ML4WX

Software, scaling & compression

A High-Performance Computing System for Probabilistic Weather Forecasts

Weiming Hu, Guido Cervone, Vivek Balasubramanian, Matteo Turilli, Shantenu Jha

Preprint ·

Paper

In one sentence. Describes a parallel HPC system generating probabilistic weather forecasts with the data-driven analog ensemble method, scaling ensemble generation across nodes.

Labels

Topic
Software, scaling & compression, Probabilistic & ensemble forecasting
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Time scale
6 h–3 days
Domain
Global
Data
NWP analysis or forecasts (IFS, GFS, ...)
Status
Pre-operational / experimental
Identifiers
DOI:10.1002/essoar.10500383.1 OpenAlex:W3157319156
Added
2026-10-22

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