Unity AI Insights: Classification Flag for Wind Turbines

Last Modified on 2025-05-08 19:24:43 +0200

The Classification Flag evaluates the state of a wind turbine based on time-series data (excluding any events data).

The flag can be used to generate events in Unity APM, via configuration of the Automation service. It can also be used to evaluate the quality of OEM events, as it simplifies the comparison of events and time-series data.

Classification Flag value

Description

0

Full Performance

1

Utility Curtailment

2

Uprated or Overpower

3

Data Outside Evaluation Limits

4

Nacelle Wind Speed Anomaly

5

Derate

6

Degraded Icing

7

Downtime Icing

8

Turbine Down

9

Site Down

10

Degraded Unknown

11

Overdesign

-1

Missing or invalid inputs

Functionality

The Classification Flag algorithm runs once daily, analyzing data from the previous day. It executes a cascade of characterizations for different turbine states, recording the highest priority condition. This results in a single state classification for each data interval (i.e., each timestamp), shown on the power curve below, as well as the classification results and upper and lower confidence curves.

Note

  • The algorithm evaluates turbine states using measured upper and lower confidence power curves. If these are unavailable, the Performance Index KPI serves as an approximate substitute. However, upper and lower confidence curves provide more accurate results, so it is strongly recommended to configure or supply these.

  • Updating power curves is essential to ensure the ongoing validity of Classification Flag outputs over time, since anemometer replacements, software updates, or parameter changes can affect wind speed readings.

image-20250114-154022.png

1. Utility Curtailment

Utility Curtailment occurs whenever wind turbines are curtailed by the Power Plant Controller (PPC), as reflected in the Utility Active Power Setpoint signal. This is evaluated separately in the Curtailment Flag Unity APM: Curtailment Flag, where a state value of [1, 3, or 5] indicates curtailment with corresponding energy losses.

image-20250114-154112.png

2. Uprated or Overpower

Uprated or Overpower refers to when wind turbines operate above their rated capacity, either intentionally (uprated) or unintentionally (overpower).

image-20250114-154138.png

3. Overdesign

Overdesign is when a site’s AC capacity is higher than the site’s contractual limit of allowable AC capacity to output to the grid (the Active Export Power Limit). This means that some wind turbines will intentionally be derated, in order to limit the total production to meet the contractual limit.

image-20250114-154208.png

4. Site Down

Site Down indicates that all of a site’s wind turbines have stopped.

image-20250114-155639.png

5. Turbine Down

Turbine down indicates periods when wind turbines are stopped despite sufficient wind speed for operation, within the range defined by the Rated Cut-In and Rated Cut-Out thresholds.

image-20250114-154306.png

6. Down Icing

Down Icing occurs with the same conditions as Turbine Down, with an additional meteorological data factor suggesting icing that is likely.

image-20250114-154534.png

7. Outside Evaluation Limits

Outside Evaluation Limits refer to periods excluded from analysis when wind speed falls outside the Rated Cut-In and Rated Cut-Out range, while active power remains at least 1% of the AC Capacity.

image-20250114-154331.png

8. Nacelle Wind Speed (NWS) Anomaly

Anomalies in the Nacelle Wind Speed are detected when a wind turbine appears to be generating more power than the power curve indicates is possible. This could indicate that an anemometer is blocked, broken, or otherwise misreading the wind speed.

image-20250114-155743.png

9. Derate

Intentional derating of a wind turbine involves deliberately reducing its maximum power output to address factors such as high temperatures or excessive loads, promoting more stable operation and extending the turbine's lifespan.

image-20250114-155256.png

10. Degraded Icing

Indicates Degraded performance of a wind turbine when the meteorological conditions show that icing is likely.

image-20250114-160412.png

11. Degraded Unknown

Indicates Degraded performance of a wind turbine without a detected root cause.

image-20250114-155326.png

12. Full Performance

Any data which is not identified by the above tests is considered as Full Performance.

image-20250114-154921.png

Inputs

Signals & Metadata - Site

Device Type

Signal

Measurement Type

Calculation Type

Unit

Calculation Period

Optional?

Site

ActivePowerGenerators

Power

Final

kW

siteTR

Site

ActivePowerExpected

Power

Final

kW

siteTR

Site

ACCapacity

Metadata

Signals & Metadata - Wind Turbine

Device Type

Signal

Measurement Type

Calculation Type

Unit

Calculation Period

Optional?

WindTurbine

ActivePower

Power

Final

kW

siteTR

WindTurbine

ActivePower

Flag

CascadeFlag

-

siteTR

WindTurbine

WindSpeedAdjusted

Wind Speed

Calculated

m/s

siteTR

WindTurbine

WindSpeed

Flag

CascadeFlag

-

siteTR

WindTurbine

ActivePowerExpected

Power

Final

kW

siteTR

WindTurbine

ActivePowerExpected

Power

LowerControlLimit

kW

siteTR

Yes

WindTurbine

ActivePowerExpected

Power

UpperControlLimit

kW

kW

Yes

WindTurbine

ActivePowerExpectedAsBuilt

Power

Calculated

kW

siteTR

WindTurbine

AmbientTemperature

Temperature

Final

degrees

siteTR

Yes

WindTurbine

AmbientTemperature

Flag

CascadeFlag

-

siteTR

Yes

WindTurbine

CurtailmentFlag

Flag

Calculated

-

siteTR

Yes

WindTurbine

PossibleIcingFlag

Flag

Calculated

-

siteTR

Yes

WindTurbine

AC Capacity

Metadata

WindTurbine

Rated Cut In

Metadata

Yes

WindTurbine

Rated Cut Out

Metadata

Yes

Outputs

Device Type

Signal

Measurement Type

Calculation Type

Unit

Calculation Period

WindTurbine

ClassificationFlag

Flag

Calculated

-

siteTR

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