Joodra

JDMS

Battery monitoring · Early anomaly warnings

Continuous condition logging for batteries in service.Brings siloed BMS signals from every vendor into one screen and one alarm system.Pinpoints faults down to the cell and module.

MOLIn production
JDMS · Fleet monitor · LiveDetected 14,009
62 sites watched at once → Anomaly detected → Cell located → AlertIllustrative · Site layout and values are not live data

You can't undo a battery fire

Prevention depends on catching warning signs early.Yet most sites keep no daily operating record to catch them with.

Issue 01

Siloed vendor BMSs

Every vendor and model has its own screen and signal format.There is no single view of warning signs.

Issue 02

No operating history

Daily operating data isn't kept.No way to track degradation or investigate failures.

Issue 03

Reactive by design

Alarms fire just before an incident, or after it.Once a fire starts, there's no recovery.

From collection to alert

Collects data on top of your existing BMS. Nothing to replace.

  1. 01

    Collect multi-vendor BMS data

    No BMS or hardware replacement

  2. 02

    Normalize and unify

    Vendor codes mapped to one alarm system

  3. 03

    Detect anomalies

    Caught early from trends and deviations

  4. 04

    Locate and alert

    Alarms at cell and module level

Key capabilities

  1. 01

    Remaining capacity tracking

    Continuously logs state of charge (SOC) and state of health (SOH).Builds a daily operating history.

    • Degradation trends for every battery
    • History feeds end-of-life decisions in JD Plan
  2. 02

    Early anomaly warnings

    Normalizes each vendor's warning and fault codes into a single alarm system.Manage every site from one screen.

    • Multi-vendor signal normalization
    • One alarm system, one screen
  3. 03

    Cell- and module-level diagnostics

    Locates the source of an anomaly down to the cell and module.Narrows down what field crews need to inspect.

    • Cell-to-cell deviation detection
    • Module location
  4. 04

    Out-of-range detection

    Spots voltage, temperature, and other readings trending out of range.Warns before limits are reached.

    • Configurable early-warning bands
    • Time to act before an incident

In production on KORAIL station UPS batteries

Applications: rail station UPS, defense drones, industrial forklifts, and golf carts.

14,009
Anomalies caught early

Over 8 months

62+
KORAIL stations

UPS battery

0
Incidents

8 months in commercial operation

How data moves between stages

BOL · Deployment

JD Plan

Deployment decision

JDMS

Condition logging · Anomaly alerts

EOL · End of life

JD Plan

End-of-life routing

Input
On-site BMS signals (multi-vendor)
Output
Daily operating history → evidence for JD Plan decisions / retraining data for the life model