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Page 1 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Resulting Technical Specification
Page 2 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
System design
Targets:
Maximum re-use and integration of existing processing / data handling package.
Flexibility to activate one merging technique or the other
Page 3 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
System overview
Acceptance of any data sources
Stand alone processing system (PC based HW / under GNU/linux oper. syst.)
Intermediate individual sensors level 3 products
Dissemination of the DDS, PPS, FPS
Link with BEAM
Page 4 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOURprocessing system
Main modules:
Pre-processing Spatial binning Temporal binning Merging
MERISL2
SeaWIFSOcean color L2
AquaOcean color L2
ParasolOcean Color L2
Preprocessing Preprocessing Preprocessing Preprocessing
(1) Spatial binning
(2) Temporal binningin daily mode
(3) Merging
(4) Temporal binningin periodic mode
MERISL3 track
SeaWIFSL3 track
MODIS/AquaL3 track
ParasolL3 track
MERISL3 daily
SeaWIFSL3 daily
MODIS/AquaL3 daily
POLDEROcean Color L3d
Daily merged4.63km/0.25°/1°/QL
8-days4.63km/0.25°/1°/QL
Monthly4.63km/0.25°/1°/QL
DDS L2Sensor (4.63km)
DDS L3Merged (4.63km)
DDS L2Sensor (1km)Diagnostic
sites table
Level 3 data archive
Level 2 data archive
DDS data archive
Daily level 3 data cache
DDS L3Sensor (4.63km)
Page 5 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
L3 products at track level daily L3 products per instrument (temporal binning +data-day) merged daily L3 products (merging) 8-days and monthly L3 products (temporal binning)
Technical approach and discussionUpdate of the methodology
GLOBCOLOURprocessing system
MERISL2
SeaWIFSOcean color L2
AquaOcean color L2
ParasolOcean Color L2
Preprocessing Preprocessing Preprocessing Preprocessing
(1) Spatial binning
(2) Temporal binningin daily mode
(3) Merging
(4) Temporal binningin periodic mode
MERISL3 track
SeaWIFSL3 track
MODIS/AquaL3 track
ParasolL3 track
MERISL3 daily
SeaWIFSL3 daily
MODIS/AquaL3 daily
POLDEROcean Color L3d
Daily merged4.63km/0.25°/1°/QL
8-days4.63km/0.25°/1°/QL
Monthly4.63km/0.25°/1°/QL
DDS L2Sensor (4.63km)
DDS L3Merged (4.63km)
DDS L2Sensor (1km)Diagnostic
sites table
Level 3 data archive
Level 2 data archive
DDS data archive
Daily level 3 data cache
DDS L3Sensor (4.63km)
Page 6 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Globcolour processor development
Page 7 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOUR processing system
Pre-processing components:
Application of a cross calibration LUT Computations of Fully Normalised Water Leaving Radiance Computation of a common Kd(490)
Page 8 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOUR processing system
Spatial binning
Application of aflux-conservativeresampling algorithm (using the Sutherland-Hodgeman areaClipping technique)
L2 grid
L3 grid
Page 9 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOUR processing system
Spatial binningMain software component developed: Product reader for all types of Level-2 input products; MERIS L2 (Envisat PDS format), SeaWiFS and MODIS /Aqua Ocean Colour Level 2 in (HDF-EOS), POLDER Ocean Colour Level 2 (HDF format) Resampling Component DDS Level-2/Level-3 Extraction Component DDS Level-2/Level 3 granule netCDF writer Product writer for the spatially binned, intermediate level-3 netCDF products
Page 10 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOUR processing system
MergingSeveral software components for merging are currently under IDL breadboard implementation: One or more implementations for the merging method to be used, e.g.
a. Weighted Averagingb. Optimal Interpolationc. Blended Analysisd. GMS
An ocean colour retrieval processor starting from merged sensor spectra
Page 11 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
GLOBCOLOUR processing system
Temporal binningThe core software components have been developed: A component performing the weighted averaging DDS Level-3 extraction component DDS Level-3 granule netCDF writer Level-3 data product writer using netCDF format
Components not yet consolidated:
A component used for computing the error statistics Data-day algorithm for all instruments (breadboard under validation)
Page 12 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Input Products Overview
Uncompressed data volume
Page 13 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Output Products Overview
Page 14 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Output parameters (1/3)
Page 15 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Output parameters (2/3)
Page 16 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Output parameters (3/3)
Page 17 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
ISIN grid main characteristics
Page 18 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Output products variables - definition (1/2)
Page 19 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
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Technical approach and discussionDevelopment of the processing system
Output products variables – storage (2/2)
+ 15 attributes: scaling factors, names, unit, etc…
Page 20 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
Format modification since TS 1.1 (globCOLOUR processor v1.0)
Variables are no more scaled due to hot points occurrence
hot points
The hot points are due to a high coding quantisation error at very small weight bins
Impact on final product size has been assessed and takeninto account in the re-estimation of the required resources
Page 21 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
DDS/PPS/FPS products – overall list (1/2)
Page 22 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDevelopment of the processing system
DDS/PPS/FPS products – content (2/2)
Page 23 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Processing requirements
one month of data from the 4 sensors processed in 5 days ten years of data processed in 6 months NRT L3 processed in less than 24 hours
Preliminary data flow requirements and system sizing has been re-assessed using the globCOLOUR processor v1.0
installed on the APADIC system at ACRI-ST
Page 24 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
APADIC systemin ACRI-ST
Page 25 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 26 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 27 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 28 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 29 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 30 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 31 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionProduction of the Full Product Set
Resources requirements analysis
Page 32 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
DDS objectives
The processing system creates DDS granules for a minimum of 20 predefined diagnostic sites. DDS granule are extracted from Level-2 input products and Level-3 output products
A DDS granule covers approximately 100km x 100km and comprises all layers of information of the input or output products.
The granules are provided in the netCDF format following the globCOLOUR DDS format (following CF 1.0 rules)..
Page 33 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
DDS important characteristics
DDS are defined by center lon-lat and temporal period. Close DDS lead to almost identical DDS L2 products.
DDS bins are computed using a nearest interpolation approach. One pixel of the L2 track is projected on a single DDS bin: holes exist in the built DDS map (see next slides). Identified by flags.
DDS from L2 input products: PC 1 kmDDS from L3 output products: ISIN 4.63 km (automatic reprojection on PC map performed by DDS tools)
Page 34 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
DDS holes MERIS MODIS
Page 35 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
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Technical approach and discussionDiagnostic Data Set
DDS holes - flags
Page 36 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
Diagnostic Sites
Two purposesSensors characterisation against in situ dataCross-characterisation for specific biogeographical areas
The DDS location and spatial extent are selected from the existing validation sites, e.g. IOCCG/SIMBIOS DDS, ESA validation sites, using the same protocol of selection as the one used in SIMBIOS.
.
Page 37 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
Diagnostic SitesFirst pre-selection(1/2)
.
N° SITE LOCATION Lat (°) Long (°) PI
1 MOBY Hawaii 20.8 N 157.2 W D.Clark(Nasa)
2 BOUSSOLE Ligurian Sea 43.3 N 7.1 E D. Antoine
3 Venice Tower Adriatic Sea 45 N 12.5 E G. Zibordi
4 BATS Sargasso S. 32 N 64.5 W N. Nelson
5 CARIACO Carib.Sea 11 N 65 W F. Muller-Karger
6 CALCOFI California 35 N 125 W G. Mitchell
7 Gulf of Maine USA-Canada 43 N 69 W B. Balch
8 LEO-15 New Jersey 39 N 74 W O. Schofield (?)
9 Benguela South Africa 32.5 S 17.4 E S. Bernard
10 Helgoland North Sea 54 N 7.5 E R. Doerffer
11 Channel English Ch. 50 N 3 W CASIX (?)
12 Sopot Baltic Sea 55.2 N 19 E Wozniak (?)
13 Palmer Antarctic 65 S 65 W B. Prezelin (?)
14 Rapa Nui S.Pacific 23 S 118 W Nobody
15 Concepcion Chile 36.5 S 73 W O. Ulloa
16 Taiwan-Str China 22.5 N 118 E SL Shang
17 Yellow Sea China 35 N 122 E JW Tang
Page 38 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
-150° -100° -50° 0° 50° 100° 150°
-50°
0°
50°
Technical approach and discussionDiagnostic Data Set
Diagnostic SitesFirst pre-selection(2/2)
GlobCOLOUR Diagnostic Data Set locations
Page 39 GlobColour CDR Meeting – July 10-11, 2006, ESRIN
All rights reserved © 2006, ACRI-ST
Technical approach and discussionDiagnostic Data Set
Already generated DDS L2 products
MERIS MODIS SeaWiFS Total BOUSSOLE 244 210 311 765 NILU 32 41 47 120 NOMAD 151 107 244 502 Total 427 358 602 1387