Battery R&D

From cycler exports to traceable artifacts and models

Check a cycler CSV or TSV locally, buy battery-specific cleaning and documentation as one-off results, assess model readiness and compile an executable M1–M3 model with free-run validation.

Run the free local check Open Battery workspace Compare Battery pricing

No upload for the local checkSource-row identity preservedBattery semantics reportedReadiness before compile

Choose by result

Do not buy a model when the file first needs evidence

The Battery route starts at the point that matches the experiment: local screening, one-off artifact, executable model or recurring campaign workflow.

01 · CHECK

Screen one file locally

Map columns, inspect chronology, completeness, constant-value runs, jumps, segments and raw dQ/dV.

Free · no account →02 · CLEAN

Clean or document

Buy Clean & Convert, Experiment Passport or Model Readiness as a defined one-off result.

Open one-off workflow →03 · MODEL

Compile M1, M2 or M3

Choose the model class by engineering question, with battery-specific trajectory preparation included.

Compare model classes →04 · REPEAT

Process campaigns

Use a Battery subscription for repeated experiments, batches or automated intake.

Compare subscriptions →

Runs in your browser

Find structural problems before any upload

The local checker reads the file in the browser and reports column mapping, time integrity, missing values, constant-value runs, jumps, charge/discharge/rest segments and raw unsmoothed dQ/dV.

No account
No file upload
Downloadable local report
Screening, not a modelability verdict

Open the local checker Read the cleaning guide

LOCAL SCREEN

Chronologytime resets · gaps · duplicates

Channelsmissing · constant runs · jumps

Protocolcharge · discharge · rest

Electrochemistryraw dQ/dV visibility

What it cannot determine: separability of noise, model class support or a cleaned dQ/dV. Those require the processing engine.

One-off artifacts

Buy the completed result without a subscription

Each product has a defined automated output. Any additional processing is shown before the job starts.

FROM €39

Clean & Convert

Battery-specific cleaned export, per-value change table, summary, manifest and checksums.

Buy Clean & Convert

FROM €89

Experiment Passport

States, segments, cycles, battery metrics, evidence status and a reproducible experiment record.

Buy Experiment Passport

FROM €49

Model Readiness

Supported model classes, split requirements, limitations and a next-data plan before compilation.

Buy Readiness

Do-no-harm

dQ/dV is why generic smoothing is dangerous

Differentiation amplifies noise, but aggressive smoothing can move or suppress electrochemical peaks. The Battery workflow keeps cleaning, source-row identity and peak-integrity evidence in the same traceable artifact.

RAW

Noise dominates numerical derivatives.

TRACEABLE OUTPUT

Peaks remain inspectable beside the action table and evidence status.

The curves are schematic illustrations, not battery benchmark measurements.

Battery NDC