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The sparse and uneven distribution of meteorological stations creates a challenge in generating continuous spatial coverage of precipitation data for water planning and study. So when the Ministry of Environment and Water of Bolivia (MMAyA) commissioned a national-level water basin study led by SEI, they turned to the Gridded Meteorological Ensemble Tool (GMET).
2019–2022
Photo: US Geological Survey / Unsplash.
The Gridded Meteorological Ensemble Tool (GMET) uses available station data to create a continuous, gridded analysis of temperature and precipitation that, unlike other tools, incorporates historical data and estimates potential prediction errors in its assessments. So, while it helps fill in the gaps where meteorological stations are sparse, it also estimates the uncertainty of the resulting dataset.
When SEI worked with the National Center for Atmospheric Research and Bolivian scientists to study the country’s water balance between 1980 and 2016, it was the first time GMET was used outside the United States. By using GMET, they produced daily climate grids for the 36-year period, when Bolivia’s dramatically varied topography and relative sparseness of weather stations would have previously made such an effort more difficult. The resulting dataset served as an input to SEI’s flagship water modelling tool, WEAP.
Since then, the open-source tool has been applied in hydrological model development in individual river basins throughout the country and various other studies.
Uses for GMET range from hydrologic data assimilation studies to atmospheric model validation.
SEI brief / SEI researchers used the Gridded Meteorological Ensemble Tool for a water balance study in Bolivia, marking the first time the tool was applied outside the US.
7 March 2019 / About Planning and modelling and Water resources
Project / Bolivia WATCH preparará a las instituciones del país con la información y la capacidad para conectar saneamiento seguro y gestión de cuencas hidrográficas.
2018 - 2021 / About Sanitation and Water resources
Tool / The Water Evaluation and Planning tool (WEAP) provides a comprehensive, flexible and user-friendly framework for policy analysis in water resources planning.
About Planning and modelling and Water resources
Feature / Bolivia faces a deepening water crisis. SEI helped plan for the future by creating the first-ever comprehensive model of Bolivia’s rivers, lakes and streams.
23 May 2018 / About Disaster Risk, Food and agriculture, Planning and modelling and Water resources
Feature / SEI researchers recently unveiled the first comprehensive model of Bolivia’s rivers, lakes and streams, as part of the Bolivia National Water Balance.
6 December 2017 / About Planning and modelling and Water resources
Project / This project will assess the impact of climate change on the Katari watershed and evaluate potential conflicts between ecohydrological and urban water demands.
2020 / About Planning and modelling and Water resources
Feature / SEI experts break down complex topics, from water management in California to how fires affect Bolivia's water balance, in this podcast series.
7 March 2022 / About Water resources and Water-Energy-Food Nexus
Journal article / This study is one of the first to assess the relationship between women's empowerment and participation in community-managed water and sanitation.
31 October 2022 / About Behaviour and choice, Participation and Sanitation
Design and development by Soapbox.