16-Stage End-to-End Operational Pipeline
Click any pipeline stage node to inspect inputs, processing mechanisms, and output data artifacts.
Technical Architecture & Stack
Explore the real-time operational pipeline, offline training architecture, and multi-layered technology stack.
Data Leakage Safeguards & Principles
Ensuring zero temporal or spatial data leakage in operational inference and training validation.
Strict Non-Negative Rainfall
Mathematical clamp enforcing R(x,y) ≥ 0 mm everywhere, eliminating unphysical negative precipitation artifacts.
No Blanket Gaussian Smoothing
ATMOS explicitly avoids generic Gaussian blurring that would artificially erode sharp convective and orographic peaks.
No Universal Historical Cap
A historical maximum is NOT used as an arbitrary hard cap, preserving the model's capability to forecast unprecedented extreme rainfall events.