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.
- 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.
- 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.
- 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.
- 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.
- Working out an ESnet peering strategy with Starlink to improve performance for all DOE science users of Starlink.
- 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.
- 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
Daniel Feldman
Andrew Wiedlea
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.
Campaign Links
Related Publications
View all- Wiedlea et al. ESnet Watershed Field Science Data Backhaul Campaign Report. 2026. 10.2172/3362553.
Related Campaigns
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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