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WFSDB

Watershed Field Science Data Backhaul

1 December 2021 - 31 October 2025

Lead Scientist: Andrew Wiedlea

Observatory: AMF (ARM Mobile Facility 2) - GUC

The Watershed Field Science Data Backhaul Campaign is intended to improve the ability to gather data from sensors deployed near AMF2 by the Watershed Function Science Focus Area (WFSFA) program. This program is not funded by ARM, but collaborates with ARM as part of climate science and prediction for the American Southwest.

This project supports collection and movement of WFSFA data.

Purposes of this effort:

  • To improve data backhaul capabilities for WFSFA
  • To identify how science use of advanced wireless data backhaul capabilities will impact workflows served by ESnet and other DOE user facilities.

Three main lines of effort.

  1. Evaluation of non-terrestrial networks for science, and exploring how to improve ESnet and WFSFA field data capabilities using Starlink to support scientific data backhaul.
  2. Testing scientific use cases for 5G and terrestrial shared-spectrum capabilities like Citizen Band Radio Service (CBRS), directional wifi, LoRa (a sensor radio protocol, short for Long Range), mmWave point-to-point transmission, etc. and implications of these use cases for ESnet’s mission and capabilities.
  3. Assessing opportunities to use Internet of Things (IoT) technologies to develop new services to support science users. Examples of these services might include CBRS performance prediction and technology consulting, inclusion of wireless capacity in reservation services like OSCARS, or other ways of improving the ability of science teams to use wireless data backhaul when needed.

2021/22 Activities Underway.

  1. Deploying Starlink at AMF2, other sensor sites to explore what these capabilities offer a representative field-science campaign. As part of this effort, we are developing experiments with SpaceX, supporting shared interests in using Starlink to support backhaul from CBRS to ESnet’s fiber backbone.
  2. Working out an ESnet peering strategy with Starlink to improve performance for all DOE science users of Starlink.
  3. Working out specific sensor area connectivity through 4G/5G, wifi, LoRa, etc., as well as exploring use of ETSI/3GPP Mobile Access Edge compute (MEC), use of our OSCARS interface to reserve wireless slices, etc.
  4. Deploying a distributed CBRS system at LBNL, with a distributed base station supporting the LBL Surface Atmosphere Integrated Field Laboratory (SAIL) and Atmospheric Radiation Measurement (ARM) sites in Colorado; will provide an operationally relevant test case and opportunity to explore optical/wireless interfaces, needs, and technology possibilities.

Watershed Field Science Data Backhaul Campaign

ARM Field Campaign Data Plan

Data Sets Generated

The network infrastructure will provide connectivity for a range of near-surface instruments. We anticipate connecting three local networks with a total of 100 temperature sensor arrays for measuring soil and snow temperature profiles. Each sensor transmits 212 bytes per hour, so the total output of these sensor networks is 2kb/hr. We also anticipate connecting four weather stations with wind, rain, snow thickness, irradiance, CO2 efflux, and soil moisture sensors, generating less than 10kb/hr. We will also connect 10 well sensors, generating another 2kb/hr. Furthermore, two cameras will generate a stream of 100kbps with peaks up to 2mbps.

Points of Contact

Stijn Wielandt 

stijnwielandt@lbl.gov

Daniel Feldman

drfeldman@lbl.gov

Andrew Wiedlea

awiedlea@es.net

Overall Data Size:

Approx 10 Gb/year, given currently employed WFSFA sensors; however, data collection may increase as more sensors are added. Starlink terminal uplink capacity in this location will be approximately 13-20 Mbps.

Operation Period:

February 2022-September 2027

Data Movement and Storage:

WFSFA data is currently stored in an internal project database and made accessible to project team members through the portal: https://wfsfa-data.lbl.gov/watershed/ (collaborators can email wfsfa-data@googlegroups.com for access). The WFSFA data are released publicly through the DOE’s ESS-DIVE data repository (https://data.ess-dive.lbl.gov/portals/east-river-watershed). 

This data is shared with ARM colleagues, and this project will not change this data storage/provisioning practice.

Co-Investigators

Daniel Feldman

Timeline

GUC Data Sources

Name Full Name Browse Data
ACSM Aerosol Chemical Speciation Monitor Browse Data
ACSMCDCE ACSM, corrected for composition-dependent collection efficiency Browse Data
AERI Atmospheric Emitted Radiance Interferometer Browse Data
AERINF AERI Noise Filtered Browse Data
AOD-MFRSR Aerosol Optical Depth (AOD) derived from MFRSR measurements Browse Data
AOP Aerosol Optical Properties Browse Data
AOS Aerosol Observing System Browse Data
AOSMET Meteorological Measurements associated with the Aerosol Observing System Browse Data
AREALAVEALB Areal-Averaged Surface Albedo Browse Data
ARMBE ARM Best Estimate Data Products Browse Data
ARMTRAJ Airmass trajectories to support studies using ARM data Browse Data
ARMTRAJ-AIR Airmass trajectories to support studies using ARM Aerial Facility (AAF) data. Browse Data
CAMINST camera that monitors an instrument Browse Data
CAMSITE camera that monitors a site area Browse Data
CCN Cloud Condensation Nuclei Particle Counter Browse Data
CCNKAPPA CCN Counter derived hygroscopicity parameter kappa Browse Data
CEIL Ceilometer Browse Data
CEILPBLHT Boundary-layer height data with CEIL Browse Data
CLDTYPE Cloud Type Classification Browse Data
CLOUDRADARCOR Cloud Radar (KAZR, KAZR2, or MWACR) Corrected VAP Browse Data
CO-ANALYZER Carbon Monoxide Analyzer Browse Data
CPC Condensation Particle Counter Browse Data
CSPHOT Sunphotometer Browse Data
DL Doppler Lidar Browse Data
DLPROF-WIND Doppler Lidar Wind Browse Data
DLPROF-WSTATS Doppler Lidar Vertical Velocity Statistics Browse Data
ECMWFDIAG European Centre for Medium Range Weather Forecasts Diagnostic Analyses Browse Data
ECOR Eddy Correlation Flux Measurement System Browse Data
GENSTATE Generator State Browse Data
GNDRAD Ground Radiometers on Stand for Upwelling Radiation Browse Data
HSRL High Spectral Resolution Lidar Browse Data
HTDMA Humidified Tandem Differential Mobility Analyzer Browse Data
INS Ice Nucleation Spectrometer for INP measurement Browse Data
INTERPSONDE Interpolated Sonde Browse Data
IRT Infrared Thermometer Browse Data
KAZR Ka ARM Zenith Radar Browse Data
KAZRARSCL Active Remote Sensing of CLouds (ARSCL) product using Ka-band ARM Zenith Radars Browse Data
LDIS Laser Disdrometer Browse Data
LDQUANTS Laser Disdrometer Quantities Browse Data
LIDARAEROMASK aerosol feature mask Browse Data
MAWS Automatic Weather Station Browse Data
MET Surface Meteorological Instrumentation Browse Data
MFR Multifilter Radiometer Browse Data
MFRSR Multifilter Rotating Shadowband Radiometer Browse Data
MFRSRCLDOD Cloud Optical Properties from MFRSR Using Min Algorithm Browse Data
MICROBASE Continuous Baseline Microphysical Retrieval Browse Data
MPL Micropulse Lidar Browse Data
MPLCMASK Cloud mask from Micropulse Lidar Browse Data
MPLCMASKML Micropulse Lidar Cloud Mask Machine Learning VAP Browse Data
MWR Microwave Radiometer Browse Data
MWR3C Microwave Radiometer, 3 Channel Browse Data
MWRRET MWR Retrievals Browse Data
MWRRETV2 MWR Retrievals with MWRRET Version 2 Browse Data
NEPHELOMETER Nephelometer Browse Data
OPC Optical Particle Counter Browse Data
OZONE Ozone Monitor Browse Data
PBLHT Planetary Boundary Layer Height Browse Data
PBLHTBEML Planetary Boundary Layer Height Best Estimate using Machine Learning Browse Data
PSAP Particle Soot Absorption Photometer Browse Data
QCECOR Quality Controlled Eddy Correlation Flux Measurement Browse Data
QCRAD Data Quality Assessment for ARM Radiation Data Browse Data
RADCLSS Extracted Radar Columns and In-Situ Sensors (RadCLss) Browse Data
RADFLUXANAL Radiative Flux Analysis Browse Data
RWP Radar Wind Profiler Browse Data
SEBS Surface Energy Balance System Browse Data
SKYRAD Sky Radiometers on Stand for Downwelling Radiation Browse Data
SMPS Scanning mobility particle sizer Browse Data
SONDE Balloon-Borne Sounding System Browse Data
SONDEGRID Gridded Sonde VAP Product Browse Data
SONDEPARAM convective parameters derived from radiosonde data Browse Data
SP2 Single Particle Soot Photometer Browse Data
SPHOTCOD Cloud optical depth retrieved from multi-channel sunphotometer Browse Data
SQUIRE Surface QUantitatIve pRecipitation Estimation (SQUIRE) Browse Data
TBSCPC Condensation Particle Counter aboard Tethered Balloon System Browse Data
TBSGROUND Tethered Balloon System Ground Measurement Browse Data
TBSINS Ice Nucleation Spectrometer for INP measurements aboard Tethered Balloon System Browse Data
TBSMERGED Tethered Balloon System (TBS) Merged Data Product Browse Data
TBSMET Meteorological Instrumentation aboard TBS Browse Data
TBSPOPS Portable Optical Particle Spectrometer aboard Tethered Balloon System Browse Data
TBSWIND Anemometers aboard Tethered Balloon System Browse Data
THERMOCLDPHASE Thermodynamic Cloud Phase Browse Data
TROPOE Tropospheric Optimal Estimation Retrieval Browse Data
TSI Total Sky Imager Browse Data
UHSAS Ultra-High Sensitivity Aerosol Spectrometer Browse Data
VARANAL Constrained Variational Analysis Browse Data
VISST Minnis Cloud Products Using Visst Algorithm Browse Data
WB Weighing Bucket Precipitation Gauge Browse Data
XPRECIPCMAC CSU X-Band Precip Radar (XPRECIPRADAR) PPI Corrected Moments to Antenna Coord Browse Data
XPRECIPRADAR X-Band Precipitation Radar Browse Data
XPRECIPRADARHP Surface Hydrometeor Phase Browse Data
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Atmospheric Radiation Measurement (ARM) | Reviewed March 2025