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Precipitation hazards viewed through "grey swan" tropical cyclones in 3km RRM-SCREAM

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Abstract

Tropical cyclones (TCs) and their associated hazards have been notoriously difficult to resolve in climate models owing to a lack of horizontal resolution. While recent model advances have pushed grid spacings to ~25km, which permit TCs, simulated high-end winds and precipitation continue to be biased low. Information at the regional stakeholder level has therefore relied on statistical downscaling techniques based on model projections to ascertain changes in risk.

This talk discusses the potential merits of an event-level dynamical downscaling strategy: short, high-resolution "storylines" to evaluate and communicate climate risk. We leverage lower-resolution (25km), less expensive, global Earth system model simulations to generate gray swan tropical cyclones (physically plausible but historically unrealized events extracted from multi-decadal climate ensembles) using SCREAMv0. We then reinitialize these individual storms in the same model at 3km grid spacing, demonstrating increased structural fidelity of events when compared to observations. We discuss scientific insights gained from these simulations, the strengths and limitations of this approach, the potential benefits of using them to communicate with stakeholders and the general public about "unforeseen" hazards, and future opportunities to couple such results with impacts models in the DOE's portfolio.

Category
Extremes Events
Coastal
Methods in Model Integration, Hierarchical Modeling, Model Complexity
Funding Program Area(s)
Additional Resources:
NERSC (National Energy Research Scientific Computing Center)