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Coherence Intelligence for Natural & Engineered Systems

HSAG develops measurement and inference methods that quantify phase‑locked structure across signals and fields. Our products transform spectral signatures into early‑warning and diagnostic intelligence for operational use.

Resonance. Coherence. Discovery.

Why Coherence?

Traditional guidance focuses on amplitudes (flux, CAPE, shear). STELLAR adds a complementary lens: phase‑coherent structure. PCI/BCS metrics quantify when variables remain phase‑locked, and when they begin to decohere—often hours before classical thresholds.

  • Early detection of instability windows

  • Quantified regime classification (stable ↔ convective ↔ mechanical)

  • Low‑overhead deployment, model‑agnostic outputs

Core Methods

HSAG libraries compute cross‑spectral metrics that expose coupling across scales.

  • Phase‑Coherence Index (PCI): stability of cross‑variable phase over frequency

  • Band‑Coherence Spectrum (BCS): coherent bands exceeding threshold with phase context

  • Harmonic Drift: detection of migrating or collapsing resonant peaks

Outputs stream as CSV/JSON or embed into dashboards and AI pipelines.

News & Events

Dramatic Storm Clouds
The Sun Surface

STELLAR AERIS

Resonance-aware atmospheric coherence modeling for complex environments.

  • Maps coherence and suppression zones

  • Adds resonance to traditional atmospheric analysis

  • Built for remote sensing and signal stability research

  • Designed for atmospheric, interferometric, and resonant field environments.

Resonance Capacity Index — RCI

A Scalar Diagnostic for Oscillatory Suppression in Precision Instruments

  • Measures suppression, not just signal loss

  • Works across atmospheric, magnetic, and resonant fields

  • Designed for simulation and real-world data

  • RCI research published with DOI via Zenodo and indexed for open scientific review.

From the Research Blog

Building HSAG: What We’re Actually Trying to Do
An introduction to our approach, scope, and why HSAG is being developed as a slow, data-driven research program rather than a finished theory.

HSAG Consortium for Resonant Research LLC — 

 

Let’s discuss pilot deployments and data integration.

Resonance. Coherence. Discovery

© 2025 HSAG Consortium for Resonant Research LLC. All rights reserved.

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