From battery physics to grid confidence.

One assembly. Several engineering questions.

Follow the energy path from cell behavior to the electrical load. Each chapter leads to a different repository, its method, its published checks and its limits.

Read

Choose a chapter or switch to Evidence mode for every source record in one continuous reading path.

Inspect

The numbered controls reframe a conceptual assembly. Geometry and materials explain function; they do not represent selected equipment.

Reproduce

Open the pinned source before running an upstream example. Documentation review is not a rerun of the scientific test suite.

Boundary

No live telemetry, manufacturer design, certified twin, measured validation or construction-ready specification is implied.

Start with the physical assumptions.

Reduced-order battery, thermal, state-estimation and converter models with runnable checks and stated boundaries.

Source snapshot · 2026-09-16
Pinned source c13aec2 ↗Published checks ↗

Question

How do battery, converter and BESS-control models behave under explicit checks?

Method

Equivalent circuits, electro-thermal models, extended Kalman filters and reduced-order converter/control references.

Checks

The pinned README documents deterministic no-plot checks and links a historical MATLAB validation record. Those upstream suites were not rerun for this showcase.

Boundary

Synthetic or illustrative benchmarks unless a source explicitly says otherwise. Not physical-cell, hardware, certification or grid-code validation.

Next action

Run the first battery pulse check; inspect the inputs before changing a parameter.

Keep uncertainty in the picture.

Chronological holdout, empirical model comparison, bounded EOL/RUL and residual-bootstrap diagnostics.

Source snapshot · 2026-09-16
Pinned source 8d23047 ↗Published checks ↗

Question

How can capacity-fade models be selected and end-of-life projections bounded transparently?

Method

Linear, power-law and logarithmic curve fits selected using the latest held-out observations before a full-data refit.

Checks

The pinned source provides tests and a reproducible synthetic CSV workflow. An opt-in Oxford measured-current example has separate data licensing and stated approximation limits.

Boundary

Empirical curve fits, not electrochemical or safety models. Bundled LFP/NMC data are synthetic; an EOL outside the supported window remains unavailable.

Next action

Run the supplied CSV example, inspect the holdout score and distinguish bounded projections from measured lifetime.

Make readiness an evidence question.

Lifecycle templates and executable readiness audits for reviewable BESS delivery evidence.

Source snapshot · 2026-09-16
Pinned source 2ed8d9d ↗Published checks ↗

Question

What evidence is needed from supplier review through commissioning and handover?

Method

Structured evidence registers, status policies, deadline checks and traceability audits across FAT, SAT, commissioning and handover.

Checks

The source documents template validation and executable audit checks against reference records. Passing fictional examples are not real-project acceptance evidence.

Boundary

Does not replace the governing contract, applicable standards, authority requirements, manufacturer instructions or a competent engineer’s acceptance decision.

Next action

Read the fictional lifecycle example, then adapt the readiness policy to the actual project.

A request is not always deliverable power.

Explainable grid-support references with explicit power, energy and operating limits.

Source snapshot · 2026-09-16
Pinned source 928ceec ↗Published checks ↗

Question

How do grid-service requests meet power, energy, state-of-charge, frequency and voltage constraints?

Method

Active/reactive capability allocation, Volt-VAR, frequency-watt, ramp and multi-interval energy references.

Checks

The source documents dependency-free reference commands, unit tests and model-specific assumptions. These upstream checks were not rerun here.

Boundary

Educational reference, not a grid-code compliance determination, protection-setting approval, plant-controller specification or battery-warranty assessment.

Next action

Run a capability-allocation reference and inspect the model assumptions before using project data.

What happens when the supply disappears?

A local-first teaching simulator for electrical continuity, finite reserves and exact energy accounting.

Source snapshot · 2026-09-16
Pinned source f6ac45e ↗Published checks ↗

Question

How do utility outages, generator failures and finite battery reserves affect power continuity?

Method

Deterministic synthetic utility, generator, battery and distribution-path scenarios; local browser arithmetic with an optional Python cross-check.

Checks

The source documents energy-accounting checks, deterministic scenarios and browser/native comparisons. Independent external technical review has not yet been obtained.

Boundary

No facility calibration, AC transients, protection coordination, cooling, workload-throughput prediction, reliability probabilities, certified uptime or physical controls.

Next action

Open the source-linked browser demo and inspect the AI-cluster generator-failure scenario.