This page shows which charts sit underneath the current public method case, which benchmark datasets support them, and where public evidence ends and live-asset review begins.
Current benchmark stack
The stack is intentionally narrow and disciplined: Oxford for derivative chemistry, NASA for divergence, resistance, anomaly, and precursor logic, plus operating-context charts that help translate signal into asset decisions.
Oxford / ICA
The flagship chemistry-fingerprint view for degradation interpretation and one of the strongest current public anchors for the method.
Dataset anchor
Oxford Battery Degradation Dataset
Evidence reference
Oxford ICA Peak Shift
Oxford / DVA
The disciplined companion to ICA when the field dataset is too noisy or undersampled for a clean flagship read on its own.
Dataset anchor
Oxford Battery Degradation Dataset
Evidence reference
Oxford DVA Mechanism
Oxford / health
The bridge from derivative shape to a reusable health trajectory that can support slow-health estimation honestly.
Dataset anchor
Oxford Battery Degradation Dataset
Evidence reference
Oxford ICA Soh Proxy
NASA / divergence
The practical triage layer serious operators reach for before escalating into deeper chemistry claims.
Dataset anchor
NASA PCoE Battery Dataset
Evidence reference
NASA Weakest Link Divergence
NASA / resistance
The abnormal electrical-behaviour layer that strengthens post-COD, warranty, and safety review before capacity metrics fully deteriorate.
Dataset anchor
NASA PCoE Battery Dataset
Evidence reference
NASA Resistance Transition
NASA / thermal
The V / I / T clustering logic that helps justify operational attention before a conventional alarm story becomes easy to tell.
Dataset anchor
NASA PCoE Battery Dataset
Evidence reference
NASA Thermal Precursor
Fleet / triage
The ranking layer that tells you which asset becomes the intervention priority instead of hiding behind averages.
Dataset anchor
NASA PCoE Battery Dataset
Evidence reference
NASA Fleet Soh Benchmark
Predictive maintenance
The cleanest public teaching chart for when a battery stops degrading gracefully and starts needing intervention-timing logic.
Dataset anchor
Oxford Battery Degradation Dataset
Evidence reference
Oxford Knee Point Rul
State estimation
A practical reminder that observers belong in the live operational state layer, not as a fake substitute for chemistry diagnosis.
Dataset anchor
Derived equivalent-circuit teaching model
Evidence reference
Ekf Soc Tracking
Context / dispatch
The bridge from technical trend to dispatch quality, usable energy, and revenue language that serious battery capital work depends on.
Dataset anchor
NASA PCoE public benchmark context
Evidence reference
NASA Cycle Dispatch Context
Dispatch / guardrails
The bridge from diagnostics and state estimation into dynamic SOC windows that management teams can actually use.
Dataset anchor
Derived public benchmark context
Evidence reference
Dispatch Guardrails
These charts are public benchmark evidence. They show that the method logic is real, reproducible, and disciplined. They do not become evidence of live asset condition until site telemetry, operating history, and review scope are examined.
The strongest current public statement remains narrow and strong: Oxaide has a coherent, benchmark-backed method stack for independent BESS forensic review, with the best public support today in lithium-ion and especially LFP-first utility BESS contexts.
Scope first
Defined review scope
Boundary, telemetry window, and mandate question are pinned down before conclusions move.
Encrypted handling
Protected review workflow
Review traffic and operating data are handled with encrypted transfer and controlled access.
Customer boundary
Customer-controlled deployment
Managed, private, and isolated deployment paths are available when the environment requires them.
Direct accountability
Principal sign-off
Technical accountability stays close to the method rather than disappearing into a generic workflow.
