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Publication Date
1 October 2023

Can DOE’s Flagship Earth System Model Skillfully Recreate Historic Flood Events?

Subtitle
Energy Exascale Earth System Model forecasts at 3.5 km grid spacing, using regionally refined meshes (RRM-E3SM), skillfully recreate the hydrometeorology of California’s flood of record.
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Image
a) Storm total precipitation (31 December 1996–4 January 1997) from the Livneh product. Green dots highlight the locations of the 52 precipitation gauges used by NOAA to produce the 1997 flood event storm summary. (b) Violin plots of reanalysis and model estimate storm total precipitation derived from the nearest grid cell to the 52 stations shown in (a). The mean is shown with a white dot, and white lines indicate the 25th, median, and 75th percentiles. The shape of each violin reflects the probability den
Science

We used a storyline approach to recreate California's flood of record, the New Year's flood of 1997, using a regionally refined Earth system modeling approach (RRM-E3SM). This is the first time RRM-E3SM has been used to systematically assess how both forecast lead time and model horizontal resolution influenced forecast skill for a key western United States hydrometeorological extreme event. Across formal measures of forecast quality and value, RRM-E3SM (3.5 km) had the highest skill in recreating the 1997 flood compared with lower-resolution versions of E3SM validated against in situ, reanalysis, and gridded climate products. Overall, RRM-E3SM (3.5 km) forecast ensemble average skill in recreating the 1997 flood gives confidence in its utility to support resiliency planning for extreme events.

Impact

The 1997 California New Year's flood event caused over a billion dollars in damages. Extreme precipitation, snowmelt, and saturated soils produced heavy runoff causing widespread inundation in the Sacramento Valley. This storm has become a central part of guiding efforts to reduce flood risks.  It is paramount to explore how well our Earth system models are fit for purpose in simulating such events, particularly compound extreme events (e.g., rain-on-snow) like the 1997 flood. Testing ensures that models provide value in anticipating and planning for future flood events. This is particularly important given the changing climate.

Summary

We evaluated the Department of Energy's flagship Earth system model, the Energy Exascale Earth System Model with regionally refined mesh capabilities (RRM-E3SM), in its ability to recreate the weather and flood characteristics of the 1997 flood. The model resolution, important for resolving mountain terrain and storm interactions, and forecast lead time, important for storm progression accuracy, are assessed. The multi-forecast average from the highest-resolution model best recreates the observed precipitation, snowpack changes, and certain flood characteristics. Our findings provide confidence that the highest resolution model could be used to study how a 1997-like flood event would be altered in a warmer world.

Point of Contact
Alan Rhoades
Institution(s)
Lawrence Berkeley National Laboratory
Funding Program Area(s)
Additional Resources:
NERSC (National Energy Research Scientific Computing Center)
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