
[856]522                [xtable, ytable, utable, vtable, ctable, F, result_conv, errormsg] = civ (par_civ1);
[598]523                if ~isempty(errormsg)
[859]524                    disp_uvmat('ERROR',errormsg,checkrun)
[598]525                    return
526                end
527                Data.Civ1_X=[Data.Civ1_X reshape(xtable,[],1)];
528                Data.Civ1_Y=[Data.Civ1_Y reshape(Param.Civ1.ImageHeight-ytable+1,[],1)];
529                Data.Civ1_Z=[Data.Civ1_Z ivol*ones(numel(xtable),1)];% z=image index in image coordinates
530                Data.Civ1_U=[Data.Civ1_U reshape(utable,[],1)];
531                Data.Civ1_V=[Data.Civ1_V reshape(-vtable,[],1)];
532                Data.Civ1_C=[Data.Civ1_C reshape(ctable,[],1)];
533                Data.Civ1_F=[Data.Civ1_C reshape(F,[],1)];
534            end
535        else %usual PIV
536            % caluclate velocity data (y and v in indices, reverse to y component)
[856]537            [xtable, ytable, utable, vtable, ctable, F, result_conv, errormsg] = civ (par_civ1);
[597]538            if ~isempty(errormsg)
[703]539                disp_uvmat('ERROR',errormsg,checkrun)
[597]540                return
541            end
[598]542            Data.Civ1_X=reshape(xtable,[],1);
543            Data.Civ1_Y=reshape(par_civ1.ImageHeight-ytable+1,[],1);
544            Data.Civ1_U=reshape(utable,[],1);
545            Data.Civ1_V=reshape(-vtable,[],1);
546            Data.Civ1_C=reshape(ctable,[],1);
547            Data.Civ1_F=reshape(F,[],1);
[597]548        end
[707]549    else% we use existing Civ1 data
[598]550        if exist('ncfile','var')
551            CivFile=ncfile;
[855]552            [Data,tild,tild,errormsg]=nc2struct(CivFile,'ListGlobalAttribute','absolut_time_T0'); %look for the constant 'absolut_time_T0' to detect old civx data format
553            if ~isempty(errormsg)
554                disp_uvmat('ERROR',errormsg,checkrun)
555                return
556            end
[859]557            [Data,tild,tild,errormsg]=nc2struct(CivFile);%read civ1 and fix1 data in the existing netcdf file
[856]558        elseif isfield(Param,'Civ1_X')
[855]559            Data.ListGlobalAttribute={};
560            Data.ListVarName={};
561            Data.VarDimName={};
562            Data.Civ1_X=Param.Civ1_X;
563            Data.Civ1_Y=Param.Civ1_Y;
564            Data.Civ1_U=Param.Civ1_U;
565            Data.Civ1_V=Param.Civ1_V;
[859]566            Data.Civ1_FF=Param.Civ1_FF;
[598]567        end
[597]568    end
569   
[598]570    %% Fix1
571    if isfield (Param.ActionInput,'Fix1')
[997]572        disp('fix1 started')
[822]573        if ~isfield (Param.ActionInput,'Civ1')% if we use existing Civ1, remove previous data beyond Civ1
574            Fix1_attr=find(strcmp('Fix1',Data.ListGlobalAttribute));
575            Data.ListGlobalAttribute(Fix1_attr)=[];
576            for ilist=1:numel(Fix1_attr)
577                Data=rmfield(Data,Data.ListGlobalAttribute{Fix1_attr(ilist)});
578            end
[859]579        end
[852]580        list_param=fieldnames(Param.ActionInput.Fix1)';
581        Fix1_param=regexprep(list_param,'^.+','Fix1_$0');% insert 'Fix1_' before  each string in ListFixParam
[859]582        %indicate the values of all the global attributes in the output data
[852]583        for ilist=1:length(list_param)
584            Data.(Fix1_param{ilist})=Param.ActionInput.Fix1.(list_param{ilist});
[598]585        end
[852]586        Data.ListGlobalAttribute=[Data.ListGlobalAttribute Fix1_param];
[859]587        Data.ListVarName=[Data.ListVarName {'Civ1_FF'}];
588        Data.VarDimName=[Data.VarDimName {'nb_vec_1'}];
589        nbvar=length(Data.ListVarName);
590        Data.VarAttribute{nbvar}.Role='errorflag';
[944]591        Data.Civ1_FF=int8(fix(Param.ActionInput.Fix1,Data.Civ1_F,Data.Civ1_C,Data.Civ1_U,Data.Civ1_V));
[859]592        Data.CivStage=2;
[597]593    end
[598]594    %% Patch1
595    if isfield (Param.ActionInput,'Patch1')
[896]596        disp('patch1 started')
[598]597        if check_civx
598            errormsg='Civ Matlab input needed for patch';
[703]599            disp_uvmat('ERROR',errormsg,checkrun)
[598]600            return
601        end
[855]602       
603        % record the processing parameters of Patch1 as global attributes in the result nc file
[852]604        list_param=fieldnames(Param.ActionInput.Patch1)';
[855]605        list_param(strcmp('TestPatch1',list_param))=[];% remove 'TestPatch1' from the list of parameters
606        Patch1_param=regexprep(list_param,'^.+','Patch1_$0');% insert 'Patch1_' before  each parameter name
[852]607        for ilist=1:length(list_param)
608            Data.(Patch1_param{ilist})=Param.ActionInput.Patch1.(list_param{ilist});
609        end
[855]610        Data.CivStage=3;% record the new state of processing
[852]611        Data.ListGlobalAttribute=[Data.ListGlobalAttribute Patch1_param];
[598]612       
[855]613        % list the variables to record
[598]614        nbvar=length(Data.ListVarName);
615        Data.ListVarName=[Data.ListVarName {'Civ1_U_smooth','Civ1_V_smooth','Civ1_SubRange','Civ1_NbCentres','Civ1_Coord_tps','Civ1_U_tps','Civ1_V_tps'}];
616        Data.VarDimName=[Data.VarDimName {'nb_vec_1','nb_vec_1',{'nb_coord','nb_bounds','nb_subdomain_1'},'nb_subdomain_1',...
617            {'nb_tps_1','nb_coord','nb_subdomain_1'},{'nb_tps_1','nb_subdomain_1'},{'nb_tps_1','nb_subdomain_1'}}];
618        Data.VarAttribute{nbvar+1}.Role='vector_x';
619        Data.VarAttribute{nbvar+2}.Role='vector_y';
620        Data.VarAttribute{nbvar+5}.Role='coord_tps';
621        Data.VarAttribute{nbvar+6}.Role='vector_x';
622        Data.VarAttribute{nbvar+7}.Role='vector_y';
[855]623        Data.Civ1_U_smooth=Data.Civ1_U; % zeros(size(Data.Civ1_X));
624        Data.Civ1_V_smooth=Data.Civ1_V; %zeros(size(Data.Civ1_X));
[598]625        if isfield(Data,'Civ1_FF')
626            ind_good=find(Data.Civ1_FF==0);
[597]627        else
[598]628            ind_good=1:numel(Data.Civ1_X);
[597]629        end
[1115]630        if isempty(ind_good)
631                        disp_uvmat('ERROR','all vectors of civ1 are bad, check input parameters' ,checkrun)
632                        return
633        end
634
[859]635        % perform Patch calculation using the UVMAT fct 'filter_tps'
[598]636        [Data.Civ1_SubRange,Data.Civ1_NbCentres,Data.Civ1_Coord_tps,Data.Civ1_U_tps,Data.Civ1_V_tps,tild,Ures, Vres,tild,FFres]=...
637            filter_tps([Data.Civ1_X(ind_good) Data.Civ1_Y(ind_good)],Data.Civ1_U(ind_good),Data.Civ1_V(ind_good),[],Data.Patch1_SubDomainSize,Data.Patch1_FieldSmooth,Data.Patch1_MaxDiff);
[949]638        Data.Civ1_U_smooth(ind_good)=Ures;% take the interpolated (smoothed) velocity values for good vectors, keep civ1 data for the other
[598]639        Data.Civ1_V_smooth(ind_good)=Vres;
[944]640        Data.Civ1_FF(ind_good)=int8(FFres);
[896]641        disp('patch1 performed')
[597]642    end
643   
[598]644    %% Civ2
645    if isfield (Param.ActionInput,'Civ2')
[896]646        disp('civ2 started')
[598]647        par_civ2=Param.ActionInput.Civ2;
[856]648        if CheckInputFile % read input images (except in mode Test where it is introduced directly in Param.ActionInput.Civ1.ImageNameA and B)
649            par_civ2.ImageA=[];
650            par_civ2.ImageB=[];
[1020]651            if strcmp(Param.ActionInput.ListCompareMode,'displacement')
652                    ImageName_A_Civ2=Param.ActionInput.RefFile;
653                else
[912]654            ImageName_A_Civ2=fullfile_uvmat(RootPath_A,SubDir_A,RootFile_A,FileExt_A,NomType_A,i1_civ2,[],j1_civ2);
[1020]655            end
[856]656            if strcmp(ImageName_A_Civ2,ImageName_A) && isequal(FrameIndex_A_Civ1(ifield),FrameIndex_A_Civ2(ifield))
657                par_civ2.ImageA=par_civ1.ImageA;
658            else
659                [par_civ2.ImageA,VideoObject_A] = read_image(ImageName_A_Civ2,FileType_A,VideoObject_A,FrameIndex_A_Civ2(ifield));
660            end
[912]661            ImageName_B_Civ2=fullfile_uvmat(RootPath_B,SubDir_B,RootFile_B,FileExt_B,NomType_B,i2_civ2,[],j2_civ2);
[856]662            if strcmp(ImageName_B_Civ2,ImageName_B) && isequal(FrameIndex_B_Civ1(ifield),FrameIndex_B_Civ2)
663                par_civ2.ImageB=par_civ1.ImageB;
664            else
665                [par_civ2.ImageB,VideoObject_B] = read_image(ImageName_B_Civ2,FileType_B,VideoObject_B,FrameIndex_B_Civ2(ifield));
666            end
667            par_civ2.ImageWidth=FileInfo_A.Width;
668            par_civ2.ImageHeight=FileInfo_A.Height;
669            if isfield(par_civ2,'Grid')% grid points set as input file
670                if ischar(par_civ2.Grid)%read the grid file if the input is a file name
671                    par_civ2.Grid=dlmread(par_civ2.Grid);
672                    par_civ2.Grid(1,:)=[];%the first line must be removed (heading in the grid file)
673                end
674            else% automatic grid
675                minix=floor(par_civ2.Dx/2)-0.5;
676                maxix=minix+par_civ2.Dx*floor((par_civ2.ImageWidth-1)/par_civ2.Dx);
677                miniy=floor(par_civ2.Dy/2)-0.5;
678                maxiy=minix+par_civ2.Dy*floor((par_civ2.ImageHeight-1)/par_civ2.Dy);
679                [GridX,GridY]=meshgrid(minix:par_civ2.Dx:maxix,miniy:par_civ2.Dy:maxiy);
680                par_civ2.Grid(:,1)=reshape(GridX,[],1);
681                par_civ2.Grid(:,2)=reshape(GridY,[],1);
682            end
[597]683        end
[851]684       
[856]685        % get the guess from patch1 or patch2 (case 'CheckCiv3')
686        if CheckInputFile % read input images (except in mode Test where it is introduced directly in Param.ActionInput.Civ1.ImageNameA and B)
687            if isfield (par_civ2,'CheckCiv3') && par_civ2.CheckCiv3 %get the guess from  patch2
688                SubRange= Data.Civ2_SubRange;
689                NbCentres=Data.Civ2_NbCentres;
690                Coord_tps=Data.Civ2_Coord_tps;
691                U_tps=Data.Civ2_U_tps;
692                V_tps=Data.Civ2_V_tps;
[859]693                CivStage=Data.CivStage;%store the current CivStage
[856]694                Civ1_Dt=Data.Civ2_Dt;
695                Data=[];%reinitialise the result structure Data
696                Data.ListGlobalAttribute={'Conventions','Program','CivStage'};
697                Data.Conventions='uvmat/civdata';% states the conventions used for the description of field variables and attributes
698                Data.Program='civ_series';
[859]699                Data.CivStage=CivStage+1;%update the current civStage after reinitialisation of Data
[856]700                Data.ListVarName={};
701                Data.VarDimName={};
702            else % get the guess from patch1
703                SubRange= Data.Civ1_SubRange;
704                NbCentres=Data.Civ1_NbCentres;
705                Coord_tps=Data.Civ1_Coord_tps;
706                U_tps=Data.Civ1_U_tps;
707                V_tps=Data.Civ1_V_tps;
708                Civ1_Dt=Data.Civ1_Dt;
[859]709                Data.CivStage=4;
[856]710            end
711        else
712            SubRange= par_civ2.Civ1_SubRange;
713            NbCentres=par_civ2.Civ1_NbCentres;
714            Coord_tps=par_civ2.Civ1_Coord_tps;
715            U_tps=par_civ2.Civ1_U_tps;
716            V_tps=par_civ2.Civ1_V_tps;
717            Civ1_Dt=par_civ2.Civ1_Dt;
[858]718            Civ2_Dt=par_civ2.Civ1_Dt;
[859]719            Data.ListVarName={};
720            Data.VarDimName={};
[851]721        end
[856]722        Shiftx=zeros(size(par_civ2.Grid,1),1);% shift expected from civ1 data
723        Shifty=zeros(size(par_civ2.Grid,1),1);
724        nbval=zeros(size(par_civ2.Grid,1),1);% nbre of interpolated values at each grid point (from the different patch subdomains)
[862]725        if par_civ2.CheckDeformation
726            DUDX=zeros(size(par_civ2.Grid,1),1);
727            DUDY=zeros(size(par_civ2.Grid,1),1);
728            DVDX=zeros(size(par_civ2.Grid,1),1);
729            DVDY=zeros(size(par_civ2.Grid,1),1);
730        end
[856]731        NbSubDomain=size(SubRange,3);
[761]732        for isub=1:NbSubDomain% for each sub-domain of Patch1
[851]733            nbvec_sub=NbCentres(isub);% nbre of Civ vectors in the subdomain
734            ind_sel=find(par_civ2.Grid(:,1)>=SubRange(1,1,isub) & par_civ2.Grid(:,1)<=SubRange(1,2,isub) &...
[862]735                par_civ2.Grid(:,2)>=SubRange(2,1,isub) & par_civ2.Grid(:,2)<=SubRange(2,2,isub));% grid points in the subdomain
[859]736            if ~isempty(ind_sel)
[862]737                epoints = par_civ2.Grid(ind_sel,:);% coordinates of interpolation sites (measurement grids)
[859]738                ctrs=Coord_tps(1:nbvec_sub,:,isub) ;%(=initial points) ctrs
739                nbval(ind_sel)=nbval(ind_sel)+1;% records the number of values for each interpolation point (in case of subdomain overlap)
[862]740                EM = tps_eval(epoints,ctrs);% thin plate spline (tps) coefficient
741                Shiftx(ind_sel)=Shiftx(ind_sel)+EM*U_tps(1:nbvec_sub+3,isub);%velocity shift estimated by tps from civ1
[859]742                Shifty(ind_sel)=Shifty(ind_sel)+EM*V_tps(1:nbvec_sub+3,isub);
743                if par_civ2.CheckDeformation
744                    [EMDX,EMDY] = tps_eval_dxy(epoints,ctrs);%2D matrix of distances between extrapolation points epoints and spline centres (=site points) ctrs
745                    DUDX(ind_sel)=DUDX(ind_sel)+EMDX*U_tps(1:nbvec_sub+3,isub);
746                    DUDY(ind_sel)=DUDY(ind_sel)+EMDY*U_tps(1:nbvec_sub+3,isub);
747                    DVDX(ind_sel)=DVDX(ind_sel)+EMDX*V_tps(1:nbvec_sub+3,isub);
748                    DVDY(ind_sel)=DVDY(ind_sel)+EMDY*V_tps(1:nbvec_sub+3,isub);
749                end
[597]750            end
751        end
[1010]752        if par_civ2.CheckMask&&~isempty(par_civ2.Mask)       
753            if isfield(par_civ2,'NbSlice')
754                [RootPath_mask,SubDir_mask,RootFile_mask,i1_mask,i2_mask,j1_mask,j2_mask,Ext_mask]=fileparts_uvmat(Param.ActionInput.Civ2.Mask);
755                i1_mask=mod(i1-1,par_civ2.NbSlice)+1;
756                maskname=fullfile_uvmat(RootPath_mask,SubDir_mask,RootFile_mask,Ext_mask,'_1',i1_mask);
757            else
758                maskname=Param.ActionInput.Civ2.Mask;
759            end
760            if strcmp(maskoldname,maskname)% mask exist, not already read in civ1
[856]761                par_civ2.Mask=mask; %use mask already opened
762            else
[1062]763                if exist(maskname,'file')
[1010]764                try
765                    par_civ2.Mask=imread(maskname);%update the mask, an store it for future use
766                catch ME
767                    if ~isempty(ME.message)
768                        errormsg=['error reading input image: ' ME.message];
769                        disp_uvmat('ERROR',errormsg,checkrun)
770                        return
771                    end
772                end
[1062]773                else
774                    par_civ2.Mask=[];
775                end
[856]776                mask=par_civ2.Mask;
[1010]777                maskoldname=maskname;
[856]778            end
[598]779        end
[1010]780
[858]781        if CheckInputFile % else Dt given by par_civ2
782            if strcmp(Param.ActionInput.ListCompareMode,'displacement')
783                Civ1_Dt=1;
784                Civ2_Dt=1;
785            else
[950]786                Civ2_Dt=Time(i2_civ2+1,j2_civ2+1)-Time(i1_civ2+1,j1_civ2+1);
[858]787            end
[856]788        end
[851]789        par_civ2.SearchBoxShift=(Civ2_Dt/Civ1_Dt)*[Shiftx(nbval>=1)./nbval(nbval>=1) Shifty(nbval>=1)./nbval(nbval>=1)];
[862]790        % shift the grid points by half the expected shift to provide the correlation box position in image A
[873]791        par_civ2.Grid=[par_civ2.Grid(nbval>=1,1)-par_civ2.SearchBoxShift(:,1)/2 par_civ2.Grid(nbval>=1,2)-par_civ2.SearchBoxShift(:,2)/2];
[598]792        if par_civ2.CheckDeformation
[876]793            par_civ2.DUDX=DUDX(nbval>=1)./nbval(nbval>=1);
794            par_civ2.DUDY=DUDY(nbval>=1)./nbval(nbval>=1);
795            par_civ2.DVDX=DVDX(nbval>=1)./nbval(nbval>=1);
796            par_civ2.DVDY=DVDY(nbval>=1)./nbval(nbval>=1);
[598]797        end
[859]798       
[862]799        % calculate velocity data (y and v in image indices, reverse to y component)
[856]800        [xtable, ytable, utable, vtable, ctable, F,result_conv,errormsg] = civ (par_civ2);
801       
[598]802        list_param=(fieldnames(Param.ActionInput.Civ2))';
[859]803        list_param(strcmp('TestCiv2',list_param))=[];% remove the parameter TestCiv2 from the list
[606]804        Civ2_param=regexprep(list_param,'^.+','Civ2_$0');% insert 'Civ2_' before  each string in list_param
805        Civ2_param=[{'Civ2_ImageA','Civ2_ImageB','Civ2_Time','Civ2_Dt'} Civ2_param]; %insert the names of the two input images
[856]806        %indicate the values of all the global attributes in the output data
807        if exist('ImageName_A','var')
[859]808            Data.Civ2_ImageA=ImageName_A;
809            Data.Civ2_ImageB=ImageName_B;
[997]810            if strcmp(Param.ActionInput.ListCompareMode,'displacement')
[950]811                Data.Civ2_Time=Time(i2_civ2+1,j2_civ2+1);% the Time is the Time of the secodn image
812                Data.Civ2_Dt=1;% Time interval is 1, to yield displacement instead of velocity=displacement/Dt at reading
[997]813            else
814                Data.Civ2_Time=(Time(i2_civ2+1,j2_civ2+1)+Time(i1_civ2+1,j1_civ2+1))/2;
815                Data.Civ2_Dt=Civ2_Dt;
816            end
[856]817        end
[598]818        for ilist=1:length(list_param)
[606]819            Data.(Civ2_param{4+ilist})=Param.ActionInput.Civ2.(list_param{ilist});
[598]820        end
[606]821        Data.ListGlobalAttribute=[Data.ListGlobalAttribute Civ2_param];
822       
[598]823        nbvar=numel(Data.ListVarName);
[859]824        % define the Civ2 variable (if Civ2 data are not replaced from previous calculation)
825        if isempty(find(strcmp('Civ2_X',Data.ListVarName),1))
826            Data.ListVarName=[Data.ListVarName {'Civ2_X','Civ2_Y','Civ2_U','Civ2_V','Civ2_F','Civ2_C'}];%  cell array containing the names of the fields to record
827            Data.VarDimName=[Data.VarDimName {'nb_vec_2','nb_vec_2','nb_vec_2','nb_vec_2','nb_vec_2','nb_vec_2'}];
828            Data.VarAttribute{nbvar+1}.Role='coord_x';
829            Data.VarAttribute{nbvar+2}.Role='coord_y';
830            Data.VarAttribute{nbvar+3}.Role='vector_x';
831            Data.VarAttribute{nbvar+4}.Role='vector_y';
832            Data.VarAttribute{nbvar+5}.Role='warnflag';
833        end
[598]834        Data.Civ2_X=reshape(xtable,[],1);
835        Data.Civ2_Y=reshape(size(par_civ2.ImageA,1)-ytable+1,[],1);
836        Data.Civ2_U=reshape(utable,[],1);
837        Data.Civ2_V=reshape(-vtable,[],1);
838        Data.Civ2_C=reshape(ctable,[],1);
839        Data.Civ2_F=reshape(F,[],1);
[896]840        disp('civ2 performed')
[860]841    elseif ~isfield(Data,'ListVarName') % we start there, using existing Civ2 data
842        if exist('ncfile','var')
843            CivFile=ncfile;
844            [Data,tild,tild,errormsg]=nc2struct(CivFile);%read civ1 and fix1 data in the existing netcdf file
845            if ~isempty(errormsg)
846                disp_uvmat('ERROR',errormsg,checkrun)
847                return
[997]848            end
[860]849        elseif isfield(Param,'Civ2_X')% use Civ2 data as input in Param (test mode)
850            Data.ListGlobalAttribute={};
851            Data.ListVarName={};
852            Data.VarDimName={};
853            Data.Civ2_X=Param.Civ2_X;
854            Data.Civ2_Y=Param.Civ2_Y;
855            Data.Civ2_U=Param.Civ2_U;
856            Data.Civ2_V=Param.Civ2_V;
857            Data.Civ2_FF=Param.Civ2_FF;
858        end
[598]859    end
860   
861    %% Fix2
862    if isfield (Param.ActionInput,'Fix2')
[896]863        disp('fix2 started')
[856]864        list_param=fieldnames(Param.ActionInput.Fix2)';
[852]865        Fix2_param=regexprep(list_param,'^.+','Fix2_$0');% insert 'Fix1_' before  each string in ListFixParam
[859]866        %indicate the values of all the global attributes in the output data
[852]867        for ilist=1:length(list_param)
868            Data.(Fix2_param{ilist})=Param.ActionInput.Fix2.(list_param{ilist});
[598]869        end
[859]870        Data.ListGlobalAttribute=[Data.ListGlobalAttribute Fix2_param];
871        %
872        %         ListFixParam=fieldnames(Param.ActionInput.Fix2);
873        %         for ilist=1:length(ListFixParam)
874        %             ParamName=ListFixParam{ilist};
875        %             ListName=['Fix2_' ParamName];
876        %             eval(['Data.ListGlobalAttribute=[Data.ListGlobalAttribute ''' ParamName '''];'])
877        %             eval(['Data.' ListName '=Param.ActionInput.Fix2.' ParamName ';'])
878        %         end
[598]879        if check_civx
880            if ~isfield(Data,'fix2')
881                Data.ListGlobalAttribute=[Data.ListGlobalAttribute 'fix2'];
882                Data.fix2=1;
883                Data.ListVarName=[Data.ListVarName {'vec2_FixFlag'}];
884                Data.VarDimName=[Data.VarDimName {'nb_vectors2'}];
885            end
886            Data.vec_FixFlag=fix(Param.Fix2,Data.vec2_F,Data.vec2_C,Data.vec2_U,Data.vec2_V,Data.vec2_X,Data.vec2_Y);
[597]887        else
[598]888            Data.ListVarName=[Data.ListVarName {'Civ2_FF'}];
889            Data.VarDimName=[Data.VarDimName {'nb_vec_2'}];
890            nbvar=length(Data.ListVarName);
891            Data.VarAttribute{nbvar}.Role='errorflag';
[822]892            Data.Civ2_FF=double(fix(Param.ActionInput.Fix2,Data.Civ2_F,Data.Civ2_C,Data.Civ2_U,Data.Civ2_V));
[598]893            Data.CivStage=Data.CivStage+1;
[597]894        end
[598]895    end
896   
897    %% Patch2
898    if isfield (Param.ActionInput,'Patch2')
[896]899        disp('patch2 started')
[859]900        list_param=fieldnames(Param.ActionInput.Patch2)';
901        list_param(strcmp('TestPatch2',list_param))=[];% remove the parameter TestCiv1 from the list
[852]902        Patch2_param=regexprep(list_param,'^.+','Patch2_$0');% insert 'Fix1_' before  each string in ListFixParam
[859]903        %indicate the values of all the global attributes in the output data
[852]904        for ilist=1:length(list_param)
905            Data.(Patch2_param{ilist})=Param.ActionInput.Patch2.(list_param{ilist});
906        end
907        Data.ListGlobalAttribute=[Data.ListGlobalAttribute Patch2_param];
908       
[598]909        nbvar=length(Data.ListVarName);
910        Data.ListVarName=[Data.ListVarName {'Civ2_U_smooth','Civ2_V_smooth','Civ2_SubRange','Civ2_NbCentres','Civ2_Coord_tps','Civ2_U_tps','Civ2_V_tps'}];
911        Data.VarDimName=[Data.VarDimName {'nb_vec_2','nb_vec_2',{'nb_coord','nb_bounds','nb_subdomain_2'},{'nb_subdomain_2'},...
912            {'nb_tps_2','nb_coord','nb_subdomain_2'},{'nb_tps_2','nb_subdomain_2'},{'nb_tps_2','nb_subdomain_2'}}];
913       
914        Data.VarAttribute{nbvar+1}.Role='vector_x';
915        Data.VarAttribute{nbvar+2}.Role='vector_y';
916        Data.VarAttribute{nbvar+5}.Role='coord_tps';
917        Data.VarAttribute{nbvar+6}.Role='vector_x';
918        Data.VarAttribute{nbvar+7}.Role='vector_y';
[997]919        Data.Civ2_U_smooth=Data.Civ2_U;
920        Data.Civ2_V_smooth=Data.Civ2_V;
[598]921        if isfield(Data,'Civ2_FF')
922            ind_good=find(Data.Civ2_FF==0);
[597]923        else
[598]924            ind_good=1:numel(Data.Civ2_X);
[597]925        end
[1115]926                if isempty(ind_good)
927                        disp_uvmat('ERROR','all vectors of civ2 are bad, check input parameters' ,checkrun)
928                        return
929        end
[949]930        [Data.Civ2_SubRange,Data.Civ2_NbCentres,Data.Civ2_Coord_tps,Data.Civ2_U_tps,Data.Civ2_V_tps,tild,Ures,Vres,tild,FFres]=...
[598]931            filter_tps([Data.Civ2_X(ind_good) Data.Civ2_Y(ind_good)],Data.Civ2_U(ind_good),Data.Civ2_V(ind_good),[],Data.Patch2_SubDomainSize,Data.Patch2_FieldSmooth,Data.Patch2_MaxDiff);
932        Data.Civ2_U_smooth(ind_good)=Ures;
933        Data.Civ2_V_smooth(ind_good)=Vres;
934        Data.Civ2_FF(ind_good)=FFres;
935        Data.CivStage=Data.CivStage+1;
[896]936        disp('patch2 performed')
[597]937    end
[598]938   
939    %% write result in a netcdf file if requested
[859]940    if CheckOutputFile
[912]941        errormsg=struct2nc(ncfile_out,Data);
[598]942        if isempty(errormsg)
[912]943            disp([ncfile_out ' written'])
[938]944            %[success,msg] = fileattrib(ncfile_out ,'+w','g');% done in struct2nc
[598]945        else
946            disp(errormsg)
947        end
[904]948        disp(['ellapsed time ' num2str(toc/60,2) ' minutes'])
[598]949    end
[597]950end
951
[894]952
[598]953% 'civ': function piv.m adapted from PIVlab http://pivlab.blogspot.com/
954%--------------------------------------------------------------------------
955% function [xtable ytable utable vtable typevector] = civ (image1,image2,ibx,iby step, subpixfinder, mask, roi)
956%
957% OUTPUT:
958% xtable: set of x coordinates
959% ytable: set of y coordiantes
960% utable: set of u displacements (along x)
961% vtable: set of v displacements (along y)
962% ctable: max image correlation for each vector
963% typevector: set of flags, =1 for good, =0 for NaN vectors
964%
965%INPUT:
966% par_civ: structure of input parameters, with fields:
[856]967%  .ImageA: first image for correlation (matrix)
968%  .ImageB: second image for correlation(matrix)
969%  .CorrBoxSize: 1,2 vector giving the size of the correlation box in x and y
970%  .SearchBoxSize:  1,2 vector giving the size of the search box in x and y
971%  .SearchBoxShift: 1,2 vector or 2 column matrix (for civ2) giving the shift of the search box in x and y
972%  .CorrSmooth: =1 or 2 determines the choice of the sub-pixel determination of the correlation max
973%  .ImageWidth: nb of pixels of the image in x
974%  .Dx, Dy: mesh for the PIV calculation
[862]975%  .Grid: grid giving the PIV calculation points (alternative to .Dx .Dy): centres of the correlation boxes in Image A
[856]976%  .Mask: name of a mask file or mask image matrix itself
977%  .MinIma: thresholds for image luminosity
[598]978%  .MaxIma
[856]979%  .CheckDeformation=1 for subpixel interpolation and image deformation (linear transform)
980%  .DUDX: matrix of deformation obtained from patch at each grid point
981%  .DUDY
982%  .DVDX:
983%  .DVDY
984
[855]985function [xtable,ytable,utable,vtable,ctable,F,result_conv,errormsg] = civ (par_civ)
[598]986
987%% prepare measurement grid
[862]988if isfield(par_civ,'Grid')% grid points set as input, central positions of the sub-images in image A
989    if ischar(par_civ.Grid)%read the grid file if the input is a file name (grid in x, y image coordinates)
[598]990        par_civ.Grid=dlmread(par_civ.Grid);
991        par_civ.Grid(1,:)=[];%the first line must be removed (heading in the grid file)
992    end
[862]993    % else par_civ.Grid is already an array, no action here
994else% automatic grid in x, y image coordinates
[598]995    minix=floor(par_civ.Dx/2)-0.5;
996    maxix=minix+par_civ.Dx*floor((par_civ.ImageWidth-1)/par_civ.Dx);
[862]997    miniy=floor(par_civ.Dy/2)-0.5;% first automatic grid point at half the mesh Dy
[598]998    maxiy=minix+par_civ.Dy*floor((par_civ.ImageHeight-1)/par_civ.Dy);
999    [GridX,GridY]=meshgrid(minix:par_civ.Dx:maxix,miniy:par_civ.Dy:maxiy);
1000    par_civ.Grid(:,1)=reshape(GridX,[],1);
[862]1001    par_civ.Grid(:,2)=reshape(GridY,[],1);% increases with array index
[597]1002end
[598]1003nbvec=size(par_civ.Grid,1);
1004
[859]1005%% prepare correlation and search boxes
[876]1006ibx2=floor(par_civ.CorrBoxSize(1)/2);
1007iby2=floor(par_civ.CorrBoxSize(2)/2);
1008isx2=floor(par_civ.SearchBoxSize(1)/2);
1009isy2=floor(par_civ.SearchBoxSize(2)/2);
[862]1010shiftx=round(par_civ.SearchBoxShift(:,1));%use the input shift estimate, rounded to the next integer value
[598]1011shifty=-round(par_civ.SearchBoxShift(:,2));% sign minus because image j index increases when y decreases
1012if numel(shiftx)==1% case of a unique shift for the whole field( civ1)
1013    shiftx=shiftx*ones(nbvec,1);
1014    shifty=shifty*ones(nbvec,1);
1015end
1016
[862]1017%% Array initialisation and default output  if par_civ.CorrSmooth=0 (just the grid calculated, no civ computation)
1018xtable=round(par_civ.Grid(:,1)+0.5)-0.5;
1019ytable=round(par_civ.ImageHeight-par_civ.Grid(:,2)+0.5)-0.5;% y index corresponding to the position in image coordiantes
1020utable=shiftx;%zeros(nbvec,1);
1021vtable=shifty;%zeros(nbvec,1);
[598]1022ctable=zeros(nbvec,1);
1023F=zeros(nbvec,1);
1024result_conv=[];
1025errormsg='';
[859]1026
[598]1027%% prepare mask
1028if isfield(par_civ,'Mask') && ~isempty(par_civ.Mask)
1029    if strcmp(par_civ.Mask,'all')
1030        return    % get the grid only, no civ calculation
1031    elseif ischar(par_civ.Mask)
[856]1032        par_civ.Mask=imread(par_civ.Mask);% read the mask if not allready done
[598]1033    end
1034end
1035check_MinIma=isfield(par_civ,'MinIma');% test for image luminosity threshold
1036check_MaxIma=isfield(par_civ,'MaxIma') && ~isempty(par_civ.MaxIma);
1037
1038par_civ.ImageA=sum(double(par_civ.ImageA),3);%sum over rgb component for color images
1039par_civ.ImageB=sum(double(par_civ.ImageB),3);
1040[npy_ima npx_ima]=size(par_civ.ImageA);
1041if ~isequal(size(par_civ.ImageB),[npy_ima npx_ima])
1042    errormsg='image pair with unequal size';
[597]1043    return
1044end
1045
[598]1046%% Apply mask
[859]1047% Convention for mask IDEAS TO IMPLEMENT ?
1048% mask >200 : velocity calculated
1049%  200 >=mask>150;velocity not calculated, interpolation allowed (bad spots)
1050% 150>=mask >100: velocity not calculated, nor interpolated
1051%  100>=mask> 20: velocity not calculated, impermeable (no flux through mask boundaries)
1052%  20>=mask: velocity=0
[598]1053checkmask=0;
1054MinA=min(min(par_civ.ImageA));
[873]1055%MinB=min(min(par_civ.ImageB));
[879]1056%check_undefined=false(size(par_civ.ImageA));
[598]1057if isfield(par_civ,'Mask') && ~isempty(par_civ.Mask)
[859]1058    checkmask=1;
1059    if ~isequal(size(par_civ.Mask),[npy_ima npx_ima])
[598]1060        errormsg='mask must be an image with the same size as the images';
1061        return
[859]1062    end
[598]1063    check_undefined=(par_civ.Mask<200 & par_civ.Mask>=20 );
[997]1064    %     par_civ.ImageA(check_undefined)=0;% put image A to zero (i.e. the min image value) in the undefined  area
1065    %     par_civ.ImageB(check_undefined)=0;% put image B to zero (i.e. the min image value) in the undefined  area
[598]1066end
1067
1068%% compute image correlations: MAINLOOP on velocity vectors
1069corrmax=0;
1070sum_square=1;% default
1071mesh=1;% default
[856]1072CheckDeformation=isfield(par_civ,'CheckDeformation')&& par_civ.CheckDeformation==1;
1073if CheckDeformation
1074    mesh=0.25;%mesh in pixels for subpixel image interpolation (x 4 in each direction)
[885]1075    par_civ.CorrSmooth=2;% use SUBPIX2DGAUSS (take into account more points near the max)
[598]1076end
[862]1077
1078if par_civ.CorrSmooth~=0 % par_civ.CorrSmooth=0 implies no civ computation (just input image and grid points given)
[856]1079    for ivec=1:nbvec
1080        iref=round(par_civ.Grid(ivec,1)+0.5);% xindex on the image A for the middle of the correlation box
[862]1081        jref=round(par_civ.ImageHeight-par_civ.Grid(ivec,2)+0.5);%  j index  for the middle of the correlation box in the image A
[856]1082        F(ivec)=0;
1083        subrange1_x=iref-ibx2:iref+ibx2;% x indices defining the first subimage
1084        subrange1_y=jref-iby2:jref+iby2;% y indices defining the first subimage
1085        subrange2_x=iref+shiftx(ivec)-isx2:iref+shiftx(ivec)+isx2;%x indices defining the second subimage
1086        subrange2_y=jref+shifty(ivec)-isy2:jref+shifty(ivec)+isy2;%y indices defining the second subimage
1087        image1_crop=MinA*ones(numel(subrange1_y),numel(subrange1_x));% default value=min of image A
1088        image2_crop=MinA*ones(numel(subrange2_y),numel(subrange2_x));% default value=min of image A
1089        check1_x=subrange1_x>=1 & subrange1_x<=par_civ.ImageWidth;% check which points in the subimage 1 are contained in the initial image 1
1090        check1_y=subrange1_y>=1 & subrange1_y<=par_civ.ImageHeight;
1091        check2_x=subrange2_x>=1 & subrange2_x<=par_civ.ImageWidth;% check which points in the subimage 2 are contained in the initial image 2
[859]1092        check2_y=subrange2_y>=1 & subrange2_y<=par_civ.ImageHeight;
[856]1093        image1_crop(check1_y,check1_x)=par_civ.ImageA(subrange1_y(check1_y),subrange1_x(check1_x));%extract a subimage (correlation box) from image A
1094        image2_crop(check2_y,check2_x)=par_civ.ImageB(subrange2_y(check2_y),subrange2_x(check2_x));%extract a larger subimage (search box) from image B
[879]1095        if checkmask
1096            mask1_crop=ones(numel(subrange1_y),numel(subrange1_x));% default value=1 for mask
1097            mask2_crop=ones(numel(subrange2_y),numel(subrange2_x));% default value=1 for mask
1098            mask1_crop(check1_y,check1_x)=check_undefined(subrange1_y(check1_y),subrange1_x(check1_x));%extract a mask subimage (correlation box) from image A
1099            mask2_crop(check2_y,check2_x)=check_undefined(subrange2_y(check2_y),subrange2_x(check2_x));%extract a mask subimage (search box) from image B
1100            sizemask=sum(sum(mask1_crop))/(numel(subrange1_y)*numel(subrange1_x));%size of the masked part relative to the correlation sub-image
1101            if sizemask > 1/2% eliminate point if more than half of the correlation box is masked
1102                F(ivec)=3; %
[910]1103                utable(ivec)=0;
1104                vtable(ivec)=0;
[879]1105            else
1106                image1_crop=image1_crop.*~mask1_crop;% put to zero the masked pixels (mask1_crop='true'=1)
1107                image2_crop=image2_crop.*~mask2_crop;
1108                image1_mean=mean(mean(image1_crop))/(1-sizemask);
1109                image2_mean=mean(mean(image2_crop))/(1-sizemask);
1110            end
[873]1111        else
[879]1112            image1_mean=mean(mean(image1_crop));
1113            image2_mean=mean(mean(image2_crop));
[856]1114        end
[879]1115        %threshold on image minimum
[856]1116        if F(ivec)~=3
[880]1117            if check_MinIma && (image1_mean < par_civ.MinIma || image2_mean < par_civ.MinIma)
1118                F(ivec)=3;
1119                %threshold on image maximum
1120            elseif check_MaxIma && (image1_mean > par_civ.MaxIma || image2_mean > par_civ.MaxIma)
1121                F(ivec)=3;
[879]1122            end
[910]1123            if F(ivec)==3
1124                utable(ivec)=0;
1125                vtable(ivec)=0;
1126            else
[880]1127                %mask
1128                if checkmask
1129                    image1_crop=(image1_crop-image1_mean).*~mask1_crop;%substract the mean, put to zero the masked parts
1130                    image2_crop=(image2_crop-image2_mean).*~mask2_crop;
1131                else
1132                    image1_crop=(image1_crop-image1_mean);
1133                    image2_crop=(image2_crop-image2_mean);
1134                end
1135                %deformation
1136                if CheckDeformation
1137                    xi=(1:mesh:size(image1_crop,2));
1138                    yi=(1:mesh:size(image1_crop,1))';
1139                    [XI,YI]=meshgrid(xi-ceil(size(image1_crop,2)/2),yi-ceil(size(image1_crop,1)/2));
[883]1140                    XIant=XI-par_civ.DUDX(ivec)*XI+par_civ.DUDY(ivec)*YI+ceil(size(image1_crop,2)/2);
1141                    YIant=YI+par_civ.DVDX(ivec)*XI-par_civ.DVDY(ivec)*YI+ceil(size(image1_crop,1)/2);
[880]1142                    image1_crop=interp2(image1_crop,XIant,YIant);
1143                    image1_crop(isnan(image1_crop))=0;
1144                    xi=(1:mesh:size(image2_crop,2));
1145                    yi=(1:mesh:size(image2_crop,1))';
1146                    image2_crop=interp2(image2_crop,xi,yi,'*spline');
1147                    image2_crop(isnan(image2_crop))=0;
1148                end
1149                sum_square=sum(sum(image1_crop.*image1_crop));
1150                %reference: Oliver Pust, PIV: Direct Cross-Correlation
1151                result_conv= conv2(image2_crop,flipdim(flipdim(image1_crop,2),1),'valid');
1152                corrmax= max(max(result_conv));
1153                result_conv=(result_conv/corrmax)*255; %normalize, peak=always 255
1154                %Find the correlation max, at 255
1155                [y,x] = find(result_conv==255,1);
1156                subimage2_crop=image2_crop(y:y+2*iby2/mesh,x:x+2*ibx2/mesh);%subimage of image 2 corresponding to the optimum displacement of first image
1157                sum_square=sum_square*sum(sum(subimage2_crop.*subimage2_crop));% product of variances of image 1 and 2
1158                sum_square=sqrt(sum_square);% srt of the variance product to normalise correlation
1159                if ~isempty(y) && ~isempty(x)
1160                    try
1161                        if par_civ.CorrSmooth==1
1162                            [vector,F(ivec)] = SUBPIXGAUSS (result_conv,x,y);
1163                        elseif par_civ.CorrSmooth==2
1164                            [vector,F(ivec)] = SUBPIX2DGAUSS (result_conv,x,y);
1165                        else
1166                            [vector,F(ivec)] = quadr_fit(result_conv,x,y);
1167                        end
1168                        utable(ivec)=vector(1)*mesh+shiftx(ivec);
1169                        vtable(ivec)=vector(2)*mesh+shifty(ivec);
1170                        xtable(ivec)=iref+utable(ivec)/2-0.5;% convec flow (velocity taken at the point middle from imgae 1 and 2)
1171                        ytable(ivec)=jref+vtable(ivec)/2-0.5;% and position of pixel 1=0.5 (convention for image coordinates=0 at the edge)
[911]1172                        iref=round(xtable(ivec)+0.5);% nearest image index for the middle of the vector
1173                        jref=round(ytable(ivec)+0.5);
[880]1174                        % eliminate vectors located in the mask
[911]1175                        if  checkmask && (iref<1 || jref<1 ||iref>npx_ima || jref>npy_ima ||( par_civ.Mask(jref,iref)<200 && par_civ.Mask(jref,iref)>=100))
[880]1176                            utable(ivec)=0;
1177                            vtable(ivec)=0;
1178                            F(ivec)=3;
1179                        end
1180                        ctable(ivec)=corrmax/sum_square;% correlation value
1181                    catch ME
[856]1182                        F(ivec)=3;
[910]1183                        disp(ME.message)
[856]1184                    end
[880]1185                else
[598]1186                    F(ivec)=3;
1187                end
[597]1188            end
1189        end
[598]1190    end
1191end
1192result_conv=result_conv*corrmax/(255*sum_square);% keep the last correlation matrix for output
1193
1194%------------------------------------------------------------------------
1195% --- Find the maximum of the correlation function after interpolation
[862]1196% OUPUT:
1197% vector = optimum displacement vector with subpixel correction
1198% F =flag: =0 OK
1199%           =-2 , warning: max too close to the edge of the search box (1 pixel margin)
1200% INPUT:
1201% x,y: position of the maximum correlation at integer values
1202
[598]1203function [vector,F] = SUBPIXGAUSS (result_conv,x,y)
1204%------------------------------------------------------------------------
[862]1205% vector=[0 0]; %default
[598]1206F=0;
1207[npy,npx]=size(result_conv);
[911]1208result_conv(result_conv<1)=1; %set to 1 correlation values smaller than 1  (=0 by discretisation, to avoid divergence in the log)
[993]1209%the following 8 lines are copyright (c) 1998, Uri Shavit, Roi Gurka, Alex Liberzon, Technion ??? Israel Institute of Technology
[731]1210%http://urapiv.wordpress.com
1211peaky = y;
[911]1212if y < npy && y > 1
[731]1213    f0 = log(result_conv(y,x));
1214    f1 = log(result_conv(y-1,x));
1215    f2 = log(result_conv(y+1,x));
1216    peaky = peaky+ (f1-f2)/(2*f1-4*f0+2*f2);
1217else
1218    F=-2; % warning flag for vector truncated by the limited search box
1219end
1220peakx=x;
[911]1221if x < npx-1 && x > 1
[731]1222    f0 = log(result_conv(y,x));
1223    f1 = log(result_conv(y,x-1));
1224    f2 = log(result_conv(y,x+1));
1225    peakx = peakx+ (f1-f2)/(2*f1-4*f0+2*f2);
1226else
1227    F=-2; % warning flag for vector truncated by the limited search box
1228end
1229vector=[peakx-floor(npx/2)-1 peaky-floor(npy/2)-1];
[598]1230
1231%------------------------------------------------------------------------
1232% --- Find the maximum of the correlation function after interpolation
1233function [vector,F] = SUBPIX2DGAUSS (result_conv,x,y)
1234%------------------------------------------------------------------------
[862]1235% vector=[0 0]; %default
[598]1236F=-2;
1237peaky=y;
1238peakx=x;
[731]1239result_conv(result_conv<1)=1; %set to 1 correlation values smaller than 1 (to avoid divergence in the log)
[598]1240[npy,npx]=size(result_conv);
[911]1241if (x < npx) && (y < npy) && (x > 1) && (y > 1)
[598]1242    F=0;
1243    for i=-1:1
1244        for j=-1:1
1245            %following 15 lines based on
[993]1246            %H. Nobach ??? M. Honkanen (2005)
[598]1247            %Two-dimensional Gaussian regression for sub-pixel displacement
1248            %estimation in particle image velocimetry or particle position
1249            %estimation in particle tracking velocimetry
[993]1250            %Experiments in Fluids (2005) 38: 511???515
[598]1251            c10(j+2,i+2)=i*log(result_conv(y+j, x+i));
1252            c01(j+2,i+2)=j*log(result_conv(y+j, x+i));
1253            c11(j+2,i+2)=i*j*log(result_conv(y+j, x+i));
1254            c20(j+2,i+2)=(3*i^2-2)*log(result_conv(y+j, x+i));
1255            c02(j+2,i+2)=(3*j^2-2)*log(result_conv(y+j, x+i));
1256        end
1257    end
1258    c10=(1/6)*sum(sum(c10));
1259    c01=(1/6)*sum(sum(c01));
1260    c11=(1/4)*sum(sum(c11));
1261    c20=(1/6)*sum(sum(c20));
[859]1262    c02=(1/6)*sum(sum(c02));
[598]1263    deltax=(c11*c01-2*c10*c02)/(4*c20*c02-c11^2);
1264    deltay=(c11*c10-2*c01*c20)/(4*c20*c02-c11^2);
1265    if abs(deltax)<1
1266        peakx=x+deltax;
1267    end
1268    if abs(deltay)<1
1269        peaky=y+deltay;
1270    end
1271end
1272vector=[peakx-floor(npx/2)-1 peaky-floor(npy/2)-1];
1273
[876]1274%------------------------------------------------------------------------
1275% --- Find the maximum of the correlation function after quadratic interpolation
1276function [vector,F] = quadr_fit(result_conv,x,y)
1277[npy,npx]=size(result_conv);
1278if x<4 || y<4 || npx-x<4 ||npy-y <4
1279    F=-2;
1280    vector=[x y];
1281else
1282    F=0;
1283    x_ind=x-4:x+4;
1284    y_ind=y-4:y+4;
1285    x_vec=0.25*(x_ind-x);
1286    y_vec=0.25*(y_ind-y);
1287    [X,Y]=meshgrid(x_vec,y_vec);
1288    coord=[reshape(X,[],1) reshape(Y,[],1)];
1289    result_conv=reshape(result_conv(y_ind,x_ind),[],1);
1290   
1291   
1292    % n=numel(X);
1293    % x=[X Y];
1294    % X=X-0.5;
1295    % Y=Y+0.5;
1296    % y = (X.*X+2*Y.*Y+X.*Y+6) + 0.1*rand(n,1);
1297    p = polyfitn(coord,result_conv,2);
1298    A(1,1)=2*p.Coefficients(1);
1299    A(1,2)=p.Coefficients(2);
1300    A(2,1)=p.Coefficients(2);
1301    A(2,2)=2*p.Coefficients(4);
1302    vector=[x y]'-A\[p.Coefficients(3) p.Coefficients(5)]';
1303    vector=vector'-[floor(npx/2) floor(npy/2)]-1 ;
1304    % zg = polyvaln(p,coord);
1305    % figure
1306    % surf(x_vec,y_vec,reshape(zg,9,9))
1307    % hold on
1308    % plot3(X,Y,reshape(result_conv,9,9),'o')
1309    % hold off
1310end
1311
[598]1312%'RUN_FIX': function for fixing velocity fields:
1313%-----------------------------------------------
1314% RUN_FIX(filename,field,flagindex,thresh_vecC,thresh_vel,iter,flag_mask,maskname,fileref,fieldref)
1315%
1316%filename: name of the netcdf file (used as input and output)
1317%field: structure specifying the names of the fields to fix (depending on civ1 or civ2)
[859]1318%.vel_type='civ1' or 'civ2';
1319%.nb=name of the dimension common to the field to fix ('nb_vectors' for civ1);
1320%.fixflag=name of fix flag variable ('vec_FixFlag' for civ1)
1321%flagindex: flag specifying which values of vec_f are removed:
1322% if flagindex(1)=1: vec_f=-2 vectors are removed
1323% if flagindex(2)=1: vec_f=3 vectors are removed
1324% if flagindex(3)=1: vec_f=2 vectors are removed (if iter=1) or vec_f=4 vectors are removed (if iter=2)
[598]1325%iter=1 for civ1 fields and iter=2 for civ2 fields
1326%thresh_vecC: threshold in the image correlation vec_C
1327%flag_mask: =1 mask used to remove vectors (0 else)
1328%maskname: name of the mask image file for fix
1329%thresh_vel: threshold on velocity, or on the difference with the reference file fileref if exists
1330%inf_sup=1: remove values smaller than threshold thresh_vel, =2, larger than threshold
1331%fileref: .nc file name for a reference velocity (='': refrence 0 used)
1332%fieldref: 'civ1','filter1'...feld used in fileref
1333
1334function FF=fix(Param,F,C,U,V,X,Y)
1335FF=zeros(size(F));%default
1336
1337%criterium on warn flags
1338FlagName={'CheckFmin2','CheckF2','CheckF3','CheckF4'};
1339FlagVal=[-2 2 3 4];
1340for iflag=1:numel(FlagName)
1341    if isfield(Param,FlagName{iflag}) && Param.(FlagName{iflag})
1342        FF=(FF==1| F==FlagVal(iflag));
1343    end
1344end
1345%criterium on correlation values
1346if isfield (Param,'MinCorr')
1347    FF=FF==1 | C<Param.MinCorr;
1348end
1349if (isfield(Param,'MinVel')&&~isempty(Param.MinVel))||(isfield (Param,'MaxVel')&&~isempty(Param.MaxVel))
1350    Umod= U.*U+V.*V;
1351    if isfield (Param,'MinVel')&&~isempty(Param.MinVel)
1352        FF=FF==1 | Umod<(Param.MinVel*Param.MinVel);
1353    end
1354    if isfield (Param,'MaxVel')&&~isempty(Param.MaxVel)
1355        FF=FF==1 | Umod>(Param.MaxVel*Param.MaxVel);
1356    end
1357end
1358
1359
1360%------------------------------------------------------------------------
1361% --- determine the list of index pairs of processing file
1362function [i1_series,i2_series,j1_series,j2_series,check_bounds,NomTypeNc]=...
[635]1363    find_pair_indices(str_civ,i_series,j_series,MinIndex_i,MaxIndex_i,MinIndex_j,MaxIndex_j)
[598]1364%------------------------------------------------------------------------
[610]1365i1_series=i_series;% set of first image indexes
[598]1366i2_series=i_series;
[819]1367j1_series=j_series;%ones(size(i_series));% set of first image numbers
1368j2_series=j_series;%ones(size(i_series));
[610]1369r=regexp(str_civ,'^\D(?<ind>[i|j])=( -| )(?<num1>\d+)\|(?<num2>\d+)','names');
[598]1370if ~isempty(r)
1371    mode=['D' r.ind];
1372    ind1=str2num(r.num1);
1373    ind2=str2num(r.num2);
1374else
[668]1375    mode='j1-j2';
[598]1376    r=regexp(str_civ,'^j= (?<num1>[a-z])-(?<num2>[a-z])','names');
1377    if ~isempty(r)
1378        NomTypeNc='_1ab';
1379    else
1380        r=regexp(str_civ,'^j= (?<num1>[A-Z])-(?<num2>[A-Z])','names');
1381        if ~isempty(r)
1382            NomTypeNc='_1AB';
[597]1383        else
[598]1384            r=regexp(str_civ,'^j= (?<num1>\d+)-(?<num2>\d+)','names');
1385            if ~isempty(r)
1386                NomTypeNc='_1_1-2';
[859]1387            end
[597]1388        end
1389    end
[598]1390    if isempty(r)
1391        display('wrong pair mode input option')
1392    else
[859]1393        ind1=stra2num(r.num1);
1394        ind2=stra2num(r.num2);
[598]1395    end
[597]1396end
[819]1397switch mode
1398    case 'Di'
1399        i1_series=i_series-ind1;% set of first image numbers
1400        i2_series=i_series+ind2;
1401        check_bounds=i1_series<MinIndex_i | i2_series>MaxIndex_i;
1402        if isempty(j_series)
1403            NomTypeNc='_1-2';
1404        else
1405            j1_series=j_series;
1406            j2_series=j_series;
1407            NomTypeNc='_1-2_1';
1408        end
1409    case 'Dj'
1410        j1_series=j_series-ind1;
1411        j2_series=j_series+ind2;
1412        check_bounds=j1_series<MinIndex_j | j2_series>MaxIndex_j;
1413        NomTypeNc='_1_1-2';
1414    otherwise %bursts
1415        i1_series=i_series(1,:);% do not sweep the j index
1416        i2_series=i_series(1,:);
1417        j1_series=ind1*ones(1,size(i_series,2));% j index is fixed by pair choice
1418        j2_series=ind2*ones(1,size(i_series,2));
1419        check_bounds=zeros(size(i1_series));% no limitations due to min-max indices
[598]1420end
[597]1421
[598]1422
1423
1424
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