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 |
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.

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.

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

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.

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.

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

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.

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.

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.

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

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 |
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 |
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