SWOT Sword of Science River Discharge Products Version 1

(SWOT_L4_DAWG_SOS_DISCHARGE)
Version1
Processing Level4
Start/Stop Date1980-Jan-01 to Present
Short NameSWOT_L4_DAWG_SOS_DISCHARGE
DescriptionThe SWOT Sword of Science River Discharge Products dataset from the Surface Water and Ocean Topography (SWOT) mission and produced by the Discharge Algorithm Working Group (DAWG), provides estimates of river discharge derived from the SWOT Level 2 River Single-Pass Vector Data Product, and includes both unconstrained and gauge constrained estimates that leverage in-situ measurements. The SWOT mission is implemented jointly by NASA and Centre National D'Etudes Spatiales (CNES) to provide valuable data and information about the world's oceans and its terrestrial surface water such as lakes, rivers, and wetlands. Sword of Science data products are generated from the open-source SWOT Confluence program and contain river discharge parameter estimates as well as discharge time series for both river reaches and river nodes, following the SWOT River Database (SWORD) structure. Granules from both constrained and unconstrained branches are composed of prior information (e.g., mean annual flow predicted by global hydrological models) and the resulting discharge estimates. Priors and results files for both constrained and unconstrained branches are available in netCDF format. Users are encouraged to reference the SWOT Confluence documentation and notebook tutorials for full documentation of the data structure and variables available. Development of the SWOT Confluence program as well as the Sword of Science data products was funded by NASA’s Advanced Information Systems Technology (AIST) program.
DOI10.5067/SWOT-SOS-V1
MeasurementTERRESTRIAL HYDROSPHERE > SURFACE WATER > SURFACE WATER FEATURES
TERRESTRIAL HYDROSPHERE > SURFACE WATER > SURFACE WATER PROCESSES/MEASUREMENTS
Platform/Sensor
SWOT
Platform
Name: Surface Water Ocean Topography (SWOT)
/
KaRIn
SENSOR
Name: Ka-band Radar Interferometer (KaRIn)

ProjectSurface Water Ocean Topography (SWOT)
Data ProviderCreator: SWOT Discharge Algorithm Working Group (DAWG)
Release Date: 2024-May-30

FormatNetCDF-4
Keyword(s)SWOT, River, hydrology, discharge, flow
Questions related to this dataset? Contact podaac@podaac.jpl.nasa.gov
Coverage
North Bounding Coordinate: 90 degrees
South Bounding Coordinate: -90 degrees
West Bounding Coordinate: -180 degrees
East Bounding Coordinate: 180 degrees
Time Span: 1980-Jan-01 to Present
 
NameLong NameUnit
/DEFRA/CALDEFRAcalibration_clag
/DEFRA/DEFRA_flow_duration_qDEFRA flow_Duration_curve_dischargem^3/s
/DEFRA/DEFRA_idDEFRA_ID_number
/DEFRA/DEFRA_max_qDEFRA maximum_dischargem^3/s
/DEFRA/DEFRA_mean_qDEFRAmean_dischargem^3/s
/DEFRA/DEFRA_min_qDEFRA minimum_dischargem^3/s
/DEFRA/DEFRA_monthly_qDEFRAmean_monthly_dischargem^3/s
/DEFRA/DEFRA_qDEFRA_discharge_time_series_dailym^3/s
/DEFRA/DEFRA_qtDEFRA_discharge_timedays since 0001-01-01
/DEFRA/DEFRA_reach_idDEFRA_reach_id
/DEFRA/DEFRA_reachesDEFRA_reachesreach
/DEFRA/DEFRA_two_year_return_qDEFRA two_Year_Returnm^3/s
/DEFRA/num_daysnum_daysday
/EAU/CALEAUcalibration_clag
/EAU/EAU_flow_duration_qEAU flow_Duration_curve_dischargem^3/s
/EAU/EAU_idEAU_ID
/EAU/EAU_max_qEAU maximum_dischargem^3/s
/EAU/EAU_mean_qEAUmean_dischargem^3/s
/EAU/EAU_min_qEAU minimum_dischargem^3/s
/EAU/EAU_monthly_qEAUmean_monthly_dischargem^3/s
/EAU/EAU_qEAU_discharge_time_series_dailym^3/s
/EAU/EAU_qtEAU_discharge_timedays since 0001-01-01
/EAU/EAU_reach_idEAU_reach_id
/EAU/EAU_reachesEAU_reachesreach
/EAU/EAU_two_year_return_qEAU two_Year_Returnm^3/s
/EAU/num_daysnum_daysday
/gbpriors/node/b_hatGeoBAM AHG_b_meanNA
/gbpriors/node/b_sdGeoBAM AHG_b_sdNA
/gbpriors/node/dAerr_sdGeoBAM d_Area_measurement_errorm
/gbpriors/node/logA0_hatGeoBAM Median_area_meanm^2
/gbpriors/node/logA0_sdGeoBAM Median_area_sdm^2
/gbpriors/node/logDb_hatGeoBAM Bankfull_depth_meanm
/gbpriors/node/logDb_sdGeoBAM Bankfull_depth_sdm
/gbpriors/node/logn_hatGeoBAM Mannings_n_meanNA
/gbpriors/node/logn_sdGeoBAM Mannings_n_sdNA
/gbpriors/node/logQ_sdGeoBAM Discharge_sdm^3/s
/gbpriors/node/logQc_hatGeoBAM AMHG_Qc_meanm^3/s
/gbpriors/node/logQc_sdGeoBAM AMHG_qc_minm^3/s
/gbpriors/node/logr_hatGeoBAM Dingman_shape_meanNA
/gbpriors/node/logr_sdGeoBAM Dingman_shape_sdNA
/gbpriors/node/logWb_hatGeoBAM Bankfull_width_meanm
/gbpriors/node/logWb_sdGeoBAM Bankfull_width_sdm
/gbpriors/node/logWc_hatGeoBAM AMHG_wc_meanm
/gbpriors/node/logWc_sdGeoBAM AMHG_wc_sdm
/gbpriors/node/lowerbound_A0GeoBAM Median_area_minm^2
/gbpriors/node/lowerbound_bGeoBAM AHG_b_minNA
/gbpriors/node/lowerbound_logDbGeoBAM Bankfull_depth_minm
/gbpriors/node/lowerbound_lognGeoBAM Mannings_n_minNA
/gbpriors/node/lowerbound_logQcGeoBAM AMHG_Qc_minm^3/s
/gbpriors/node/lowerbound_logrGeoBAM Dingman_shape_minNA
/gbpriors/node/lowerbound_logWbGeoBAM Bankfull_width_minm
/gbpriors/node/lowerbound_logWcGeoBAM AMHG_wc_minm
/gbpriors/node/overwritten_indexesGeoBAM overwritten_prior_indexes
/gbpriors/node/river_typeBrinkerhoff_class_numberNA
/gbpriors/node/Serr_sdGeoBAM Slope_measurement_errorm/m
/gbpriors/node/sigma_amhgGeoBAM AMHG_structural_errorNA
/gbpriors/node/sigma_manGeoBAM Manning_structural_errorNA
/gbpriors/node/upperbound_A0GeoBAM Median_area_maxm^2
/gbpriors/node/upperbound_bGeoBAM AHG_b_maxNA
/gbpriors/node/upperbound_logDbGeoBAM Bankfull_depth_maxm
/gbpriors/node/upperbound_lognGeoBAM Mannings_n_maxNA
/gbpriors/node/upperbound_logQcGeoBAM AMHG_Qc_maxm^3/s
/gbpriors/node/upperbound_logrGeoBAM Dingman_shape_maxNA
/gbpriors/node/upperbound_logWbGeoBAM Bankfull_width_maxm
/gbpriors/node/upperbound_logWcGeoBAM AMHG_wc_minm
/gbpriors/node/Werr_sdGeoBAM Width_measurement_errorm
/gbpriors/reach/b_hatGeoBAM AHG_b_meanNA
/gbpriors/reach/b_sdGeoBAM AHG_b_sdNA
/gbpriors/reach/dAerr_sdGeoBAM d_Area_measurement_errorm
/gbpriors/reach/logA0_hatGeoBAM Median_area_meanm^2
/gbpriors/reach/logA0_sdGeoBAM Median_area_sdm^2
/gbpriors/reach/logDb_hatGeoBAM Bankfull_depth_meanm
/gbpriors/reach/logDb_sdGeoBAM Bankfull_depth_sdm
/gbpriors/reach/logn_hatGeoBAM Mannings_n_meanNA
/gbpriors/reach/logn_sdGeoBAM Mannings_n_sdNA
/gbpriors/reach/logQ_sdGeoBAM Discharge_sdm^3/s
/gbpriors/reach/logQc_hatGeoBAM AMHG_Qc_meanm^3/s
/gbpriors/reach/logQc_sdGeoBAM AMHG_qc_minm^3/s
/gbpriors/reach/logr_hatGeoBAM Dingman_shape_meanNA
/gbpriors/reach/logr_sdGeoBAM Dingman_shape_sdNA
/gbpriors/reach/logWb_hatGeoBAM Bankfull_width_meanm
/gbpriors/reach/logWb_sdGeoBAM Bankfull_width_sdm
/gbpriors/reach/logWc_hatGeoBAM AMHG_wc_meanm
/gbpriors/reach/logWc_sdGeoBAM AMHG_wc_sdm
/gbpriors/reach/lowerbound_A0GeoBAM Median_area_minm^2
/gbpriors/reach/lowerbound_bGeoBAM AHG_b_minNA
/gbpriors/reach/lowerbound_logDbGeoBAM Bankfull_depth_minm
/gbpriors/reach/lowerbound_lognGeoBAM Mannings_n_minNA
/gbpriors/reach/lowerbound_logQcGeoBAM AMHG_Qc_minm^3/s
/gbpriors/reach/lowerbound_logrGeoBAM Dingman_shape_minNA
/gbpriors/reach/lowerbound_logWbGeoBAM Bankfull_width_minm
/gbpriors/reach/lowerbound_logWcGeoBAM AMHG_wc_minm
/gbpriors/reach/overwritten_indexesGeoBAM overwritten_prior_indexes
/gbpriors/reach/river_typeBrinkerhoff_class_numberNA
/gbpriors/reach/Serr_sdGeoBAM Slope_measurement_errorm/m
/gbpriors/reach/sigma_amhgGeoBAM AMHG_structural_errorNA
/gbpriors/reach/sigma_manGeoBAM Manning_structural_errorNA
/gbpriors/reach/upperbound_A0GeoBAM Median_area_maxm^2
/gbpriors/reach/upperbound_bGeoBAM AHG_b_maxNA
/gbpriors/reach/upperbound_logDbGeoBAM Bankfull_depth_maxm
/gbpriors/reach/upperbound_lognGeoBAM Mannings_n_maxNA
/gbpriors/reach/upperbound_logQcGeoBAM AMHG_Qc_maxm^3/s
/gbpriors/reach/upperbound_logrGeoBAM Dingman_shape_maxNA
/gbpriors/reach/upperbound_logWbGeoBAM Bankfull_width_maxm
/gbpriors/reach/upperbound_logWcGeoBAM AMHG_wc_minm
/gbpriors/reach/Werr_sdGeoBAM Width_measurement_errorm
/hivdi/A0unobserved cross-sectional aream^2
/hivdi/alphacoefficient for the Strickler power lawm^(1/3)/s
/hivdi/betaexponent for the Strickler power law-
/hivdi/Qdischargem^3/s
/metroman/A0hatunobserved cross-sectional aream^2
/metroman/allqdischargem^3/s
/metroman/nahatManning power law coefficientm^(1/3)/s
/metroman/q_udischarge uncertaintym^3/s
/metroman/x1hatManning power law exponent
/model/area_estimate_flagWBM Area_Estimation_Flag
/model/flow_duration_qWBM flow_Duration_curve_dischargem^3/s
/model/max_qWBM maximum_dischargem^3/s
/model/mean_qWBM mean_dischargem^3/s
/model/min_qWBM minimum_dischargem^3/s
/model/monthly_qWBM mean_monthly_dischargem^3/s
/model/num_monthsNumber of monthsmonth
/model/probabilityWBM Flow_Duration_curve_probabilitypercent
/model/two_year_return_qWBM two_Year_Returnm^3/s
/moi/geobam/a0back-calculated A0 to match SWOT discharge philosophym^2
/moi/geobam/ntemporally constant Manning's n for geoBAM
/moi/geobam/qgeoBAM discharge time seriesm^3/s
/moi/geobam/qbar_basinScaleaverage discharge computed in stage 2 (basin scale)m^3/s
/moi/geobam/qbar_reachScaleaverage discharge computed in stage 1 (reach scale)m^3/s
/moi/hivdi/Abarunobserved cross-sectional aream^2
/moi/hivdi/alphacoefficient for the Strickler power lawm^(1/3)/s
/moi/hivdi/betaexponent for the Strickler power law
/moi/hivdi/qdischargem^3/s
/moi/hivdi/qbar_basinScaletime average of the basin scale (stage 2) discharge estimates m3/s
/moi/hivdi/qbar_reachScaletime average of the reach scale (stage 1) discharge estimates m3/s
/moi/metroman/Abarunobserved cross-sectional aream^2
/moi/metroman/naManning power law coefficientm^(1/3)/s
/moi/metroman/qdischargem^3/s
/moi/metroman/qbar_basinScalestage 2 reach scale average dischargem^3/s
/moi/metroman/qbar_reachScalestage 1 reach scale average dischargem^3/s
/moi/metroman/x1Manning power law exponent
/moi/momma/Briver bottom elevationm
/moi/momma/Hbank height elevationm
/moi/momma/qdischarge timeseriesm^3/s
/moi/momma/qbar_basinScaletime average of the basin scale (stage 2) discharge estimates m^3/s
/moi/momma/qbar_reachScaletime average of the reach scale (stage 1) discharge estimates m^3/s
/moi/momma/Saveaverage slopem/m
/moi/sad/a0unobserved cross sectional aream^2
/moi/sad/nManning's roughness coefficient
/moi/sad/qdischarge timeseriesm^3/s
/moi/sad/qbar_basinScaletime average of the basin scale (stage 2) discharge estimates m^3/s
/moi/sad/qbar_reachScaletime average of the reach scale (stage 1) discharge estimates m^3/s
/moi/sic4dvar/a0unobserved cross-sectional aream^2
/moi/sic4dvar/nManning's roughness coefficients/m^(1/3)
/moi/sic4dvar/qdischarge timeseries
/moi/sic4dvar/qbar_basinScaletime average of the basin scale (stage 2) discharge estimates m^3/s
/moi/sic4dvar/qbar_reachScaletime average of the reach scale (stage 1) discharge estimates m^3/s
/momma/bankfull_stageMOMMA-estimated bankfull stage m
/momma/depth_bkfl_diag_Wb_SmeanEstimated bankfull depth based on the bankfull width and mean SWOT-observed slopem
/momma/depth_bkfl_solved_obsThe estimated mean bankfull depth calculated assuming a parabolic channel shapem
/momma/Froude_bkfl_diag_SmeanBankfull Froude number derived from mean slope
/momma/gage_constrainedBoolean indicating presence of Qgage obs available for calibration
/momma/input_known_bkfl_stagePrior elevation of bankfull stagem
/momma/input_known_ezfPrior elevation of zero flow (channel thalweg stage)m
/momma/input_known_nb_seg1Prior reach-average flow resistance for stages below bankfull
/momma/input_known_nb_seg2Prior reach-average flow resistance for stages above bankfull
/momma/input_known_x_seg1Prior reach-average flow resistance exponent for stages below bankfull
/momma/input_known_x_seg2Prior reach-average flow resistance exponent for stages above bankfull
/momma/input_Qb_priorPrior estimated bankfull discharge for the reach m^3/s
/momma/input_Qm_priorPrior estimated mean daily discharge for the reach m^3/s
/momma/input_Yb_priorPrior estimated bankfull depth for the reachm
/momma/nManning flow resistance estimated for the reach
/momma/n_bkfl_Qb_priorReach-average flow resistance at bankfull stage
/momma/n_bkfl_slopeEmpirically estimated reach-average flow resistance at bankfull stage
/momma/QMOMMA-estimated dischargem^3/s
/momma/Q_constrainedMOMMA-estimated discharges using Qgage values for calibrationm^3/s
/momma/QgageGround-gaged streamflow obs contemporaneous with SWOT obsm^3/s
/momma/Qgage_constrained_nb_seg1Reach-average flow resistance for stages below bankfull derived from calibration with Qgage data
/momma/Qgage_constrained_nb_seg2Reach-average flow resistance for stages above bankfull derived from calibration with Qgage data
/momma/Qgage_constrained_x_seg1Reach-average flow resistance exponent for stages below bankfull derived from calibration with Qgage data
/momma/Qgage_constrained_x_seg2Reach-average flow resistance exponent for stages above bankfull derived from calibration with Qgage data
/momma/Qmean_mommaMOMMA-estimated mean discharge m^3/s
/momma/Qmean_momma.constrainedMOMMA-estimated mean discharge derived from calibration with Qgage datam^3/s
/momma/Qmean_priorPrior estimated mean daily discharge for the reach m^3/s
/momma/segA portion of the stage-width curve (relation)
/momma/slopeSWOT-observed reach water-surface slope
/momma/stageSWOT-observed reach-averaged water-surface elevationm
/momma/vAverage velocity of flow within the reachm/s
/momma/vel_bkfl_Qb_priorReach-average discharge velocity at bankfull stagem/s
/momma/widthSWOT-observed reach-averaged river widthm
/momma/width_bkfl_solved_obsEstimated bankfull width found from SWOT observations associated with the observed bankfull stagem
/momma/width_stage_corrwidth v. stage correlation coefficient
/momma/YAverage water depth within the reachm
/momma/zero_flow_stageMOMMA-estimated elevation of zero flow (channel thalweg stage)m
/neobam/logDb/mean1chain 1 mean bankfull depth from neobamm
/neobam/logDb/mean2chain 2 mean bankfull depth from neobamm
/neobam/logDb/mean3chain 3 mean bankfull depth from neobamm
/neobam/logDb/sd1chain 1 sigma bankfull depth from neobamm
/neobam/logDb/sd2chain 2 sigma bankfull depth from neobamm
/neobam/logDb/sd3chain 3 sigma bankfull depth from neobamm
/neobam/logn/mean1chain 1 mean n from neobam
/neobam/logn/mean2chain 2 mean n from neobam
/neobam/logn/mean3chain 3 mean n from neobam
/neobam/logn/sd1chain 1 sigma n from neobam
/neobam/logn/sd2chain 2 sigma n from neobam
/neobam/logn/sd3chain 3 sigma n from neobam
/neobam/logWb/mean1chain 1 mean bankfull widthm
/neobam/logWb/mean2chain 2 mean bankfull widthm
/neobam/logWb/mean3chain 3 mean bankfull widthm
/neobam/logWb/sd1chain 1 sigma bankfull widthm
/neobam/logWb/sd2chain 2 sigma bankfull widthm
/neobam/logWb/sd3chain 3 sigma bankfull widthm
/neobam/q/q1chain 1 dischargem^3/s
/neobam/q/q2chain 2 dischargem^3/s
/neobam/q/q3chain 3 dischargem^3/s
/neobam/r/mean1chain 1 mean r
/neobam/r/mean2chain 2 mean r
/neobam/r/mean3chain 3 mean r
/neobam/r/sd1chain 1 sigma r
/neobam/r/sd2chain 2 sigma r
/neobam/r/sd3chain 3 sigma r
/nodes/node_idSWORD node identifier
/nodes/observationscycle pass observationspass
/nodes/reach_idSWORD reach identifier
/nodes/river_nameriver names
/nodes/timetime (UTC)seconds since 2000-01-01 00:00:00.000
/nodes/xlongitudedegrees_east
/nodes/ylatitudedegrees_north
/offline/bam_q_cgauge-constrained BAM dischargem^3/s
/offline/bam_q_ucBAM dischargem^3/s
/offline/consensus_q_cgauge-constrained consensus dischargem^3/s
/offline/consensus_q_ucconsensus dischargem^3/s
/offline/d_x_areachange in cross-sectional aream^2
/offline/d_x_area_utotal uncertainty of the change in the cross-sectional aream^2
/offline/hivdi_q_cgauge-constrained HiVDI dischargem^3/s
/offline/hivdi_q_ucHiVDI dischargem^3/s
/offline/metro_q_cgauge-constrained MetroMan dischargem^3/s
/offline/metro_q_ucMetroMan dischargem^3/s
/offline/momma_q_cgauge-constrained MOMMA dischargem^3/s
/offline/momma_q_ucMOMMA dischargem^3/s
/offline/sads_q_cgauge-constrained SADS dischargem^3/s
/offline/sads_q_ucSADS dischargem^3/s
/postdiagnostics/basin/basin_algo_namesbasin_algorithm_names
/postdiagnostics/basin/basin_num_algosnumber_of_basin_algorithms
/postdiagnostics/basin/prepost_flagsprepostdiagnostic_flags
/postdiagnostics/basin/realism_flagsrealism_flags
/postdiagnostics/basin/stability_flagsstability_flags
/postdiagnostics/reach/reach_algo_namesreach_algorithm_names
/postdiagnostics/reach/reach_num_algosnumber_of_reach_algorithms
/postdiagnostics/reach/realism_flagsrealism_flags
/postdiagnostics/reach/stability_flagsstability_flags
/prediagnostics/node/d_x_area_flagd_x_area overwritten value indicator
/prediagnostics/node/dark_fracdark_water_fraction
/prediagnostics/node/ice_clim_fclimatological_ice_flag
/prediagnostics/node/low_slope_flaglow slope indicator
/prediagnostics/node/node_qquality_indicator_for_node
/prediagnostics/node/slope2_outliersslope2_observations_outliers
/prediagnostics/node/slope_outliersslope_observations_outliers
/prediagnostics/node/width_outlierswidth_observations_outliers
/prediagnostics/node/wse_outlierswse_observations_outliers
/prediagnostics/node/xovr_cal_qquality_indicator_for_node
/prediagnostics/reach/d_x_area_flagd_x_area overwritten value indicator
/prediagnostics/reach/dark_fracdark_water_fraction
/prediagnostics/reach/ice_clim_fclimatological_ice_flag
/prediagnostics/reach/low_slope_flaglow slope indicator
/prediagnostics/reach/obs_frac_nfraction_of_observed_nodes
/prediagnostics/reach/reach_qquality_indicator_for_reach
/prediagnostics/reach/slope2_outliersslope2_observations_outliers
/prediagnostics/reach/slope_outliersslope_observations_outliers
/prediagnostics/reach/width_outlierswidth_observations_outliers
/prediagnostics/reach/wse_outlierswse_observations_outliers
/prediagnostics/reach/xovr_cal_qquality_indicator_for_reach
/reaches/observationscycle pass observationspass
/reaches/reach_idSWORD reach identifier
/reaches/river_nameriver names
/reaches/timetime (UTC)seconds since 2000-01-01 00:00:00.000
/reaches/xlongitudedegrees_east
/reaches/ylatitudedegrees_north
/sad/A0unobserved cross sectional aream^2
/sad/nManning's roughness coefficient
/sad/Q_uDischarge standard deviationm^3/s
/sad/QaMean dischargem^3/s
/sic4dvar/A0unobserved cross-sectional aream^2
/sic4dvar/nManning's roughness coefficients/m^(1/3)
/sic4dvar/Q_daComputed discharge using data assimilationm^3/s
/sic4dvar/Q_mmComputed discharge using optimization of modified Manning's equationm^3/s
/validation/algo_namesalgorithm names
/validation/has_validationhas validation
/validation/kgeKling-Gupta efficiency
/validation/nbiasnormalized biasnone
/validation/nrmsenormalized root mean squared errornone
/validation/nseNash Sutcliffe efficiency
/validation/rmseroot mean squared errorm^3/s
/validation/rrmserandom relative errornone
/validation/rsqR squared
/validation/testntest n
observationspass number that indicates cycle/pass observations
DATA CITATION GUIDELINES
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Citation is critically important for dataset documentation and discovery. Please cite the data as follows, and cite the reference papers when it is appropriate.
Citation SWOT Discharge Algorithm Working Group (DAWG). 2024. SWOT Level 4 River Discharge Products Version 1. Ver. 1. PO.DAAC, CA, USA. Dataset accessed [YYYY-MM-DD] at https://doi.org/10.5067/SWOT-SOS-V1

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For more information see Data Citations and Acknowledgments.
Journal Reference Michael Durand, Colin J. Gleason, Tamlin M. Pavelsky, Renato Prata de Moraes Frasson, Michael Turmon, Cédric H. David, Elizabeth H. Altenau, Nikki Tebaldi, Kevin Larnier, Jerome Monnier, Pierre Olivier Malaterre, Hind Oubanas, George H. Allen, Brian Astifan, Craig Brinkerhoff, Paul D. Bates, David Bjerklie, Stephen Coss, Robert Dudley, Luciana Fenoglio, Pierre-André Garambois, Augusto Getirana, Peirong Lin, Steven A. Margulis, Pascal Matte, J. Toby Minear, Aggrey Muhebwa, Ming Pan, Daniel Peters, Ryan Riggs, Md Safat Sikder, Travis Simmons, Cassie Stuurman, Jay Taneja, Angelica Tarpanelli, Kerstin Schulze, Mohammad J. Tourian, Jida Wang. 2023. A Framework for Estimating Global River Discharge From the Surface Water and Ocean Topography Satellite Mission, Water Resources Research, 59, 4. https://doi.org//10.1029/2021WR031614