Title: QARTOD
1QARTOD
- Quality Assurance of Real-Time Ocean Data
Matt Howard Texas AM University NFRA Rep. to
DMAC-ST
2QARTOD Workshops
- QARTOD I December 3-5 2003
- QARTOD II February 28 - March 2, 2005
3QARTOD - I
- Sponsored by NDBC NWS
- Held 3-5 December 2003 in Stennis, MS
- 80 Participants
- Most participants already running observing
systems - Primary Tasks for Breakout Groups
- Develop minimum standards for calibration
- QA/QC Methods
- Metadata
4Introduction
Introduction The dawn of the Integrated Ocean
Observing System (IOOS) era brings with it many
challenges related to the distribution and
description of real-time ocean data. One of the
primary challenges facing the ocean community
will be the fast and accurate assessment of the
quality of the data streaming from the IOOS
measurement systems. Operational data merging and
assimilation from multiple data sources will be
essential to the ability to adequately describe
and predict the physical, chemical, and
biological state of the coastal ocean. These
activities demand a simple, trustworthy, and
consistent quality description for every
observation distributed as part of the IOOS
system.
- QARTOD I Final Report
5Agenda
1 Day of show and tell 1 Day Breakout
groups Calibration Issues QA/QC
Methods Metadata Requirements 0.5 Day Report
Out
6Presenters
- NOS CO-OPS NWLOP, PORTS, OSTEP, HF-RADAR
- NOAA/AOML
- USF/COMPS
- LSU/CSI/WAVCIS
- FSU/COAPS
- NOAA/NESDIS/GTSPP
- NOAA/PMEL/TAO/TRITON
- UAlaska/GINA
- Oregon HealthScienceU
- UCSDC/SCRIPPS/CDIP
- MarylandDNR
- MBARI/Oasis
- NOAA/NESDIS/NCDC
- UM/RSMAS/Shipboard/VOS/MODIS
- NOAA/NDBC
- NOAA/CSC
- USACE/FRFM
- NRL/SSH
- NOAA/NCDDC
7Parameters Considered by QARTOD-I Teams(GOOS
Report 125)
- Water level
- Temperature
- Salinity
- Oxygen
- Nutrients
- Chlorophyll
- CDOM
- Others with similar scalar character
8Calibration
- Calibrate your sensors
- At your own institution
- At the factory
- At outside facility
- Standards NIST or other
- Higher standards for low variability environments
9RT Quality-Control Tests
- Transmission validity (checksum, timestamp)
- Gross error, plausibility, sanity checks
- Range exceeds (climatological, local) values
- Sensor comparisons (sensor, neighbor, model)
- Rate of change (temporal-spatial)
- Parameter-parameter (TS, Nutrient, density)
- Pass-fail results carried along with data
10How to come to grips with all possible standards
for metadata and metadata storage schemes
- Flat files (ASCII)
- Flat files w/imbedded metadata
- Defined binary
- NetCDF, BUFR, HDF
- Relational Databases
- OO Databases
- ESRI Other Vendor formats
- FGDC, DIF, ISO
- Dublin Core, MIF
- OGC, OAI
- DODS/OPeNDAP
- XML, EML, ESML
- MarineML, GML
- ADN, IMS, Z39.50
11Final Recommendations
- Calibrate sensors quantify accuracy and error
- All data should be subjected to automated QC with
appropriate levels of manual checks. - Quality descriptors must accompany all data
- Metadata (calibrations, tests, flags)
- Aggregate (overall pass/fail) and individual
tests - Flags
- -9 missing data
- 0 quality not evaluated
- 1 bad
- 2 questionable/suspect
- 3 good
12Standards?
- The Participants felt strongly that
- Data provider is free to decide description,
delivery, and testing with minimum of mandatory
requirements. - No particular storage format (ascii,netcdf,db),
data delivery method (OPeNDAP2), or type of
metadata standard were adopted. - (assumed translational gateways would handle)
13QARTOD II
- Hosted by NDBC
- February 28 - 02 March 2005
- Nauticus Auditorium Hotel
- Norfolk, VA
- Waves and Currents
14Agenda
- 1.5 days Intro Show and Tell
- 2.5 hours breakout groups
- 0.5 days Report and Synthesis, and planning of
next QARTOD (oxygen?)
15WG Tasks
- Charge to the Breakout Groups
- For sensor specific data, can the group
- Identify/standardize real-time quality tests?
- Provide quality descriptor flags based upon test
results - Identify metadata requirements?
- Identify calibration requirements?
- Identify common data formats?
- Identify any additional requirements associated
with DMAC compatibility? - Describe the roadmap and current roadblocks to
developing an operational QA/QC capability?
16Presenters Breakout Groups
- NOAA/NOS
- NOAA/NDBC/ADCP
- ATON/ADCP
- HF RADAR
- Data Integration
- ADCP-based Waves
- DMAC/MMI/Metadata
- TWiki
- In-situ (and remote) waves
- Remote Currents
- In-situ Currents
17In-Situ CurrentsBreakout Group Report Out
QARTOD IIFebruary 28 March 2, 2005
18Technology Selection
- 25 participants
- Three technology groups
- Current meters
- ADCPs technology selected by group
- Drifters
- In general, did not want to be vendor specific
19(No Transcript)
20Real-Time Quality Descriptor Flags
- Each data record goes out with quality descriptor
flags - Group Discussion
- Two principle customer groups
- Customer interested in observation only (e.g.,
maritime community) - Ensemble flag linked to release of data
- Customer interested in full record (e.g.,
academia, oil and gas industry) - Flags for each hard parameter
- Ensemble flag linked to release of data
- Flags for soft flags, if affordable
- Two data sets
- Real-time observations (only Level 2 and 3 data)
- Archived observations (all data)
21Real-Time Quality Descriptor Flags
- Categories agree with QARTOD I recommendations
- -9 missing value
- 0 quality not evaluated
- 1 bad
- 2questionable/suspect
- 3good
22Real-Time Metadata Descriptors
- Group Discussion
- Developed a list of recommended fields to send
with the real-time observation - Instrument-level description
- Metadata should be in the header of the record
23Metadata to be Delivered in Real-Time
- Latitude (with a designator fixed or moving)
- Longitude (with a designator fixed or moving)
- Horizontal datum / reference
- Depth of water
- Depth of instrument
- Vertical datum / reference
- Time (with a designator for time zone, e.g., UTC)
- Data collected at beginning, middle, or end of
sample - Compass reference
- Serial number
- Units for data reporting
- Orientation
24Metadata to be Delivered if Affordable
- Sensor type
- Deployment date
- Calibration procedures
- Date of calibration
- System frequency
- Bin size
- Number of bins
- Sampling interval
- Bad beam indicator
- Average interval
- Pings per ensemble
- Compass update rate
- Quality checks descriptions and thresholds
- Blanking distance
- Coordinate system for velocity measurements
- Joyce parameters
- Platform description, including fixed or moving
25Real-Time Calibration Flags Descriptors
- Place reference to date of calibration in metadata
26Common Data Formats
- Group Discussion
- Many data formats represented in group
- ASCII is universally understood
- Future holds sensor sending data in XML
- Moving towards automation and interoperability
- Recommendations
- Community should strive to be DMAC compliant
- Recommended format NetCDF, along with data
dictionary and convention
27Next Steps and Roadblocks
- Key Next Steps
- Define thresholds for quality control tests
- Develop open source environment for collaboration
(e.g., TWiki) - Define specifications for metadata descriptors
- Roadblocks
- Disparity in requirements for different user
groups could lead to two or more datasets
28Website
http//nautilus.baruch.sc.edu/twiki/bin/view/Main/
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