LFR Frequency / Battery Structure Observation

Battery Organisation Observatory

These pages explore whether lithium-ion batteries can occupy different observed response organisations even when scalar condition appears similar. The visualisations do not image the material interior. They map multi-channel Q/V/T/P response relations, recurrence, coherence, memory, and deformation as observable structure shadows.

Mirror

Mirror Live Skin

Two scalar-matched batteries are played side by side to show structure residual: similar SOH, different coherence-memory skin.

Skin

Live Coherence Skin

A single battery is shown as a live response skin: elastic when coherent, thin before rupture, stretched during compensation-like redistribution.

Rhythm

Battery Rhythm Record

The observed organisation rhythm is recorded through time: grooves, role melody, return arcs, fragile windows, and memory wake.

Shadow

Structure Shadow 3D

Each current relation structure is compared with earlier structures in the same battery, making recurrence and loss of history visible.

Data source: Using the public NCM523 lithium-ion battery degradation dataset from Wang F, Zhai Z, Zhao Z, et al., “Physics-informed neural network for lithium-ion battery degradation stable modeling and prognosis,” Nature Communications (2024), these pages ask whether similar scalar condition can carry different observed response organisations.