Thu 3 Nov 2005
Showed up late this morning… CTD is now meeting in Vaughn 100, Waves is in Old Library…
People are discussing QA/QC methods, tests, etc. for CTD. Copying what’s been written so far…. this may be a duplicate effort, but can also be viewed as a backup
Focus on Quality Control and Real-time data collected in-situ
What is real-time data?
- Is definition up to the user?
- OCSD - within hours
What is Quality Control?
- Portion after the data is collected.
- Requires an activity which checks the parameters.
Methods of colection
- Profiling from ship
- Moored
- Profiling floors
- Fixed platofrms
- Gliders/AUVs… potentional for RT with telemetry
- Expendables
Parameters - define required for QC
Primary Sensors
- Conductivity
- Temperature
- Pressure
- Oxygen
- Other optical
- Position
- Date/Time/Time reference
Derived
- Depth
- Salinity
- Depth
Additional
Consider derived parameters
• Methods
• Varied Instruments
Metadata
- Time
- Position
- Time reference
- Bottom depth/Station depth… is this a parameter? Part of QA or QC?
Ways to verify data collected
No brainer tests
- Range tests: storm options.
- Climatology test: consider specific areas and seasonality
- Gradient test
- Spiking routines - 3 point test, running std of data
- Comparison with other parameters: correlation of std and compared to other sensors
- Comparison with prior or archived data: running std of data
Further tests: additional methods
- Dual sensors
- Descent rate - specific to profiles
- Ensure derived parameters are within boundaries
- Freeezing point test
- Comparison between adjacent sensors - vertical and horizontal
- Discrete samples or additional data from sensors- not real-time, QA?
- TSP relationships: water mass characteristics that differ depending on location
- Comparison with models
Consider what is required, perferred, etc.
Words of Caution
- Flag instead of throwing out data
To remove data or to flag?
- Recognize instrument problem: recover or remove?
- Allow for user to determine whether they want flagged data
Who’s responsibility is it?
Problems and how to QC
- Stuck sensor: see constant
Approaches to QC
- Automated QC versus human checking
Ordering for NOAA
- Tests of location and identification of a station/date/time.
- Stage two: spikes
- Stage three: climate
- Stage four: visual inspection
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