Linear Optimal Runoff Aggregate (LORA): A global gridded synthesis runoff product

Sanaa Hobeichi, Gab Abramowitz, Jason Evans, Hylke E. Beck

Research output: Contribution to journalArticlepeer-review

33 Scopus citations


No synthesized global gridded runoff product, derived from multiple sources, is available, despite such a product being useful for meeting the needs of many global water initiatives. We apply an optimal weighting approach to merge runoff estimates from hydrological models constrained with observational streamflow records. The weighting method is based on the ability of the models to match observed streamflow data while accounting for error covariance between the participating products. To address the lack of observed streamflow for many regions, a dissimilarity method was applied to transfer the weights of the participating products to the ungauged basins from the closest gauged basins using dissimilarity between basins in physiographic and climatic characteristics as a proxy for distance. We perform out-of-sample tests to examine the success of the dissimilarity approach, and we confirm that the weighted product performs better than its 11 constituent products in a range of metrics. Our resulting synthesized global gridded runoff product is available at monthly timescales, and includes time-variant uncertainty, for the period 1980-2012 on a 0.5ĝ grid. The synthesized global gridded runoff product broadly agrees with published runoff estimates at many river basins, and represents the seasonal runoff cycle for most of the globe well. The new product, called Linear Optimal Runoff Aggregate (LORA), is a valuable synthesis of existing runoff products and will be freely available for download on (last access: 31 January 2019).
Original languageEnglish (US)
Pages (from-to)851-870
Number of pages20
JournalHydrology and Earth System Sciences
Issue number2
StatePublished - Feb 13 2019
Externally publishedYes

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Generated from Scopus record by KAUST IRTS on 2023-02-14


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