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MLNetworks

Energy Management

What powered the site last night.

Energy Management is the part of MLNetworks that reads grid, generator, battery and fuel data for each tower site on one time line and shows where a site uses more energy than it should.

MLNetworks reads grid, DG, battery and fuel data together, compares actual with expected, and prepares the next maintenance step for a person to approve.

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Site Energy StateRidgeview RDG-0417

Ridgeview RDG-0417

Tower site, 36 m

Confident

Energy balance

+0.12 kWBalanced

Supply and draw add up within tolerance at the latest reading.

Contributing components

ComponentValueState
Grid meter2.8 kWReporting
Generator0 kWIdle
Battery bank 141% SoCReporting
Site load2.7 kWReporting

Contributing values span 4s.

From the meters to a maintenance job

  1. 01

    Grid, DG and battery, hour by hour

    Grid, DG and battery readings share one time axis. Pick any moment in the last 24 hours and the site view shows its state then.

    Site Energy StateRidgeview RDG-0417

    Last 24 hours

    Live
    GridLost 7 times
    GeneratorRan 6 times
    BatteryDischarging 7 times
    00:0006:0012:0018:0024:00

    State at 16:10

    Grid
    Lost
    Generator
    Standby
    Battery
    Discharging
    SoC
    33%
  2. 02

    Actual against expected

    Each check puts the reading beside the expected value and names what the data cannot confirm. A reading with no value stays empty, never zero.

    Site Energy StateRidgeview RDG-0417

    Validation

    Each check judges the observed reading against what was expected.

    • Generator run on outage 1Matches

      Observed

      Run recorded

      Expected

      Run recorded

    • Generator run on outage 5Differs

      Observed

      No run recorded

      Expected

      Run recorded

    • Battery discharge on outage 5Differs

      Observed

      SoC dropped to 33%

      Expected

      Brief discharge

    • Grid return after outage 5Matches

      Observed

      Voltage restored

      Expected

      Voltage restored

    Energy balance

    -0.90 kWUnaccounted draw

    What the data cannot confirm

    Why the generator did not start. The readings show that it did not run, not the cause.

  3. 03

    An exception, then a job

    A finding opens as a case with its readings attached. The record recommends a maintenance action and a person decides. Nothing runs on its own.

    ExceptionsRidgeview RDG-0417

    Exception

    Generator did not run on a grid outage

    Ridgeview RDG-0417

    HighOpen

    Evidence

    • Grid lost at 15:24, restored at 17:24measured
    • No generator run recorded in that windowmeasured
    • SoC dropped to 33% by 16:10measured
    • Start circuit fault suspectedinferred

    Decision

    Held for a person to decide

    Decision required. Nothing here executes on its own.

    Recommended: Create maintenance work order

    Inspect generator start circuit. Battery reserve was used in full on this outage.

    Create work orderReject

The systems that measure your energy

Integration scope is defined for each deployment, and each source is validated with your team before it is named as supported.

  • Site controllers and telemetry
  • Energy meters and sensors
  • Fuel and delivery records
  • Site and asset records

The battery and DG behind the numbers

  • Battery bank 1

    Ridgeview RDG-0417

    Discharging
    SoC33%
    SoH88%
    Autonomy
    2 h 10 min
    Temp
    29 °C
    Cycles
    412

    Battery condition

    SoC, SoH, charge state and autonomy sit together for each battery bank, so a weak bank shows before the next outage.

  • Generator

    Standby
    Control Mode
    Auto
    Runtime
    1,840 hrs
    Engine Battery
    11.2 V
    Shutdown Alarm
    None
    Updated
    2 min ago

    Generator condition

    Run state, run hours, engine battery and shutdown alarms are read from the same site, beside the outage history.

From exception to site visit

An approved action becomes a work order with the finding attached. The energy record follows the job until the site is read again.

Workforce & Scheduling

Exception

Generator did not run on a grid outage

Ridgeview RDG-0417

Work order

Inspect generator start circuit

WO-7718

Attached to the work order

  • Outage window and SoC readings
  • Generator run history
  • Link to INC-2041

After the visit

Next outage: generator run is compared with expected

Built so an engineer can check the numbers

  • Missing is not zero

    A reading with no value shows as empty, with its state. A balance that cannot be assessed says so instead of showing a figure.

  • Measured apart from inferred

    Each exception marks which readings were measured and which were inferred, and what the data cannot confirm.

  • People keep the decision

    Recommendations wait for a person. Accounting and fuel payment stay in your ERP.

FAQ

Questions from energy teams

Which power sources can it read?

Grid, DG, battery, solar and fuel data can be read for one site. What a site reports depends on its controllers and meters, and is defined for each deployment.

How is actual compared with expected?

Each check sets the observed reading beside the expected value and shows the result. How expected values are set depends on the site and the data available, and is agreed for each deployment.

What happens when data is missing or stale?

The reading shows as empty with its state, such as Stale or Disconnected. When the data is not good enough, the balance is marked as not assessable instead of estimated.

Does it act on its own?

No. It prepares a finding and recommends an action. A person decides, and the decision is recorded on the case.

Does it replace our energy or fuel accounting?

No. It reads from the systems you already run. Accounting and payment stay with your ERP.

Energy Management

Which site would you like to look at first?

Bring a real case. An MLNetworks expert will walk through it with you.

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More of the platform

Every part uses the same sites and assets. Start where the need is greatest and add the next when you are ready.