Phase dynamics & Koopman MPC Landing

Phase Studio

A synchronisation-analysis and honest-evaluation toolkit on Kuramoto/UPDE phase dynamics — false-alarm-controlled evidence with sealed, reproducible artefacts.

Domain-agnostic coherence control compiler built on Kuramoto/UPDE phase dynamics

  • Three complementary early-warning detectors (critical slowing down, synchronisation, transition entropy) plus weighted and vote ensemble fusion; every alarm is wrapped in a hash-sealed evidence record with an explicit claim boundary and an honest lead time, including non-positive when late.
  • Real-data validation with reported verdicts: on CHB-MIT EEG (chb01) at matched false-alarm rate the result is sparse detection with no robust advantage — stated, not hidden; the ISO-NE forced-oscillation case study recovers and flags the documented 0.27 Hz inter-area mode through the shipped CLI.
  • Byte-reproducible sealed artefacts: derived-only evidence bundles with SHA-256 provenance chains and integrity tests that recompute the seals and reject tampering.
  • Multi-language compute with per-kernel parity gates: coupling primitives (Hodge decomposition, spectral, swarmalator, spatial modulator) dispatched across Rust, Julia, Go and Mojo over a Python floor.
  • Review-only control surface: a single bounded steering proposal is emitted as a replayable, audit-logged artefact rather than a blind actuation, with a PRISM formal-supervisor export for the orchestration layer.
Read the documentation → Source on GitHub PyPI · 0.12.0 Executive Overview Use Cases and Value Map Real-Data Case Study: ISO-NE Forced Oscillation Public Roadmap
At a glance

Live from the source repository

Reflected from the project's public GitHub repository at build time — never hand-copied.

Latest release v0.12.0 7 Jul 2026
Last activity 10 Jul 2026 most recent push
Primary language Python
On PyPI 0.12.0 scpn-phase-orchestrator
Stars 0
coherence-controlkuramotophase-dynamicsscpnsynchronyupde
Live evidence bundle

Verified in your browser

This RO-Crate is fetched client-side, unpacked, and checked against the evidence contract — the server cannot silently change the boundary.

Publications

Related publications

Peer-reviewed and whitepaper outputs that cite this studio's evidence bundles.

SCPN Phase Orchestrator: Domain-Agnostic Coherence Control Compiler

7 Jul 2026

Documentation

Read the full docs

SCPN Phase Orchestrator (SPO) turns the repeating signals a system already produces — waveforms, event streams, state changes — into a shared language of phase, then answers three operator questions with false-alarm-controlled evidence rather than one confident number: what is locking together, whether damping is falling toward a regime change, and which single bounded knob could steer it back as a reviewable proposal before anything touches hardware. The early-warning suite runs three complementary detectors and an ensemble, wrapping every alarm in a hash-sealed evidence record with an explicit claim boundary and an honest lead time. Where the signature is a physically deterministic mode — for example a grid oscillation checked against small-signal eigenvalues — SPO recovers it; on noisier domains generic early-warning detection is at chance at an honest operating point, and SPO is built to report that rather than overclaim. It ships bindings for 36 domains as reusable scaffolds, not validated detectors, and never actuates blindly: every proposed change is bounded, rate-limited, and audit-logged for human review.

Open the documentation → README on GitHub

The full documentation is maintained in the project's own repository and rendered on its GitHub Pages — this page links to the canonical source rather than duplicating it.

Reflecting anulum/scpn-phase-orchestrator @ 3332d1c · fetched 10 Jul 2026 · sources: projects.json, github-api, pypi, project-card