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Section 1: Overview
Name of Research Project
Related Project
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Part
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Core Modelling and Forecasting Team
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WQM
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Program Affiliations
Related Research Project(s)
Dataset Title
Modelling biogeochemical processes in the Red-Assiniboine river basin for testing the suitability of HYPE water quality model for Canadian Basins
Additional Information
Creators and Contributors
Befekadu Woldegiorgis | Point of Contact, Originator | befekadu.woldegiorgis@usask.ca | University of Saskatchewan |
Helen Baulch | Principal Investigator | | University of Saskatchewan |
Howard Wheater | Co-supervisor | | University of Saskatchewan |
Tricia Stadnyk | Collaborator | | University of Calgary |
Gerrit Schoups | Collaborator | | TU Delft |
Abstract
The objectives of this study are testing the HYPE model for biogeochemical modelling in Canadian catchments, and exploring methodologies to improve biogeochemical prediction in view of uncertainty analysis and scenario investigation. Total phosphorus load is simulated using two approaches: 1) the sequential calibration approach that calibrates the hydrology first and then uses the best hydrological model to infer the biogeochemical model parameters, and 2) the joint approach that infers the hydrological and biogeochemical parameters simultaneously. The joint approach uses the total phosphorus load and streamflow as optimization variables. The two approaches were compared concerning identifiability of both the hydrological and biogeochemical model parameters, and the predictive power of both the hydrological and biogeochemical models. A daily computational time step was used. Outputs of the model are total phosphorus load and streamflow.
The input data used to set up the model are provided below:
-Topographic information source is USGS: Hydro1K (
https://lta.cr.usgs.gov/HYDRO1K)
-Soil data source: Harmonized World Soil Database V1.2, Nachtergaele et al. (2010)
-Land use data source: ESA CCI LC 2010 v1.4, ESA Climate Change Initiative
-Lake and wetland data source: Global Lake and Wetland Database (GLWD), Lehner and Doll (2004)
-Reservoirs data source: Global reservoir and Dam database (GRanD) v1.1, Lehner et al. (2011)
-Discharge data source: HYDAT, 2. USGS, Environment Canada and USGS
-Meteorological data source: Hydro-GFD, Berg et al. (2017)
-Snow data source: GlobSnow
(www.globsnow.info)
-Glacier fluctuations data source: World Glacier Monitoring Service (WGMS), Zemp et al. (2009)
-Evapotranspiration data source: FLUXNET (fluxnet.ornl.gov)
-Point source pollution data source: USGS and Benoy et al. (2016),
https://www.sciencebase.gov/catalog/item/5ba54362e4b08583a5c9d4e5 -Fertilizer and manure data source: Red-Assiniboine SPARROW model, Benoy et al. (2016)
Purpose
While all the input data are collected from other sources that are indicated in section 2, the total phosphorus load and streamflow produced by our HYPE model is used to test HYPE in the Red-Assiniboine river basin as part of the broader objective of evaluating the suitability of biogeochemical modelling in Canadian basins and to explore improved calibration strategy of biogeochemical model for uncertainty quantification and management scenarios. This dataset supports the water quality modelling (WQM) theme of the GWF Core Modelling and Forecasting Team.
Plain Language Summary
Keywords
biogeochemical modelling |
HYPE |
parameter identifiability |
prediction uncertainty |
Bayesian inference |
hydrometric |
water quality |
Citations
Section 2: Research Site
Temporal Extent
Begin Date
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End Date
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2005-01-01
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2015-11-30
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Geographic Bounding Box
West Boundary Longitude
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52.3479
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East Boundary Longitude
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45.4797
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North Boundary Latitude
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-104.7965
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South Boundary Latitude
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-94.0489
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Is Boundary Rectangular
Research Site Images
Research Site Description (if needed)
Red-Assiniboine River basin
Basin
05
Subbasin
05M, 05O
Specific Locations (if needed)
Research Site Location
Map Not Available
Display
View on Global Map
Section 3: Status and Provenance
Dataset Version
Dataset Creation Date
Status of data collection/production
Dataset Completion or Abandonment Date
Data Update Frequency
Creation Software
Primary Source of Data
Other Source of Data (if applicable)
Data Lineage (if applicable). Please include versions (e.g., input and forcing data, models, and coupling modules; instrument measurements; surveys; sample collections; etc.)
Model name: HYPE
Model version number: Not published. The source code was modified at the University of Manitoba
Model source/webpage:
https://sourceforge.net/projects/hype/files/release_hype_5_5_1/ Model output pre-processing script: R script used to run Bayesian inference
Model output post-processing script: R script used to run uncertainty analysis and for plotting parameter posterior distributions and uncertainty plots
Model setup:
Time step: 1 day
Initial condition: calibrated
Boundary condition: none
Section 4: Access and Downloads
Access to the Dataset
Terms of Use
Does the data have access restrictions?
Downloading and Characteristics of the Dataset
Download Links and Instructions
Total Size of all Dataset Files (GB)
File formats and online databases
Other Data Formats (if applicable)
.R
List of Parameters and Variables
total phosphorus load | kg/day | daily | HYPE |
streamflow | m!~C~!3/s | daily | HYPE |