TropiCycloneNet¶

Overview¶

tropicyclonenet extends the shared storm benchmark stack beyond the hurricane-only presets.

At a Glance¶

Hazard Family

Tropical Cyclone

Public catalog grouping used for this model.

Maturity

Implemented

Catalog maturity label used on the index page.

Tasks

Track + Intensity

Benchmark Family

Tropical Cyclone Benchmark

Primary benchmark-family link used for compatible evaluation coverage.

Description¶

tropicyclonenet extends the shared storm benchmark stack beyond the hurricane-only presets.

The PyHazards adapter keeps a single storm-history to forecast-trajectory interface so it can share the same evaluator as hurricast.

Benchmark Compatibility¶

Primary benchmark family: Tropical Cyclone Benchmark

Mapped benchmark ecosystems: TropiCycloneNet-Dataset

External References¶

Paper: Benchmark dataset and deep learning method for global tropical cyclone forecasting | Repo: Repository

Registry Name¶

Primary entrypoint: tropicyclonenet

Supported Tasks¶

Track + Intensity

Programmatic Use¶

import torch
from pyhazards.models import build_model

model = build_model(name="tropicyclonenet", task="regression", input_dim=8, horizon=5)
preds = model(torch.randn(2, 6, 8))
print(preds.shape)

Notes¶

Outputs are lead-time sequences of latitude, longitude, and intensity targets.