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function [gdat_data,gdat_params,error_status,varargout] = gdat_tcv(shot,data_request,varargin)
%
% function [gdat_data,gdat_params,error_status,varargout] = gdat(shot,data_request,varargin)
%
% Aim: get data from a given machine using full path or keywords.
% data_request are and should be case independent (transformed in lower case in the function and outputs)
%
% If no inputs are provided, return the list of available pre-defined data_request in gdat_data and default parameters gdat_params
%
% Inputs:
%
% no inputs: return default parameters in a structure form in gdat_params
% shot: shot number
% data_request: keyword (like 'ip') or trace name or structure containing all parameters but shot number
% varargin{i},varargin{i+1},i=1:nargin-2: additional optional parameters given in pairs: param_name, param_value
% The optional parameters list might depend on the data_request
% examples of optional parameters:
% 'plot',1 (plot is set by default to 0)
% 'machine','TCV' (the default machine is the local machine)
%
%
% Outputs:
%
% gdat_data: structure containing the data, the time trace if known and other useful information
% gdat_data.t : time trace
% gdat_data.data: requested data values
% gdat_data.dim : values of the various coordinates related to the dimensions of .data(:,:,...)
% note that one of the dim is the time, replicated in .t for clarity
% gdat_data.dimunits : units of the various dimensions, 'dimensionless' if dimensionless
% gdat_data.error_bar : if provided
% gdat_data.gdat_call : list of parameters provided in the gdat call (so can be reproduced)
% gdat_data.shot: shot number
% gdat_data.machine: machine providing the data
% gdat_data.gdat_request: keyword for gdat if relevant
% gdat_data.data_fullpath: full path to the data node if known and relevant, or expression, or relevant function called if relevant
% gdat_data.gdat_params: copy gdat_params for completeness
% gdat_data.xxx: any other relevant information
%
%
% Examples:
% (should add working examples for various machines (provides working shot numbers for each machine...))
%
% [a1,a2]=gdat;
% a2.data_request = 'Ip';
% a3=gdat(48836,a2); % gives input parameters as a structure, allows to call the same for many shots
% a4=gdat('opt1',123,'opt2',[1 2 3],'shot',48832,'data_request','Ip','opt3','aAdB'); % all in pairs
% a5=gdat(48836,'ip'); % standard call
% a6=gdat(48836,'ip','Opt1',123,'Doplot',1,'opt2','Abc'); % standard call with a few options (note all lowercase in output)
%
% Comments for local developer:
% This gdat is just a "header routine" calling the gdat for the specific machine gdat_`machine`.m which can be called
% directly, thus which should be able to treat the same type of input arguments
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Prepare some variables, etc
varargout{1}=cell(1,1);
error_status=1;
nverbose = 1;
% construct default parameters structure
gdat_params.data_request = '';
default_machine = 'tcv';
gdat_params.machine=default_machine;
gdat_params.doplot = 0;
gdat_params.liuqe = 1;
% construct list of keywords from global set of keywords and specific TCV set
% get data_request names from centralized function
data_request_names = get_data_request_names;
% add TCV specific to all:
if ~isempty(data_request_names.tcv)
tcv_names = fieldnames(data_request_names.tcv);
for i=1:length(tcv_names)
data_request_names.all.(tcv_names{i}) = data_request_names.tcv.(tcv_names{i});
end
end
data_request_names_all = fieldnames(data_request_names.all);
% $$$ data_request_names_all= [{'ip'} {'b0'} {'zmag'} {'rmag'} {'rcont'} {'zcont'} {'vol'} {'rhovol'} {'qrho'} {'q95'} {'kappa'} ...
% $$$ {'delta'} {'deltatop'} {'deltabot'} {'neint'} {'nel'} ...
% $$$ {'ne'} {'te'} {'nerho'} {'terho'} {'ne_edge'} {'te_edge'} {'nerho_edge'} {'terho_edge'} {'nerhozshift'} {'terhozshift'} {'profnerho'} {'profterho'} ...
% $$$ {'neft'} {'teft'} {'neftav'} {'teftav'} {'neft:trial'} {'teft:trial'} {'neftav:trial'} {'teftav:trial'} ...
% $$$ {'sxr'} {'sxr'} {'ece'} {'mpx'} {'ioh'} {'vloop'} {'pgyro'} {'jtor'} {'vi_tor'} {'vi_torfit'} {'vi_pol'} {'vi_polfit'} {'ti'} {'tifit'} {'ni'} {'nifit'} {'zeffcxrs'} {'zeffcxrsfit'}];
% construct default output structure
gdat_data.data = [];
gdat_data.units = [];
gdat_data.dim = [];
gdat_data.dimunits = [];
gdat_data.t = [];
gdat_data.x = [];
gdat_data.shot = [];
gdat_data.gdat_request = [];
gdat_data.gdat_params = gdat_params;
gdat_data.data_fullpath = [];
% Treat inputs:
ivarargin_first_char = 3;
data_request_eff = '';
if nargin>=2 && ischar(data_request); data_request = lower(data_request); end
gdat_data.gdat_request = data_request_names_all; % so if return early gives list of possible request names
% no inputs
if nargin==0
% return defaults and list of keywords
return
end
do_mdsopen_mdsclose = 1;
% treat 1st arg
if nargin>=1
if isempty(shot)
% means mdsopen(shot) already performed
shot = mdsipmex(2,'$SHOT');
gdat_data.shot = shot;
do_mdsopen_mdsclose = 0;
elseif isnumeric(shot)
gdat_data.shot = shot;
elseif ischar(shot)
ivarargin_first_char = 1;
else
warning('type of 1st argument unexpected, should be numeric or char')
error_status=2;
return
end
if nargin==1
% Only shot number given. If there is a default data_request set it and continue, otherwise return
return
end
end
% 2nd input argument if not part of pairs
if nargin>=2 && ivarargin_first_char~=1
if isempty(data_request)
return
end
% 2nd arg can be a structure with all options except shot_number, or a string for the pathname or keyword, or the start of pairs string/value for the parameters
if isstruct(data_request)
if ~isfield(data_request,'data_request')
warning('expects field data_request in input parameters structure')
error_status=3;
return
end
data_request.data_request = lower(data_request.data_request);
data_request_eff = data_request.data_request;
gdat_params = data_request;
else
% since data_request is char check from nb of args if it is data_request or a start of pairs
if mod(nargin-1,2)==0
ivarargin_first_char = 2;
else
ivarargin_first_char = 3;
data_request_eff = data_request;
end
end
end
if ~isstruct(data_request)
gdat_params.data_request = data_request_eff;
end
% if start pairs from shot or data_request, shift varargin
if ivarargin_first_char==1
varargin_eff{1} = shot;
varargin_eff{2} = data_request;
varargin_eff(3:nargin) = varargin(:);
elseif ivarargin_first_char==2
varargin_eff{1} = data_request;
varargin_eff(2:nargin-1) = varargin(:);
else
varargin_eff(1:nargin-2) = varargin(:);
end
% extract parameters from pairs of varargin:
if (nargin>=ivarargin_first_char)
if mod(nargin-ivarargin_first_char+1,2)==0
for i=1:2:nargin-ivarargin_first_char+1
if ischar(varargin_eff{i})
% enforce lower case for any character driven input
if ischar(varargin_eff{i+1})
gdat_params.(lower(varargin_eff{i})) = lower(varargin_eff{i+1});
else
gdat_params.(lower(varargin_eff{i})) = varargin_eff{i+1};
end
else
warning(['input argument nb: ' num2str(i) ' is incorrect, expects a character string'])
error_status=401;
return
end
end
else
warning('number of input arguments incorrect, cannot make pairs of parameters')
error_status=402;
return
end
end
data_request_eff = gdat_params.data_request; % in case was defined in pairs
% if it is a request_keyword copy it:
ij=strmatch(data_request_eff,data_request_names_all,'exact');
if ~isempty(ij);
gdat_data.gdat_request = data_request_names_all{ij};
if isfield(data_request_names.all.(data_request_names_all{ij}),'description') && ~isempty(data_request_names.all.(data_request_names_all{ij}).description)
% copy description of keyword
gdat_data.request_description = data_request_names.all.(data_request_names_all{ij}).description;
end
end
% special treatment if shot and data_request given within pairs
if isfield(gdat_params,'shot')
shot = gdat_params.shot; % should use only gdat_params.shot but change shot to make sure
gdat_data.shot = gdat_params.shot;
gdat_params=rmfield(gdat_params,'shot');
end
if ~isfield(gdat_params,'data_request') || isempty(gdat_params.data_request)
% warning('input for ''data_request'' missing from input arguments') % might be correct, asking for list of requests
error_status=5;
return
end
gdat_data.gdat_params = gdat_params;
% re-assign main variables to make sure use the one in gdat_data structure
shot = gdat_data.shot;
data_request_eff = gdat_data.gdat_params.data_request;
error_status = 6; % at least reached this level
liuqe_version = 1;
if isfield(gdat_data.gdat_params,'liuqe') && ~isempty(gdat_data.gdat_params.liuqe)
liuqe_version = gdat_data.gdat_params.liuqe;
else
gdat_data.gdat_params.liuqe = liuqe_version;
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end
substr_liuqe = '';
if liuqe_version==2 || liuqe_version==3
substr_liuqe = ['_' num2str(liuqe_version)];
end
% special treatment for model shot=-1 or preparation shot >=100'000
begstr = '';
if shot==-1 || shot>=100000
% requires FBTE
liuqe_version = -1;
begstr = 'tcv_eq( "';
substr_liuqe = '", "FBTE" )';
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Specifications on how to get the data provided in tcv_requests_mapping
mapping_for_tcv = tcv_requests_mapping(data_request_eff);
gdat_data.label = mapping_for_tcv.label;
ishot=NaN;
if do_mdsopen_mdsclose
% mdsdefaultserver tcv1.epfl.ch; % should be in tcv general path, but set-it in the meantime...
if liuqe_version==-1
ishot = mdsopen('pcs', shot);
else
ishot = mdsopen(shot); % if ishot equal to shot, then mdsclose at the end
end
if ishot~=shot
warning(['cannot open shot= ' num2str(shot)])
return
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% 1st treat the simplest method: "tdi" (and tdiliuqe)
if strcmp(mapping_for_tcv.method(1:3),'tdi')
% need to treat liuqe2, model, etc from options....
substr_tdi = '';
if strcmp(mapping_for_tcv.method,'tdiliuqe'); substr_tdi = substr_liuqe; end
if iscell(mapping_for_tcv.expression)
if length(mapping_for_tcv.expression)>0
% series of arguments for tdi given in each cell
eval_expr = ['tdi(''' mapping_for_tcv.expression{1} substr_tdi ''''];
for i=2:length(mapping_for_tcv.expression)
eval_expr = [eval_expr ',''' mapping_for_tcv.expression{i} ''''];
end
eval_expr = [eval_expr ');'];
aatmp = eval(eval_expr);
else
% empty or wrong expression
error_status=701;
return
end
else
if liuqe_version==-1
mapping_for_tcv_expression_eff = mapping_for_tcv.expression;
if strcmp(lower(mapping_for_tcv.expression(1:8)),'\results')
mapping_for_tcv_expression_eff = mapping_for_tcv.expression(11:end);
end
eval_expr = ['tdi(''' begstr mapping_for_tcv_expression_eff substr_liuqe ''');']
else
eval_expr = ['tdi(''' mapping_for_tcv.expression substr_tdi ''');'];
end
aatmp=eval(eval_expr);
end
if isempty(aatmp.data) || isempty(aatmp.dim) % || ischar(aatmp.data) (to add?)
if (nverbose>=3); warning(['problems loading data for ' eval_expr ' for data_request= ' data_request_eff]); end
return
end
gdat_data.data = aatmp.data;
gdat_data.dim = aatmp.dim;
nbdims = length(gdat_data.dim);
if mapping_for_tcv.timedim==-1;
mapping_for_tcv.timedim = nbdims;
if (size(gdat_data.data,nbdims)==1 && nbdims>1); mapping_for_tcv.timedim = nbdims-1; end
end
dim_nontim = setdiff([1:nbdims],mapping_for_tcv.timedim);
if ~isempty(dim_nontim)
% since most cases have at most 2d, copy as array if data is 2D and as cell if 3D or more
if length(dim_nontim)==1
gdat_data.x = gdat_data.dim{dim_nontim(1)};
else
gdat_data.x = gdat_data.dim(dim_nontim);
end
end
gdat_data.t = gdat_data.dim{mapping_for_tcv.timedim};
gdat_data.units = aatmp.units;
gdat_data.dimunits = aatmp.dimunits;
if mapping_for_tcv.gdat_timedim>0 && mapping_for_tcv.gdat_timedim ~= mapping_for_tcv.timedim
% shift timedim to gdat_timedim data(i,j,...itime,k,...) -> data(i,inewtime,j,...,k,...)
% note that this means that gdat_data.x and gdat_data.t are same and correct,
% only .data, .dim and .dimunits need to be changed
iprev=[1:nbdims];
ij=find(dim_nontim>mapping_for_tcv.gdat_timedim-1);
inew=[1:mapping_for_tcv.gdat_timedim-1 mapping_for_tcv.timedim dim_nontim(ij)];
data_sizes = size(aatmp.data);
gdat_data.data = NaN*ones(data_sizes(inew));
abcol=ones(1,nbdims)*double(':'); abcomma=ones(1,nbdims)*double(',');
dimstr_prev=['(' repmat(':,',1,mapping_for_tcv.timedim-1) 'it,' ...
repmat(':,',1,nbdims-mapping_for_tcv.timedim-1) ':)'];
dimstr_new=['(' repmat(':,',1,mapping_for_tcv.gdat_timedim-1) 'it,' ...
repmat(':,',1,nbdims-mapping_for_tcv.gdat_timedim-1) ':)'];
% eval gdat_data.data(;,:,...,it,...) = aatmp.data(:,:,:,it,...);
for it=1:size(aatmp.data,mapping_for_tcv.timedim)
shift_eval = ['gdat_data.data' dimstr_new ' = aatmp.data' dimstr_prev ';'];
eval(shift_eval);
end
gdat_data.dim = aatmp.dim(inew);
gdat_data.dimunits = aatmp.dimunits(inew);
else
mapping_for_tcv.gdat_timedim = mapping_for_tcv.timedim;
end
gdat_data.data_fullpath=[mapping_for_tcv.expression substr_tdi];
% end of method "tdi"
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
elseif strcmp(mapping_for_tcv.method,'expression')
% 2nd: method="expression"
% assume expression contains function to call and which returns a structure into variable gdat_tmp
% we copy the structure, to make sure default nodes are defined and to avoid if return is an closed object like tdi
% eval_expr = [mapping_for_tcv.expression ';'];
eval([mapping_for_tcv.expression ';']);
if isempty(gdat_tmp) || (~isstruct(gdat_tmp) & ~isobject(gdat_tmp))
warning(['function expression does not return a structure: ' mapping_for_tcv.expression])
error_status=801;
return
end
tmp_fieldnames = fieldnames(gdat_tmp);
if sum(strcmp(tmp_fieldnames,'data'))==0 % note: cannot do isfield since gdat_tmp might be an object
warning(['function does not return a child name ''data'' for ' data_request_eff])
end
for i=1:length(tmp_fieldnames)
gdat_data.(tmp_fieldnames{i}) = gdat_tmp.(tmp_fieldnames{i});
end
% add .t and .x in case only dim is provided
% do not allow shifting of timedim since should be treated in the relevant function
ijdim=find(strcmp(tmp_fieldnames,'dim')==1);
if ~isempty(ijdim)
nbdims = length(gdat_data.dim);
if mapping_for_tcv.timedim==-1;
mapping_for_tcv.timedim = nbdims;
if (size(gdat_data.data,nbdims)==1 && nbdims>1); mapping_for_tcv.timedim = nbdims-1; end
end
dim_nontim = setdiff([1:nbdims],mapping_for_tcv.timedim);
ijt=find(strcmp(tmp_fieldnames,'t')==1);
if isempty(ijt)
gdat_data.t = gdat_data.dim{mapping_for_tcv.timedim};
end
ijx=find(strcmp(tmp_fieldnames,'x')==1);
if isempty(ijx)
if ~isempty(dim_nontim)
% since most cases have at most 2d, copy as array if data is 2D and as cell if 3D or more
if length(dim_nontim)==1
gdat_data.x = gdat_data.dim{dim_nontim(1)};
else
gdat_data.x = gdat_data.dim(dim_nontim);
end
end
end
gdat_data.data_fullpath=mapping_for_tcv.expression;
end
% end of method "function"
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
elseif strcmp(mapping_for_tcv.method,'switchcase')
switch data_request_eff % not lower(...) since data_request_eff should be lower case already at this stage
% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% First the request names valid for "all" machines:
%
case {'a_minor','rgeom'}
% compute average minor or major radius (on z=zaxis normally)
nodenameeff=['\results::r_max_psi' substr_liuqe];
rmaxpsi=tdi(nodenameeff);
nodenameeff2=['\results::r_min_psi' substr_liuqe];
rminpsi=tdi(nodenameeff2);
ij=find(rmaxpsi.data<0.5 | rmaxpsi.data>1.2);
if ~isempty(ij); rmaxpsi.data(ij)=NaN; end
ij=find(rminpsi.data<0.5 | rminpsi.data>1.2);
if ~isempty(ij); rminpsi.data(ij)=NaN; end
if strcmp(data_request_eff,'a_minor')
gdat_data.data=0.5.*(rmaxpsi.data(end,:) - rminpsi.data(end,:));
gdat_data.data_fullpath=[nodenameeff ' - ' nodenameeff2 ' /2'];
elseif strcmp(data_request_eff,'rgeom')
gdat_data.data=0.5.*(rmaxpsi.data(end,:) + rminpsi.data(end,:));
gdat_data.data_fullpath=[nodenameeff ' + ' nodenameeff2 ' /2'];
else
disp(['should not be in this case with data_request_eff = ' data_request_eff])
return
end
gdat_data.dim = rmaxpsi.dim(2);
gdat_data.t = gdat_data.dim{1};
if any(strcmp(fieldnames(rmaxpsi),'units'))
gdat_data.units = rmaxpsi.units;
end
gdat_data.dimunits = rmaxpsi.dimunits(2);
case {'zgeom'}
% compute average minor or major radius (on z=zaxis normally)
nodenameeff=['\results::z_contour' substr_liuqe];
zcontour=tdi(nodenameeff);
if strcmp(data_request_eff,'zgeom')
gdat_data.data=0.5.*(max(zcontour.data,[],1) + min(zcontour.data,[],1));
gdat_data.data_fullpath=['(max+min)/2 of ' nodenameeff];
gdat_data.dim{1} = zcontour.dim{2};
gdat_data.dimunits{1} = zcontour.dimunits{2};
else
disp(['should not be in this case with data_request_eff = ' data_request_eff])
return
end
gdat_data.t = gdat_data.dim{mapping_for_tcv.gdat_timedim};
if any(strcmp(fieldnames(zcontour),'units'))
gdat_data.units = zcontour.units;
end
case {'b0'}
% B0 at R0=0.88
R0EXP=0.88;
if liuqe_version==-1
nodenameeff = 'tcv_eq("BZERO","FBTE")';
tracetdi=tdi(nodenameeff);
gdat_data.data = tracetdi.data;
else
nodenameeff=['\magnetics::iphi'];
tracetdi=tdi(nodenameeff);
gdat_data.data=192.E-07 * 0.996 *tracetdi.data/R0EXP;
end
if isempty(tracetdi.data) || isempty(tracetdi.dim) % || ischar(tracetdi.data) (to add?)
warning(['problems loading data for ' nodenameeff ' for data_request= ' data_request_eff])
return
end
gdat_data.data_fullpath=[nodenameeff];
gdat_data.dim = tracetdi.dim;
gdat_data.t = gdat_data.dim{1};
if any(strcmp(fieldnames(tracetdi),'units'))
gdat_data.units = tracetdi.units;
end
gdat_data.dimunits = tracetdi.dimunits;
gdat_data.request_description = ['vacuum magnetic field at R0=' num2str(R0EXP) 'm; COCOS=17'];
case {'betan'}
% 100*beta / |Ip[MA] * B0[T]| * a[m]
% get B0 from gdat_tcv, without re-opening the shot and using the same parameters except data_request
% easily done thanks to structure call for options
params_eff = gdat_data.gdat_params;
params_eff.data_request='b0';
b0=gdat_tcv([],params_eff); % note: no need to set .doplot=0 since gdat_tcv does not call gdat_plot in any case
params_eff.data_request='ip';
ip=gdat_tcv([],params_eff);
params_eff.data_request='beta';
beta=gdat_tcv([],params_eff);
params_eff.data_request='a_minor';
a_minor=gdat_tcv([],params_eff);
% use beta as time base
if isempty(b0.data) || isempty(b0.dim) || isempty(ip.data) || isempty(ip.dim) || isempty(a_minor.data) || isempty(a_minor.dim) || isempty(beta.data) || isempty(beta.dim)
warning(['problems loading data for ' nodenameeff ' for data_request= ' data_request_eff])
return
end
gdat_data.dim = beta.dim;
gdat_data.t = beta.dim{1};
gdat_data.data = beta.data;
ij=find(~isnan(ip.data));
ip_t = interp1(ip.dim{1}(ij),ip.data(ij),gdat_data.t);
ij=find(~isnan(b0.data));
b0_t = interp1(b0.dim{1}(ij),b0.data(ij),gdat_data.t);
ij=find(~isnan(a_minor.data));
a_minor_t = interp1(a_minor.dim{1}(ij),a_minor.data(ij),gdat_data.t);
gdat_data.data = 100.*beta.data ./ abs(ip_t).*1.e6 .* abs(b0_t) .* a_minor_t;
gdat_data.data_fullpath='100*beta/ip*1e6*b0*a_minor, each from gdat_tcv';
gdat_data.units = '';
gdat_data.dimunits{1} = 's';
case {'cxrs'}
%not yet finished, just started
return
% load typical data from cxrs, Ti, ni, vtori and vpoli (if available), as well as zeff from cxrs
% if 'fit' option is added: 'fit',1, then the fitted profiles are returned
%
sub_nodes = {'Ti','vi_tor','vi_pol','ni','zeff'}; % first node is also copied into data, choose "default' one
% sub_nodes_fit = {'Tifit','vi_torfit','vi_polfit','nifit','zefffit'};
params_eff = gdat_data.gdat_params;
% use A. Karpushov routine to get profiles and then copy the data or the fitted profiles
param_cxrs.k_plot=0; param_cxrs.k_debug=0;
cxrs_profiles = CXRS_get_profiles(48836,[],[],param_cxrs);
if isfield(params_eff,'fit') && params_eff.fit>0
sub_nodes_eff = sub_nodes_fit;
else
sub_nodes_eff = sub_nodes;
end
gdat_data.dim = beta.dim;
gdat_data.t = beta.dim{1};
gdat_data.data = beta.data;
ij=find(~isnan(ip.data));
ip_t = interp1(ip.dim{1}(ij),ip.data(ij),gdat_data.t);
ij=find(~isnan(b0.data));
b0_t = interp1(b0.dim{1}(ij),b0.data(ij),gdat_data.t);
ij=find(~isnan(a_minor.data));
a_minor_t = interp1(a_minor.dim{1}(ij),a_minor.data(ij),gdat_data.t);
gdat_data.data = 100.*beta.data ./ abs(ip_t).*1.e6 .* abs(b0_t) .* a_minor_t;
gdat_data.data_fullpath='100*beta/ip*1e6*b0*a_minor, each from gdat_tcv';
gdat_data.units = '';
gdat_data.dimunits = beta.dimunits;
case {'eqdsk'}
%
time=1.; % default time
if isfield(gdat_data.gdat_params,'time') && ~isempty(gdat_data.gdat_params.time)
time = gdat_data.gdat_params.time;
else
gdat_data.gdat_params.time = time;
disp(['"time" is expected as an option, choose default time = ' num2str(time)]);
end
gdat_data.gdat_params.time = time;
gdat_data.t = time;
zshift = 0.;
if isfield(gdat_data.gdat_params,'zshift') && ~isempty(gdat_data.gdat_params.zshift)
zshift = gdat_data.gdat_params.zshift;
else
gdat_data.gdat_params.zshift = zshift;
end
gdat_data.gdat_params.zshift = zshift;
for itime=1:length(time)
time_eff = time(itime);
% use read_results updated to effectively obtain an eqdsk with sign correct with COCOS=2
[fnames_readresults]=read_results_for_chease(shot,time_eff,liuqe_version,3,[],[],[],zshift,0,1);
eqdskval=read_eqdsk(fnames_readresults{4},7,0,[],[],1); % LIUQE is 17 but read_results divided psi by 2pi thus 7
for i=1:length(fnames_readresults)
unix(['rm ' fnames_readresults{i}]);
end
% transform to cocos=2 since read_results originally assumed it was cocos=2
cocos_in = 2;
[eqdsk_cocos_in, eqdsk_cocosout_IpB0pos,cocos_inout]=eqdsk_cocos_transform(eqdskval,[7 cocos_in]);
fnamefull = fullfile(['/tmp/' getenv('USER')],['EQDSK_' num2str(shot) 't' num2str(time_eff,'%.4f')]);
% We still write COCOS=2 case, since closer to standard (in /tmp)
write_eqdsk(fnamefull,eqdsk_cocos_in,cocos_in,[],[],[],1);
% Now gdat_tcv should return the convention from LIUQE which is COCOS=17, except if specified in option
% create standard filename name from shot, time_eff (cocos will be added by write_eqdsk)
cocos_out = 17;
if isfield(gdat_data.gdat_params,'cocos') && ~isempty(gdat_data.gdat_params.cocos)
cocos_out = gdat_data.gdat_params.cocos;
else
gdat_data.gdat_params.cocos = cocos_out;
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end
[eqdsk_cocosout, eqdsk_cocosout_IpB0pos,cocos_inout]=eqdsk_cocos_transform(eqdsk_cocos_in,[cocos_in cocos_out]);
% for several times, use array of structure for eqdsks,
% cannot use it for psi(R,Z) in .data and .x since R, Z might be different at different times,
% so project psi(R,Z) on Rmesh, Zmesh of 1st time
if length(time) > 1
gdat_data.eqdsk{itime} = write_eqdsk(fnamefull,eqdsk_cocosout,cocos_out);
if itime==1
gdat_data.data(:,:,itime) = gdat_data.eqdsk{itime}.psi;
gdat_data.dim{1} = gdat_data.eqdsk{itime}.rmesh;
gdat_data.dim{2} = gdat_data.eqdsk{itime}.zmesh;
else
aa=interpos2Dcartesian(gdat_data.eqdsk{itime}.rmesh,gdat_data.eqdsk{itime}.zmesh, ...
gdat_data.eqdsk{itime}.psi,repmat(gdat_data.dim{1}',1,129),repmat(gdat_data.dim{2},129,1),-1,-1);
gdat_data.data(:,:,itime) = aa;
end
else
gdat_data.eqdsk = write_eqdsk(fnamefull,eqdsk_cocosout,cocos_out);
gdat_data.data = gdat_data.eqdsk.psi;
gdat_data.dim{1} = gdat_data.eqdsk.rmesh;
gdat_data.dim{2} = gdat_data.eqdsk.zmesh;
end
end
gdat_data.dim{3} = gdat_data.t;
gdat_data.x = gdat_data.dim(1:2);
gdat_data.data_fullpath=['psi(R,Z) and eqdsk from read_eqdsk from LIUQE' num2str(liuqe_version) ';zshift=' num2str(zshift)];
gdat_data.units = 'T m^2';
gdat_data.dimunits = {'m','m','s'};
gdat_data.request_description = ['data=psi, x=(R,Z), eqdsk contains eqdsk structure with which ' ...
'plot_eqdsk, write_eqdsk, read_eqdsk can be used'];
case {'mhd'}
% load n=1, 2 and 3 Bdot from magnetic measurements
n1=tdi('abs(mhdmode("LFS",1,1))');
n2=tdi('abs(mhdmode("LFS",2,1))');
n3=tdi('abs(mhdmode("LFS",3,1))');
if ~isempty(n1.data)
gdat_data.data(:,1) = reshape(n1.data,length(n1.data),1);
if length(n2.data)==length(n1.data); gdat_data.data(:,2) = reshape(n2.data,length(n2.data),1); end
if length(n3.data)==length(n1.data); gdat_data.data(:,3) = reshape(n3.data,length(n3.data),1); end
gdat_data.dim{1} = n1.dim{1};
gdat_data.t = gdat_data.dim{1};
gdat_data.dim{2} = [1; 2; 3];
gdat_data.dimunits{1} = n1.dimunits{1};
gdat_data.dimunits{2} = 'n number';
gdat_data.units = 'T/s';
gdat_data.data_fullpath='abs(mhdmode("LFS",n,1))';
gdat_data.request_description = 'delta_Bdot from magnetic probes to get n=1, 2 and 3';
end
case {'ne','te'}
% ne or Te from Thomson data on raw z mesh vs (z,t)
edge_str_ = '';
edge_str_dot = '';
if isfield(gdat_data.gdat_params,'edge') && ~isempty(gdat_data.gdat_params.edge) && ...
gdat_data.gdat_params.edge>0
edge_str_ = '_edge';
edge_str_dot = '.edge';
else
gdat_data.gdat_params.edge = 0;
end
nodenameeff=['\results::thomson' edge_str_dot ':' data_request_eff];
tracetdi=tdi(nodenameeff);
tracestd=tdi(['\results::thomson' edge_str_dot ':' data_request_eff ':error_bar']);
gdat_data.data=tracetdi.data'; % Thomson data as (t,z)
gdat_data.error_bar=tracestd.data';
gdat_data.data_fullpath=[nodenameeff];
% add correct dimensions
try
time=mdsdata('\results::thomson:times');
catch
if (nverbose>=1) && shot<100000
warning('Problems with \results::thomson:times')
disp(['!!!!!!!!!!!!!!!!!!!!!!!!! cannot continue with ' data_request_eff])
end
return
end
if isempty(time) || ischar(time)
thomsontimes=time;
if (nverbose>=1) && shot<100000
warning('!!!!!!!!!!!!!!!!!!!!!!!!!\results::thomson:times is empty? Check')
disp(['!!!!!!!!!!!!!!!!!!!!!!!!! cannot continue with ' data_request_eff])
end
return
end
if strcmp(data_request_eff(1:2),'ne')
tracefirrat_data = get_fir_thom_rat_data(shot,['thomson' edge_str_],time);
gdat_data.data_abs = gdat_data.data * diag(tracefirrat_data);
gdat_data.error_bar_abs = gdat_data.error_bar * diag(tracefirrat_data);
gdat_data.firrat=tracefirrat_data;
gdat_data.data_fullpath=[gdat_data.data_fullpath ' ; _abs includes *firrat'];
end
z=mdsdata('\diagz::thomson_set_up:vertical_pos');
gdat_data.dim=[{z};{time}];
gdat_data.dimunits=[{'Z [m]'} ; {'time [s]'}];
gdat_data.x=z;
gdat_data.t=time;
% isfield does not work since tracetdi is not a 'struct' but a tdi object, thus use fieldnames
if any(strcmp(fieldnames(tracetdi),'units'))
gdat_data.units=tracetdi.units;
end
case {'ne_rho', 'te_rho', 'nete_rho'}
try
time=mdsdata('\results::thomson:times');
catch
if (nverbose>=1) && shot<100000
warning('Problems with \results::thomson:times')
warning(['!!!!!!!!!!!!!!!!!!!!!!!!! cannot continue with ' data_request_eff])
end
return
end
if isempty(time) || ischar(time)
thomsontimes=time;
if (nverbose>=1) && shot<100000
warning('!!!!!!!!!!!!!!!!!!!!!!!!!\results::thomson:times is empty? Check')
disp(['!!!!!!!!!!!!!!!!!!!!!!!!! cannot continue with ' data_request_eff])
end
return
end
zshift = 0.;
if isfield(gdat_data.gdat_params,'zshift') && ~isempty(gdat_data.gdat_params.zshift)
zshift = gdat_data.gdat_params.zshift;
else
gdat_data.gdat_params.zshift = zshift;
end
edge_str_ = '';
edge_str_dot = '';
if isfield(gdat_data.gdat_params,'edge') && ~isempty(gdat_data.gdat_params.edge) && ...
gdat_data.gdat_params.edge>0
edge_str_ = '_edge';
edge_str_dot = '.edge';
else
gdat_data.gdat_params.edge = 0;
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end
% if nete_rho, do first ne, then Te later (so fir stuff already done)
if strcmp(data_request_eff,'ne_rho') || strcmp(data_request_eff,'nete_rho')
nodenameeff=['\results::thomson' edge_str_dot ':ne'];
tracetdi=tdi(nodenameeff);
nodenameeff=['\results::thomson' edge_str_dot ':ne; error_bar ; fir_thom_rat; (ne,std)*fir_thom_rat'];
tracestd=tdi(['\results::thomson' edge_str_dot ':ne:error_bar']);
tracefirrat_data = get_fir_thom_rat_data(shot,['thomson' edge_str_],time);
else
nodenameeff=['\results::thomson' edge_str_dot ':te'];
tracetdi=tdi(nodenameeff);
nodenameeff=['\results::thomson' edge_str_dot ':te; error_bar'];
tracestd=tdi(['\results::thomson' edge_str_dot ':te:error_bar']);
end
gdat_data.data=tracetdi.data'; % Thomson data as (t,z)
gdat_data.error_bar=tracestd.data';
gdat_data.data_fullpath=nodenameeff;
if strcmp(data_request_eff,'ne_rho') || strcmp(data_request_eff,'nete_rho')
gdat_data.firrat=tracefirrat_data;
gdat_data.data_abs=gdat_data.data*diag(tracefirrat_data);
gdat_data.error_bar_abs=gdat_data.error_bar*diag(tracefirrat_data);
gdat_data.data_fullpath=[gdat_data.data_fullpath ' ; _abs includes *firrat'];
end
% add correct dimensions
% construct rho mesh
psi_max=tdi(['\results::thomson' edge_str_dot ':psi_max' substr_liuqe]);
psiscatvol=tdi(['\results::thomson' edge_str_dot ':psiscatvol' substr_liuqe]);
if abs(zshift)>1e-5
% calculate new psiscatvol
psitdi=tdi(['\results::psi' substr_liuqe]);
rmesh=psitdi.dim{1};
zmesh=psitdi.dim{2};
zthom=mdsdata('dim_of(\thomson:te,1)');
zeffshift=zshift;
% set zeffshift time array same as psitdi
switch length(zeffshift)
case 1
zeffshift=zeffshift * ones(size(psitdi.dim{3}));
case length(psitdi.dim{3})
% ok
case length(psiscatvol.dim{1})
zeffshift=interp1(psiscatvol.dim{1},zeffshift,psitdi.dim{3});
otherwise
disp(' bad time dimension for zshift')
disp(['it should be 1 or ' num2str(length(psiscatvol.dim{1})) ' or ' num2str(length(psitdi.dim{3}))])
end
for it=1:length(psiscatvol.dim{1})
itpsitdi=iround(psitdi.dim{3},psiscatvol.dim{1}(it));
psirz=psitdi.data(:,:,itpsitdi);
psiscatvol0=griddata(rmesh,zmesh,psirz',0.9*ones(size(zthom)),zthom-zeffshift(itpsitdi));
psiscatvol.data(it,:)=psiscatvol0;
end
end
if ~isempty(psiscatvol.data) && ~ischar(psiscatvol.data) && ~isempty(psi_max.data) && ~ischar(psi_max.data)
for ir=1:length(psiscatvol.dim{2})
rho(ir,:)= sqrt(1.-psiscatvol.data(:,ir)./psi_max.data(:))';
end
else
rho=NaN;
end
gdat_data.dim=[{rho};{time}];
gdat_data.dimunits=[{'sqrt(psi)'} ; {'time [s]'}];
gdat_data.x=rho;
gdat_data.t=time;
if any(strcmp(fieldnames(tracetdi),'units'))
gdat_data.units=tracetdi.units;
end
%%%%%%%%%%% add fitted profiles if 'fit'>=1
if isfield(gdat_data.gdat_params,'fit') && ~isempty(gdat_data.gdat_params.fit) && ...
gdat_data.gdat_params.fit>0
% default is from proffit:avg_time
def_proffit = '\results::proffit.avg_time';
if isfield(gdat_data.gdat_params,'fit_type') && ~isempty(gdat_data.gdat_params.fit_type)
if strcmp(gdat_data.gdat_params.fit_type,'local')
def_proffit = '\results::proffit.local_time';
else
gdat_data.gdat_params.fit_type = 'avg';
end
else
gdat_data.gdat_params.fit_type = 'avg';
end
if strcmp(data_request_eff(1:2),'ne')
nodenameeff = [def_proffit ':neft_abs']; % do first ne if nete asked for
elseif strcmp(data_request_eff(1:2),'te')
nodenameeff = [def_proffit ':teft'];
else
disp(['should not be here: data_request_eff, data_request_eff(1:2)= ',data_request_eff, data_request_eff(1:2)]);
end
if isfield(gdat_data.gdat_params,'trialindx') && ~isempty(gdat_data.gdat_params.trialindx) && ...
gdat_data.gdat_params.trialindx>=0
nodenameeff=[nodenameeff ':trial'];
trialindx = gdat_data.gdat_params.trialindx;
else
gdat_data.gdat_params.trialindx = [];
trialindx = [];
end
tracetdi=tdi(nodenameeff);
if isempty(trialindx)
gdat_data.fit.data = tracetdi.data;
else
if ~isempty(tracetdi.data) && size(tracetdi.data,3)>=trialindx+1
gdat_data.fit.data = tracetdi.data(:,:,trialindx+1);
else
gdat_data.fit.data = [];
gdat_data.fit.data_fullpath = [nodenameeff ' with trialindx=' num2str(trialindx) ' is empty'];
return
end
end
gdat_data.fit.x=tracetdi.dim{1};
gdat_data.fit.t=tracetdi.dim{2};
if mapping_for_tcv.timedim~=2 | mapping_for_tcv.gdat_timedim~=2
disp(['unexpected timedim in fit: data_request_eff= ' data_request_eff ...
', mapping_for_tcv.timedim= ' mapping_for_tcv.timedim ...
', mapping_for_tcv.gdat_timedim= ' mapping_for_tcv.gdat_timedim]);
end
gdat_data.dim=tracetdi.dim(1:2);
gdat_data.dimunits=tracetdi.dimunits(1:2);
if any(strcmp(fieldnames(tracetdi),'units'))
gdat_data.fit.units=tracetdi.units;
end
gdat_data.fit.data_fullpath = nodenameeff;
% do te as well if nete asked for
if strcmp(data_request_eff(1:4),'nete')
gdat_data.fit.ne.data = gdat_data.fit.data;
gdat_data.fit.ne.units = gdat_data.fit.units;
nodenameeff = [def_proffit ':teft'];
if ~isempty(trialindx); nodenameeff=[nodenameeff ':trial']; end
tracetdi=tdi(nodenameeff);
if isempty(trialindx)
gdat_data.fit.te.data = tracetdi.data;
else
if ~isempty(tracetdi.data) && size(tracetdi.data,3)>=trialindx+1
gdat_data.fit.te.data = tracetdi.data(:,:,trialindx+1);
else
return
end
end
if any(strcmp(fieldnames(tracetdi),'units'))
gdat_data.fit.te.units=tracetdi.units;
end
% construct pe=1.6022e-19*ne*te
gdat_data.fit.data = 1.6022e-19.*gdat_data.fit.ne.data .* gdat_data.fit.te.data;
gdat_data.fit.units = 'N/m^2; 1.6022e-19 ne Te';
gdat_data.fit.data_fullpath = [gdat_data.fit.data_fullpath ' ; ' nodenameeff ' and pe in data'];
end
else
gdat_data.gdat_params.fit = 0;
end
%%%%%%%%%%%
% if nete_rho, copy data as .ne, get .te and put pe=e ne Te in data:
if strcmp(data_request_eff(1:4),'nete')
gdat_data.ne.data = gdat_data.data_abs;
gdat_data.ne.error_bar = gdat_data.error_bar_abs;
gdat_data.ne.firrat=gdat_data.firrat;
gdat_data.ne.units = 'm^{-3}';
gdat_data = rmfield(gdat_data,{'firrat','data_abs','error_bar_abs'});
%
nodenameeff=['\results::thomson' edge_str_dot ':te'];
tracetdi=tdi(nodenameeff);
nodenameeff=['\results::thomson' edge_str_dot ':te; error_bar'];
tracestd=tdi(['\results::thomson' edge_str_dot ':te:error_bar']);
gdat_data.te.data=tracetdi.data';
gdat_data.te.error_bar=tracestd.data';
gdat_data.te.units = tracetdi.units;
gdat_data.data_fullpath=['pe=1.6e-19*ne*Te in data, .ne, .te from \results::thomson' ...
edge_str_dot ':ne and te and projected on rhopol\_norm'];
gdat_data.units='N/m^2; 1.6022e-19 ne Te';
gdat_data.data = 1.6022e-19 .* gdat_data.ne.data .* gdat_data.te.data;
gdat_data.error_bar = 1.6022e-19 .* (gdat_data.ne.data .* gdat_data.te.error_bar ...
+ gdat_data.te.data .* gdat_data.ne.error_bar);
end
case {'powers'}
% note: same time array for all main, ec, ohm, nbi, ...
% At this stage fill just ech, later add nbi
nodenameeff='\results::toray.input:p_gyro';
tracetdi=tdi(nodenameeff);
gdat_data.ec.data = tracetdi.data*1e3; % at this stage p_gyro is in kW'
gdat_data.ec.units = 'W';
gdat_data.ec.dim=tracetdi.dim;
gdat_data.ec.dimunits=tracetdi.dimunits;
gdat_data.ec.t=tracetdi.dim{1};
gdat_data.ec.x=tracetdi.dim{2};
gdat_data.ec.data_fullpath=[nodenameeff];
gdat_data.ec.label='P_{EC}';
% set ec time as reference
gdat_data.t = gdat_data.ec.t;
gdat_data.dim{1} = gdat_data.t;
gdat_data.dimunits{1} = 's';
gdat_data.units = 'W';
% get ohmic power simply from vloop*Ip (minus sign for TCV)
ip=gdat([],'ip');
vloop=gdat([],'vloop');
tension = -1e5;
vloop_smooth=interpos(vloop.t,vloop.data,gdat_data.t,tension);
ip_t = interp1(ip.t,ip.data,gdat_data.t);
gdat_data.ohm.data = -vloop_smooth.*ip_t;
gdat_data.ohm.units = 'W';
gdat_data.ohm.dim=gdat_data.dim;
gdat_data.ohm.dimunits=gdat_data.dimunits;
gdat_data.ohm.t=gdat_data.t;
gdat_data.ohm.x=[];
gdat_data.ohm.data_fullpath=['-vloop(tens=' num2str(tension,'%.0e') ')*ip, from gdat'];
gdat_data.ohm.label='P_{OHM}';
% total power from each and total
gdat_data.data(:,1) = gdat_data.ohm.data;
gdat_data.data(:,2) = gdat_data.ec.data(:,10);
gdat_data.data(:,3) = gdat_data.ec.data(:,10) + gdat_data.ohm.data;
gdat_data.dim{2} = [1:3];
gdat_data.dimunits{2} = 'Pohm;Pec;Ptot';
gdat_data.data_fullpath=['tot power from EC and ohm'];
gdat_data.label = 'P_{ohm};P_{EC};P_{tot}';
case {'q_rho'}
% q profile on psi from liuqe
nodenameeff=['\results::q_psi' substr_liuqe];
if liuqe_version==-1
nodenameeff=[begstr 'q_psi' substr_liuqe];
end
tracetdi=tdi(nodenameeff);
gdat_data.data = tracetdi.data;
gdat_data.dim = tracetdi.dim;
gdat_data.t = gdat_data.dim{2};
gdat_data.data_fullpath=[nodenameeff ' on rhopol'];
rhopol_eff = ones(size(tracetdi.dim{1}));
rhopol_eff(:) = sqrt(linspace(0,1,length(tracetdi.dim{1})));
gdat_data.dim{1} = rhopol_eff;
gdat_data.x = gdat_data.dim{1};
gdat_data.dimunits{1} = '';
gdat_data.dimunits{2} = 's';
gdat_data.units = '';
gdat_data.request_description = 'q(rhopol\_norm)';
case {'psi_edge'}
% psi at edge, 0 by construction in Liuqe, thus not given
nodenameeff=['\results::psi_axis' substr_liuqe];
if liuqe_version==-1
nodenameeff=[begstr 'q_psi' substr_liuqe];
end
tracetdi=tdi(nodenameeff);
gdat_data.data = tracetdi.data.*0;
gdat_data.dim = tracetdi.dim;
gdat_data.t = gdat_data.dim{1};
gdat_data.data_fullpath=[' zero '];
gdat_data.dimunits = tracetdi.dimunits;
gdat_data.units = tracetdi.units;
gdat_data.request_description = '0 since LIUQE construct psi to be zero at LCFS';
case {'rhotor_edge','rhotor'}
% Phi(LCFS) = int(Bphi dSphi), can use Eq.(11) of "Tokamak coordinate conventions: COCOS" paper:
% O. Sauter, S.Yu. Medvedev, Comput. Phys. Commun. 184 (2013) 293–302
% since cocos=17 for LIUQE we get:
% q = -dPhi/dpsi => Phi = - int(q*dpsi) which should always have the sign of B0
params_eff = gdat_data.gdat_params;
params_eff.data_request='q_rho';
q_rho=gdat_tcv([],params_eff);
params_eff.data_request='psi_axis'; % psi_edge=0 with LIUQE
psi_axis=gdat_tcv([],params_eff);
params_eff.data_request='b0'; % psi_edge=0 with LIUQE
b0=gdat_tcv([],params_eff);
b0tpsi = interp1(b0.t,b0.data,psi_axis.t); %q_rho on same time base as psi_axis
if isempty(psi_axis.data) || isempty(psi_axis.dim) || isempty(q_rho.data) || isempty(q_rho.dim)
warning(['problems loading data for ' nodenameeff ' for data_request= ' data_request_eff])
return
end
rhoequal = linspace(0,1,length(q_rho.dim{1}));
if strcmp(data_request,'rhotor_edge')
gdat_data.data = psi_axis.data; % to have the dimensions correct
gdat_data.dim = psi_axis.dim;
gdat_data.t = gdat_data.dim{1};
gdat_data.data_fullpath='phi from q_rho, psi_axis and integral(-q dpsi)';
gdat_data.units = 'T m^2';
gdat_data.dimunits{1} = 's';
elseif strcmp(data_request,'rhotor')
gdat_data.data = q_rho.data; % to have the dimensions correct
gdat_data.dim{1} = ones(size(q_rho.dim{1}));
gdat_data.dim{1}(:) = rhoequal;
gdat_data.dim{2} = q_rho.dim{2};
gdat_data.t = gdat_data.dim{2};
gdat_data.data_fullpath='sqrt(phitor/phitor_edge), rhotor_edge=sqrt(phitor/B0/pi)';
gdat_data.units = '';
gdat_data.dimunits{1} = 'rhopol\_norm';