;+ ;PROCEDURE: thm_part_sphere_interpolate ;PURPOSE: Interpolate particle data to match the look direcitons of another distribution ; ;INPUTS: ; source: A particle dist_data structure to be modified by interpolation to match target ; target: A particle dist_data structure whose look directions will be matched ; ;OUTPUTS: ; Replaces source with a spherically interpolated target ; ;KEYWORDS: ; error: Set to 1 on error, zero otherwise ; ; NOTES: ; #1 Interpolation done using IDL library routine "griddata" ; ; #2 This code assumes that source & target have been time interpolated to match each other ; ; This has a ton of TBDs, we need to come back and fix them when time is available. With TBDs this code will not have general purpose utility... ; SEE ALSO: ; thm_part_dist_array, thm_part_smooth, thm_part_subtract,thm_part_omni_convert,thm_part_time_interpolate.pro ; ; $LastChangedBy: jimm $ ; $LastChangedDate: 2017-10-02 11:19:09 -0700 (Mon, 02 Oct 2017) $ ; $LastChangedRevision: 24078 $ ; $URL: svn+ssh://thmsvn@ambrosia.ssl.berkeley.edu/repos/spdsoft/tags/spedas_4_1/projects/themis/spacecraft/particles/deprecated/thm_part_sphere_interpolate.pro $ ;- pro thm_part_sphere_interpolate,source,target,error=error,_extra=ex compile_opt idl2 error = 1 ;input validation TBD ;The total number of dist structures in source & target will match after time interpolation ;but the total number of modes will probably be different ;Check to verify statement above TBD ;these loops are gonna be awful....need loop variables operating in tandem...not each index will increment during each iteration. ;Effectively, they're performing an intersection/merge on the mode data. s = 0 t= 0 ;create output, it needs the modes of source, but the angles of target, this means that the output can have more mode ptrs than both the source and the target while (s lt n_elements(source) && t lt n_elements(target)) do begin output_template = (*source[s])[0] source_dim = dimen((*source[s])[0].data) ;energies from source target_dim = dimen((*target[t])[0].data) ;angles from target ;create output arrays ;assumes no energy variance...assumption is false...better treatment TBD output_theta = (fltarr(source_dim[0])+1)# (*target[t])[0].theta[0,*] output_phi = (fltarr(source_dim[0])+1) # (*target[t])[0].phi[0,*] output_dtheta = (fltarr(source_dim[0])) # (*target[t])[0].dtheta[0,*] output_dphi = (fltarr(source_dim[0])+1) # (*target[t])[0].dphi[0,*] output_data = (fltarr(source_dim[0])) # (*target[t])[0].data[0,*] output_energy = (fltarr(source_dim[0])) # (*target[t])[0].energy[0,*] output_denergy = (fltarr(source_dim[0])) # (*target[t])[0].denergy[0,*] output_bins = (fltarr(source_dim[0])) # (*target[t])[0].bins[0,*] ;need to grid bins ;other multi-dim parameters in dist TBD ;add output arrays to template str_element,output_template,'theta',output_theta,/add_replace str_element,output_template,'phi',output_phi,/add_replace str_element,output_template,'dtheta',output_dtheta,/add_replace str_element,output_template,'dphi',output_dphi,/add_replace str_element,output_template,'data',output_data,/add_replace str_element,output_template,'energy',output_energy,/add_replace str_element,output_template,'denergy',output_denergy,/add_replace str_element,output_template,'bins',output_bins,/add_replace ;find time ranges for current modes source_time_range = [min((*source[s]).time),max((*source[s]).end_time)] target_time_range = [min((*target[t]).time),max((*target[t]).end_time)] output_time_range = [source_time_range[0] > target_time_range[0],source_time_range[1] < target_time_range[1]] ;find the indexes for current modes source_idx = where((*source[s]).time ge output_time_range[0] and (*source[s]).end_time le output_time_range[1],source_c) target_idx = where((*target[t]).time ge output_time_range[0] and (*target[t]).end_time le output_time_range[1],target_c) ;no overlap or mismatched modes and...we've got a problem if source_c eq 0 || target_c eq 0 || source_c ne target_c then begin message,"WARNING No mode overlap, suggests problem with time interpolation, or absence of time interpolation" ;this will halt the program ;TBD: non-halting error mode ;dprint,"WARNING No mode overlap, suggests problem with time interpolation, or absence of time interpolation",dlevel=1 ;return endif source_dists = (*source[s])[source_idx] target_dists = (*target[t])[target_idx] output_dists = replicate(output_template,target_c) output_dists.time = source_dists.time ;copy over times output_dists.end_time = source_dists.end_time ;TBD throw out disabled bins? method = "Linear" ;generate interpolated data for k = 0,target_c-1 do begin ;loop over time samples in overlap region of source & target modes ;Create a (required) spherical triangulation ;for ESA & SST this triangulation is invariant across energy, even if the angles themselves may change across energy ;can't construct a triangulation over a single point if n_elements(source_dists[k].phi[0,*]) gt 1 then begin qhull,source_dists[k].phi[0,*],source_dists[k].theta[0,*],triangles,sphere=dummy endif for l = 0,source_dim[0]-1 do begin ; loop over energy if n_elements(source_dists[k].phi[0,*]) gt 1 then begin output_dists[k].data[l,*] = griddata(source_dists[k].phi[l,*],source_dists[k].theta[l,*],source_dists[k].data[l,*],/sphere,xout=output_phi[l,*],yout=output_theta[l,*],/degrees,method=method,triangles=triangles) ;the actual spherical interpolation occurs here output_dists[k].energy[l,*] = griddata(source_dists[k].phi[l,*],source_dists[k].theta[l,*],source_dists[k].energy[l,*],/sphere,xout=output_phi[l,*],yout=output_theta[l,*],/degrees,method=method,triangles=triangles) ;the actual spherical interpolation occurs here output_dists[k].bins[l,*] = round(griddata(source_dists[k].phi[l,*],source_dists[k].theta[l,*],source_dists[k].bins[l,*],/sphere,xout=output_phi[l,*],yout=output_theta[l,*],/degrees,method=method,triangles=triangles)) >0<1 ;the actual spherical interpolation occurs here endif else begin output_dists[k].data[l,*] = source_dists[k].data[l] output_dists[k].energy[l,*] = source_dists[k].energy[l] output_dists[k].bins[l,*] = source_dists[k].bins[l] endelse endfor ;generate d-energy at new angles for l = 0,target_dim[1]-1 do begin output_dists[k].denergy[0,l] = output_dists[k].denergy[0,l] ;special case from retrace bin...TBD, this is not general...needs to happen elsewhere output_dists[k].denergy[1:source_dim[0]-1,l] = deriv(output_dists[k].energy[1:source_dim[0]-1,l]) ;deriv without retrace bin...TBD, this is not general...needs to happen elsewhere endfor endfor ;temporary routine bombs on some machines if out_dist is undefined, but not others if ~undefined(output) then begin ;add new output mode to the output data structure output = array_concat(ptr_new(output_dists,/no_copy),temporary(output)) endif else begin output = array_concat(ptr_new(output_dists,/no_copy),output) endelse ;TBD, use something like this: ;less stringent version of overlap checking(works off range instead of overlap indexes) ; ;determine if/how the modes overlap ; if (source_time_range[1] lt target_time_range[0]) then begin ; s++ ; dprint,"WARNING No mode overlap, suggests problem with time interpolation, or absence of time interpolation",dlevel=1 ; continue ; endif else if (target_time_range[1] lt source_time_range[0]) then begin ; t++ ; dprint,"WARNING No mode overlap, suggests problem with time interpolation, or absence of time interpolation",dlevel=1 ; continue ; endif else ;increment mode variables based on pattern of the mode overlap if (target_time_range[1] eq source_time_range[1]) then begin s++ t++ endif else if (source_time_range[1] lt target_time_range[1]) then begin s++ ;endif else if (target_time_range lt source_time_range[1]) then begin ;last case is implied, this commented line just illustrates the invariant which holds in the else case endif else begin t++ endelse endwhile source = temporary(output) heap_gc ; remove pointers whose references were just deleted error = 0 end