Fancyland LLC · Lattice OS

HELIOGRAPH

Deterministic solar-flare hazard nowcast. A Lattice OS instrument.
preprint 10.5281/zenodo.20696671 data-direct · training-free deterministic · auditable

An early-warning instrument for magnetically-driven plasma instability. HELIOGRAPH reads the observed photospheric magnetic field directly — no field extrapolation, no learned model, no training at inference. It is a deterministic signal-processing read-out, not a probabilistic machine-learning forecast: the same region at the same time returns the same assessment, reproducible and auditable byte-for-byte.

The method is published and placed in the public domain (DOI 10.5281/zenodo.20696671). The operational instrument is not distributed.

What it returns

From an active region's observed radial field, HELIOGRAPH reads a single state variable — the loaded "parasitic energy" of the dominant evolving field mode — against two fixed thresholds, and issues a deterministic two-tier alarm with a lead time and a magnitude estimate.

StateConditionMeaning
QUIETbelow loadingregion not yet loading
LOADING WATCHloading ≤ E < activationactivity building — broad early warning
MAJOR-FLARE WARNINGE ≥ activationa large-energy event is loaded; the window is open

Output per region/time: alarm tier · hazard-window lead time · expected field-reorganization magnitude. The firing minute inside an open window is stochastic and is not forecast (see Scope).

And it is quick. A complete active-region assessment — 46 magnetograms, the full mode decomposition and all — computes in ~2.4 s on a single laptop core: no GPU, no cluster, no training, no field extrapolation. The whole active-region catalog can be re-swept continuously on commodity hardware.

Validated — blind, apples-to-apples

Larger events announce themselves earlier. The activation-crossing lead time scales with loaded field energy at r = +0.96 — a size-scaled lead the one prior timing method in the literature reports it could not find.

ResultValue
Activation level — reproducibility across events (CV)0.29
Pre-flare vs. region's own quiet baseline (AUC)0.75
Loaded energy → field-reorganization rate (r)+0.81
Size-scaled lead time — lead vs. loaded energy (r)+0.96
Loading watch — median lead (9/10 events)13.8 h
Major-flare warning — median lead (6/10 events)12.1 h
2024-10-03 X9.0, largest of cycle 25 — lead16.8 h

Blind, held-out set of ten solar-cycle-25 X-class flares, each active region compared against its own non-flaring window, identical pipeline on every window, no per-event tuning. Full method, protocol, and event table: 10.5281/zenodo.20696671.

Rigor

Every number above survived a blind protocol built to break it. We self-certify the validation discipline, not just the result:

The instrument's own boundary was earned the same way: repeated blind tests for a deterministic trigger in the surface field all returned null — which is exactly why this page promises a hazard window and a magnitude, and never a firing minute.

Scope — stated plainly

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Government space-weather operations, satellite fleet operators, and fusion programs: email with your application and operating context, and a scoped evaluation follows.

tony@fancyland.net
— Tony Matos