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rodrigoguzman-lmddustinswales
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Fixing CloudSat Precip flag surface elevation bug (#19)
* bug fix on OPAQ variables * DEBUG comments erased * CloudSat Precip flag surface elevation bug fixed * Fixing CloudSat Precip flag surface elevation bug * CloudSat Precip flag bug fix reviewed, magic number 480 replaced by 'zstep' as defined in 'cosp_init', but replacing the parameter cloudsat_preclvl=39 by a more general expression is out of the scope of this bug fix * For land ponits, use 2 levels above the surface for retreival. This is consistent w/ the operational product and what Ken Kay did in DOI:10.1002/2017JD028213 * Change index adjustment for land. * Added computation of path integrated attenutation for both land/ocean points. * Added lower limit on reflectivty for no precipitation class. * Add temporary diagnostics. * Some small changes. * Change to indexing. * Reverted some changes * Removed lower bound on unclassified precipitation over land, apparently reflectivities can go that low, something I did not know. * Added comment
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-47
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‎driver/src/cosp2_test.f90‎

Lines changed: 15 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -547,7 +547,9 @@ subroutine subsample_and_optics(nPoints, nLevels, nColumns, nHydro, overlap,
547547
! Local variables
548548
type(rng_state),allocatable,dimension(:) :: rngs ! Seeds for random number generator
549549
integer,dimension(:),allocatable :: seed
550+
integer,dimension(:),allocatable :: cloudsat_preclvl_index
550551
integer :: i,j,k
552+
real(wp) :: zstep
551553
real(wp),dimension(:,:), allocatable :: &
552554
ls_p_rate, cv_p_rate, frac_ls, frac_cv, prec_ls, prec_cv,g_vol
553555
real(wp),dimension(:,:,:), allocatable :: &
@@ -857,11 +859,21 @@ subroutine subsample_and_optics(nPoints, nLevels, nColumns, nHydro, overlap,
857859
fracPrecipIce_statGrid(:,:,:) = 0._wp
858860
call cosp_change_vertical_grid(Npoints, Ncolumns, Nlevels, cospstateIN%hgt_matrix(:,Nlevels:1:-1), &
859861
cospstateIN%hgt_matrix_half(:,Nlevels:1:-1), fracPrecipIce(:,:,Nlevels:1:-1), Nlvgrid_local, &
860-
vgrid_zl(Nlvgrid_local:1:-1), vgrid_zu(Nlvgrid_local:1:-1), fracPrecipIce_statGrid)
862+
vgrid_zl(Nlvgrid_local:1:-1), vgrid_zu(Nlvgrid_local:1:-1), fracPrecipIce_statGrid(:,:,Nlvgrid_local:1:-1))
863+
864+
! Find proper layer above de surface elevation to compute precip flags in Cloudsat/Calipso statistical grid
865+
allocate(cloudsat_preclvl_index(nPoints))
866+
cloudsat_preclvl_index(:) = 0._wp
867+
! Compute the zstep distance between two atmopsheric layers
868+
zstep = vgrid_zl(1)-vgrid_zl(2)
869+
! Computing altitude index for precip flags calculation (one layer above surfelev layer)
870+
cloudsat_preclvl_index(:) = cloudsat_preclvl - floor( cospstateIN%surfelev(:)/zstep )
861871

862872
! For near-surface diagnostics, we only need the frozen fraction at one layer.
863-
cospIN%fracPrecipIce(:,:) = fracPrecipIce_statGrid(:,:,cloudsat_preclvl)
864-
873+
do i=1,nPoints
874+
cospIN%fracPrecipIce(i,:) = fracPrecipIce_statGrid(i,:,cloudsat_preclvl_index(i))
875+
enddo
876+
865877
endif
866878

867879
!%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

‎driver/test_cosp2Imp.py‎

Lines changed: 3 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -97,7 +97,9 @@
9797
# Compute relative difference.
9898
diff = var/var_ref-1
9999
diff[numpy.where(var_ref == 0.0)] = 0.0
100-
100+
# Relative difference = 1 if var_ref = 0 and var != var_ref
101+
diff[(var_ref == 0.0) & (var != var_ref)] = 1.0
102+
101103
# Flag any point which exceeds error threshold.
102104
error = numpy.argwhere(abs(diff) >= args.zeroThresh)
103105

‎src/cosp.F90‎

Lines changed: 3 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -46,7 +46,7 @@ MODULE MOD_COSP
4646
ntau,modis_histTau,tau_binBounds, &
4747
modis_histTauEdges,tau_binEdges,nCloudsatPrecipClass,&
4848
modis_histTauCenters,tau_binCenters, &
49-
cloudsat_preclvl,grLidar532_histBsct,atlid_histBsct
49+
cloudsat_preclvl,grLidar532_histBsct,atlid_histBsct
5050
USE MOD_COSP_MODIS_INTERFACE, ONLY: cosp_modis_init, modis_IN
5151
USE MOD_COSP_RTTOV_INTERFACE, ONLY: cosp_rttov_init, rttov_IN
5252
USE MOD_COSP_MISR_INTERFACE, ONLY: cosp_misr_init, misr_IN
@@ -1241,8 +1241,8 @@ function COSP_SIMULATOR(cospIN,cospgridIN,cospOUT,start_idx,stop_idx,debug)
12411241
! Call simulator
12421242
call quickbeam_column(cloudsatIN%Npoints, cloudsatIN%Ncolumns, cloudsatIN%Nlevels,&
12431243
Nlvgrid, cloudsat_DBZE_BINS, 'cloudsat', cloudsatDBZe, cloudsatZe_non, &
1244-
cospgridIN%land(:), cospgridIN%at(:,cospIN%Nlevels), cospIN%fracPrecipIce, &
1245-
cospgridIN%hgt_matrix, cospgridIN%hgt_matrix_half, &
1244+
cospgridIN%land(:), cospgridIN%surfelev(:), cospgridIN%at(:,cospIN%Nlevels), &
1245+
cospIN%fracPrecipIce, cospgridIN%hgt_matrix, cospgridIN%hgt_matrix_half, &
12461246
cospOUT%cloudsat_cfad_ze(ij:ik,:,:), cospOUT%cloudsat_precip_cover, &
12471247
cospOUT%cloudsat_pia)
12481248
! Free up memory (if necessary)

‎src/simulator/quickbeam/quickbeam.F90‎

Lines changed: 65 additions & 40 deletions
Original file line numberDiff line numberDiff line change
@@ -54,6 +54,7 @@ module quickbeam
5454
pClass_Snow1, pClass_Snow2, pClass_Mixed1, pClass_Mixed2, &
5555
pClass_Rain4, pClass_default, Zenonbinval, Zbinvallnd, &
5656
N_HYDRO,nCloudsatPrecipClass,cloudsat_preclvl
57+
5758
USE MOD_COSP_STATS, ONLY: COSP_LIDAR_ONLY_CLOUD,hist1D,COSP_CHANGE_VERTICAL_GRID
5859
implicit none
5960

@@ -232,7 +233,7 @@ end subroutine quickbeam_subcolumn
232233
! SUBROUTINE quickbeam_column
233234
! ######################################################################################
234235
subroutine quickbeam_column(npoints, ncolumns, nlevels, llm, DBZE_BINS, platform, &
235-
Ze_tot, Ze_tot_non, land, t2m, fracPrecipIce, zlev, zlev_half, cfad_ze, &
236+
Ze_tot, Ze_tot_non, land, surfelev, t2m, fracPrecipIce, zlev, zlev_half, cfad_ze, &
236237
cloudsat_precip_cover, cloudsat_pia)
237238
! Inputs
238239
integer,intent(in) :: &
@@ -245,6 +246,7 @@ subroutine quickbeam_column(npoints, ncolumns, nlevels, llm, DBZE_BINS, platform
245246
platform ! Name of platform (e.g. cloudsat)
246247
real(wp),dimension(Npoints),intent(in) :: &
247248
land, & ! Land/Sea mask. (1/0)
249+
surfelev, & ! Surface Elevation (m)
248250
t2m ! Near-surface temperature
249251
real(wp),dimension(Npoints,Ncolumns),intent(in) :: &
250252
fracPrecipIce ! Fraction of precipitation which is frozen. (1)
@@ -266,6 +268,7 @@ subroutine quickbeam_column(npoints, ncolumns, nlevels, llm, DBZE_BINS, platform
266268

267269
! Local variables
268270
integer :: i,j
271+
real(wp) :: zstep
269272
real(wp),dimension(npoints,ncolumns,llm) :: ze_toti,ze_noni
270273
logical :: lcloudsat = .false.
271274

@@ -294,9 +297,11 @@ subroutine quickbeam_column(npoints, ncolumns, nlevels, llm, DBZE_BINS, platform
294297
call cosp_change_vertical_grid(Npoints,Ncolumns,Nlevels,zlev(:,nlevels:1:-1),&
295298
zlev_half(:,nlevels:1:-1),Ze_tot_non(:,:,nlevels:1:-1),llm,vgrid_zl(llm:1:-1),&
296299
vgrid_zu(llm:1:-1),Ze_noni(:,:,llm:1:-1),log_units=.true.)
297-
! Not call routine to generate diagnostics.
300+
! Compute the zstep distance between two atmopsheric layers
301+
zstep = vgrid_zl(1)-vgrid_zl(2)
302+
! Now call routine to generate diagnostics.
298303
call cloudsat_precipOccurence(Npoints, Ncolumns, llm, N_HYDRO, Ze_toti, Ze_noni, &
299-
land, t2m, fracPrecipIce, cloudsat_precip_cover, cloudsat_pia)
304+
land, surfelev, t2m, fracPrecipIce, cloudsat_precip_cover, cloudsat_pia, zstep)
300305
else
301306
! Effective reflectivity histogram
302307
do i=1,Npoints
@@ -345,7 +350,7 @@ end subroutine quickbeam_column
345350
! parameter cloudsat_preclvl, defined in src/cosp_config.F90
346351
! ######################################################################################
347352
subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_non_out, &
348-
land, t2m, fracPrecipIce, cloudsat_precip_cover, cloudsat_pia)
353+
land, surfelev, t2m, fracPrecipIce, cloudsat_precip_cover, cloudsat_pia, zstep)
349354

350355
! Inputs
351356
integer,intent(in) :: &
@@ -355,23 +360,29 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
355360
llm ! Number of levels
356361
real(wp),dimension(Npoints),intent(in) :: &
357362
land, & ! Land/Sea mask. (1/0)
363+
surfelev, & ! Surface Elevation (m)
358364
t2m ! Near-surface temperature
359365
real(wp),dimension(Npoints,Ncolumns,llm),intent(in) :: &
360366
Ze_out, & ! Effective reflectivity factor (dBZ)
361367
Ze_non_out ! Effective reflectivity factor, w/o attenuation (dBZ)
362368
real(wp),dimension(Npoints,Ncolumns),intent(in) :: &
363369
fracPrecipIce ! Fraction of precipitation which is frozen. (1)
370+
real(wp),intent(in) :: &
371+
zstep ! Distance between two atmopsheric layers (m)
364372

365373
! Outputs
366374
real(wp),dimension(Npoints,nCloudsatPrecipClass),intent(out) :: &
367375
cloudsat_precip_cover ! Model precip rate in by CloudSat precip flag
368376
real(wp),dimension(Npoints),intent(out) :: &
369-
cloudsat_pia ! Cloudsat path integrated attenuation
370-
377+
cloudsat_pia ! Cloudsat path integrated attenuation
378+
371379
! Local variables
372380
integer,dimension(Npoints,Ncolumns) :: &
373381
cloudsat_pflag, & ! Subcolumn precipitation flag
374382
cloudsat_precip_pia ! Subcolumn path integrated attenutation.
383+
integer,dimension(Npoints) :: &
384+
cloudsat_preclvl_index ! Altitude index for precip flags calculation
385+
! in 40-level grid (one layer above surfelev)
375386
integer :: pr,i,k,m,j
376387
real(wp) :: Zmax
377388

@@ -380,57 +391,62 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
380391
cloudsat_precip_pia(:,:) = 0._wp
381392
cloudsat_precip_cover(:,:) = 0._wp
382393
cloudsat_pia(:) = 0._wp
394+
cloudsat_preclvl_index(:) = 0._wp
395+
396+
! Computing altitude index for precip flags calculation
397+
cloudsat_preclvl_index(:) = cloudsat_preclvl - floor( surfelev(:)/zstep )
383398

384399
! ######################################################################################
385400
! SUBCOLUMN processing
386401
! ######################################################################################
387402
do i=1, Npoints
388403
do pr=1,Ncolumns
389-
! 1) Compute the PIA in all profiles containing hydrometeors
390-
if ( (Ze_non_out(i,pr,cloudsat_preclvl).gt.-100) .and. (Ze_out(i,pr,cloudsat_preclvl).gt.-100) ) then
391-
if ( (Ze_non_out(i,pr,cloudsat_preclvl).lt.100) .and. (Ze_out(i,pr,cloudsat_preclvl).lt.100) ) then
392-
cloudsat_precip_pia(i,pr) = Ze_non_out(i,pr,cloudsat_preclvl) - Ze_out(i,pr,cloudsat_preclvl)
393-
endif
394-
endif
395-
396-
! 2) Compute precipitation flag
404+
! Compute precipitation flag
397405
! ################################################################################
398-
! 2a) Oceanic points.
406+
! 1) Oceanic points.
399407
! ################################################################################
400408
if (land(i) .eq. 0) then
409+
410+
! 1a) Compute the PIA in all profiles containing hydrometeors
411+
if ( (Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.-100) .and. (Ze_out(i,pr,cloudsat_preclvl_index(i)).gt.-100) ) then
412+
if ( (Ze_non_out(i,pr,cloudsat_preclvl_index(i)).lt.100) .and. (Ze_out(i,pr,cloudsat_preclvl_index(i)).lt.100) ) then
413+
cloudsat_precip_pia(i,pr) = Ze_non_out(i,pr,cloudsat_preclvl_index(i)) - Ze_out(i,pr,cloudsat_preclvl_index(i))
414+
endif
415+
endif
416+
401417
! Snow
402418
if(fracPrecipIce(i,pr).gt.0.9) then
403-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(2)) then
419+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(2)) then
404420
cloudsat_pflag(i,pr) = pClass_Snow2 ! TSL: Snow certain
405421
endif
406-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(4).and. &
407-
Ze_non_out(i,pr,cloudsat_preclvl).le.Zenonbinval(2)) then
422+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(4).and. &
423+
Ze_non_out(i,pr,cloudsat_preclvl_index(i)).le.Zenonbinval(2)) then
408424
cloudsat_pflag(i,pr) = pClass_Snow1 ! TSL: Snow possible
409425
endif
410426
endif
411427

412428
! Mixed
413429
if(fracPrecipIce(i,pr).gt.0.1.and.fracPrecipIce(i,pr).le.0.9) then
414-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(2)) then
430+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(2)) then
415431
cloudsat_pflag(i,pr) = pClass_Mixed2 ! TSL: Mixed certain
416432
endif
417-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(4).and. &
418-
Ze_non_out(i,pr,cloudsat_preclvl).le.Zenonbinval(2)) then
433+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(4).and. &
434+
Ze_non_out(i,pr,cloudsat_preclvl_index(i)).le.Zenonbinval(2)) then
419435
cloudsat_pflag(i,pr) = pClass_Mixed1 ! TSL: Mixed possible
420436
endif
421437
endif
422438

423439
! Rain
424440
if(fracPrecipIce(i,pr).le.0.1) then
425-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(1)) then
441+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(1)) then
426442
cloudsat_pflag(i,pr) = pClass_Rain3 ! TSL: Rain certain
427443
endif
428-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(3).and. &
429-
Ze_non_out(i,pr,cloudsat_preclvl).le.Zenonbinval(1)) then
444+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(3).and. &
445+
Ze_non_out(i,pr,cloudsat_preclvl_index(i)).le.Zenonbinval(1)) then
430446
cloudsat_pflag(i,pr) = pClass_Rain2 ! TSL: Rain probable
431447
endif
432-
if(Ze_non_out(i,pr,cloudsat_preclvl).gt.Zenonbinval(4).and. &
433-
Ze_non_out(i,pr,cloudsat_preclvl).le.Zenonbinval(3)) then
448+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).gt.Zenonbinval(4).and. &
449+
Ze_non_out(i,pr,cloudsat_preclvl_index(i)).le.Zenonbinval(3)) then
434450
cloudsat_pflag(i,pr) = pClass_Rain1 ! TSL: Rain possible
435451
endif
436452
if(cloudsat_precip_pia(i,pr).gt.40) then
@@ -439,37 +455,46 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
439455
endif
440456

441457
! No precipitation
442-
if(Ze_non_out(i,pr,cloudsat_preclvl).le.-15) then
458+
if(Ze_non_out(i,pr,cloudsat_preclvl_index(i)).le.-15) then
443459
cloudsat_pflag(i,pr) = pClass_noPrecip ! TSL: Not Raining
444460
endif
445461
endif ! Ocean points
446462

447463
! ################################################################################
448-
! 2b) Land points.
464+
! 2) Land points.
465+
! *NOTE* For land points we go up a layer higher, so cloudsat_preclvl_index(i)-1
466+
!
449467
! ################################################################################
450-
if (land(i) .eq. 1) then
468+
if (land(i) .eq. 1) then
469+
! 2a) Compute the PIA in all profiles containing hydrometeors
470+
if ( (Ze_non_out(i,pr,cloudsat_preclvl_index(i)-1).gt.-100) .and. (Ze_out(i,pr,cloudsat_preclvl_index(i)-1).gt.-100) ) then
471+
if ( (Ze_non_out(i,pr,cloudsat_preclvl_index(i)-1).lt.100) .and. (Ze_out(i,pr,cloudsat_preclvl_index(i)-1).lt.100) ) then
472+
cloudsat_precip_pia(i,pr) = Ze_non_out(i,pr,cloudsat_preclvl_index(i)-1) - Ze_out(i,pr,cloudsat_preclvl_index(i)-1)
473+
endif
474+
endif
475+
451476
! Find Zmax, the maximum reflectivity value in the attenuated profile (Ze_out);
452477
Zmax=maxval(Ze_out(i,pr,:))
453478

454479
! Snow (T<273)
455480
if(t2m(i) .lt. 273._wp) then
456-
if(Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(5)) then
481+
if(Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(5)) then
457482
cloudsat_pflag(i,pr) = pClass_Snow2 ! JEK: Snow certain
458483
endif
459-
if(Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(6) .and. &
460-
Ze_out(i,pr,cloudsat_preclvl).le.Zbinvallnd(5)) then
484+
if(Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(6) .and. &
485+
Ze_out(i,pr,cloudsat_preclvl_index(i)-1).le.Zbinvallnd(5)) then
461486
cloudsat_pflag(i,pr) = pClass_Snow1 ! JEK: Snow possible
462487
endif
463488
endif
464489

465490
! Mized phase (273<T<275)
466491
if(t2m(i) .ge. 273._wp .and. t2m(i) .le. 275._wp) then
467492
if ((Zmax .gt. Zbinvallnd(1) .and. cloudsat_precip_pia(i,pr).gt.30) .or. &
468-
(Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(4))) then
493+
(Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(4))) then
469494
cloudsat_pflag(i,pr) = pClass_Mixed2 ! JEK: Mixed certain
470495
endif
471-
if ((Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(6) .and. &
472-
Ze_out(i,pr,cloudsat_preclvl) .le. Zbinvallnd(4)) .and. &
496+
if ((Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(6) .and. &
497+
Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .le. Zbinvallnd(4)) .and. &
473498
(Zmax .gt. Zbinvallnd(5)) ) then
474499
cloudsat_pflag(i,pr) = pClass_Mixed1 ! JEK: Mixed possible
475500
endif
@@ -478,14 +503,14 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
478503
! Rain (T>275)
479504
if(t2m(i) .gt. 275) then
480505
if ((Zmax .gt. Zbinvallnd(1) .and. cloudsat_precip_pia(i,pr).gt.30) .or. &
481-
(Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(2))) then
506+
(Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(2))) then
482507
cloudsat_pflag(i,pr) = pClass_Rain3 ! JEK: Rain certain
483508
endif
484-
if((Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(6)) .and. &
509+
if((Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(6)) .and. &
485510
(Zmax .gt. Zbinvallnd(3))) then
486511
cloudsat_pflag(i,pr) = pClass_Rain2 ! JEK: Rain probable
487512
endif
488-
if((Ze_out(i,pr,cloudsat_preclvl) .gt. Zbinvallnd(6)) .and. &
513+
if((Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .gt. Zbinvallnd(6)) .and. &
489514
(Zmax.lt.Zbinvallnd(3))) then
490515
cloudsat_pflag(i,pr) = pClass_Rain1 ! JEK: Rain possible
491516
endif
@@ -495,7 +520,7 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
495520
endif
496521

497522
! No precipitation
498-
if(Ze_out(i,pr,cloudsat_preclvl).le.-15) then
523+
if(Ze_out(i,pr,cloudsat_preclvl_index(i)-1) .le. -15) then
499524
cloudsat_pflag(i,pr) = pClass_noPrecip ! JEK: Not Precipitating
500525
endif
501526
endif ! Land points
@@ -514,7 +539,7 @@ subroutine cloudsat_precipOccurence(Npoints, Ncolumns, llm, Nhydro, Ze_out, Ze_n
514539
cloudsat_precip_cover(i,k) = count(cloudsat_pflag(i,:) .eq. k-1)
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endif
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enddo
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542+
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! Gridmean path integrated attenuation (pia)
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cloudsat_pia(i)=sum(cloudsat_precip_pia(i,:))
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enddo

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