Overview
Quality control measurements and assessment are performed on USArray data arriving at the DMC in
collaboration with other quality monitoring efforts being done upstream from the DMC. For data delivered
to the DMC in real-time streams QC is applied as it arrives at the DMC. The DMC's QC effort involves a
number of automated measurements along with analyst review of both raw data and the results of the
automated measurements.
Quick links:
Back to USArray DMC Overview and Station Lists
QC related resources
Analyst Review
Automated Processes
QC Resources
Station Info -
A collection area for USArray station details, including field reports, PDF-based measurements, etc.
Transportable Array - Direct link to TA network stations
US Network - Direct link to US network stations
Signal to Synthetic comparisons
Seismic event synthetic comparisons
Monthly Earth tide synthetic comparisons
DMC QC Reports - Routinely generated (weekly)
reports by USArray component
QUACK Query Interface - All automated quality control
measurement results from the QUACK system are available via this web-based interface, including signal
RMS (standard deviation), signal mean, data coverage, gaps and overlaps along with other measurements.
Data Problem Reports - DPRs are issued for significant
issues with the primary seismic channels. This interface allows searching for all DPRs stored at the DMC, and is not
limited to those for USArray stations.
TA Quality Assessment Results (2005-2008) - These are individual studies of various metrics useful to quantify
the overall quality of the Transportable Array:
Gap analysis - A study of gaps in the TA network data
Detection analysis - A study of STA/LTA detections for the TA, AK, II, IU and US networks
Sensor comparison - Noise comparison between the TA network sensors
Network comparison - Noise comparison between TA, US and selected GSN sensors
US-TA and PBO Quarterly Quality Metrics - Gap and Continuity Histograms (3rd Quarter 2009 - ) :
Gap analysis - number of gaps per station-day in histogram plots
Continuity analysis - longest contiguous data segment per month per station in histogram plots
Analyst Review
The review process includes quality assessment of both metadata and waveform data. The primary objective of the
assessment is to identify sensor or digitizer malfunction, bad vault conditions, environmental noise sources and
that the metadata is correct.
Analysts at the DMC routinely review all 1 sample/second seismic data streams from the Transportable Array and
Reference Network (including the Permanent Array) and a significant portion of the higher rate (usally 40 Hz) data.
The analyst review is focussed on two objectives: 1) relatively quick identification and reporting of station issues
and 2) documenting data issues for future data use and evaluation. For waveform review DMC analysts use the
PQLX system.
Routine Review - The DMC performs observational review of waveform data every 1 to 2 days
with a focus on the 1 sps. The review processing includes the following observations:
Raw data in 1+ day windows
Low-pass (30-300 seconds) filtered data 2+ day windows, to identify sensor-related problems
Inspection of smaller time-windows as needed using various filters and transformations
Inspection of spectra and PDFs to identify noise sources and channel characterstics
PDF-based measurements are reviewed for changes and indications of data problems
QUACK reports and calulations are reviewed for indications of data problems
As needed: coarse station location sanity checks and sensor orientation checks for Reference Network (via particle motion)
The routine review results in:
Issue specific reports are emailed to nework operators
Weekly reports - Transportable Array and Reference Network (including Permanent Array)
Data Problem Reports - DPRs are filed for significant issues with the primary seismic
channels, meaning issues that will prohibit or adversely effect common reseach analyses. The DMC's Data
Problem Report systems contains DPRs from numerous networks and stations and is not specifically for
USArray stations. Link to file new DPR.
Automated QC Processes
QUACK - All USArray data arriving at the DMC via real-time channels is processed using
the DMC's QUACK system which performs a variety of quality related measurements.
PDF based measurements - The following image products are routinely calculated from the PDF
spectral analysis data and are available in the station specific sections of the
Station Info area:
Classical PDFs: illustrating station background noise as a probability density function
Daily PDF Mode Color Grids: tracking background noise (relative to a noise model)
Daily PDF Mode Timelines: tracking background noise for specific frequencies
Examples:
| PDF Mode Timeline |
PDF Mode Color Grid |
ClassicPDF |
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A convient way to access these images is through the "PDF Browser" page for each station in the
Station Info area, the Browser page includes
small versions of each image for each BHE, BHN and BHZ channel of the station. As an example see the
PDF Browser for TA station 109C
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