Small wind / Buyer questions
Energy and economics
Can a few high-wind hours dominate an optimistic small-wind forecast?
The short answer
A small number of high-wind intervals can have a disproportionate influence on some energy estimates. Their importance depends on the applicable curve and operating restrictions, not simply on the wind-speed cube. Show their contribution and evidence quality so the buyer can see whether the project case relies heavily on a poorly supported tail.
Break down the annual contribution
Separate generation by speed range or another documented resource grouping. Identify the high-wind observations, their valid duration and the measurement method. Check for clipping, missing values, duplicated records or unsupported extrapolation in that part of the dataset.
Do not delete strong-wind observations merely because they make the total sensitive. The question is whether they are valid and whether the model's response to them is supported.
Apply the actual operating assumptions
Review the curve coverage and configuration-specific behaviour in the relevant conditions. A turbine may limit output or change state; a site may also be unable to use or export all available generation. Those boundaries must be represented explicitly.
Keep rare-event environmental suitability separate from energy opportunity. A high-wind resource bin is not proof that the offered equipment can safely operate through every event included in that bin.
Show a bounded sensitivity result
Recalculate with a defensible alternative treatment of uncertain intervals and identify how the investment conclusion changes. State which values are measured, estimated or unresolved. The result should expose dependence on evidence, not manufacture a preferred forecast.
If a few uncertain hours determine whether the project appears viable, resolve that uncertainty or lower confidence in the proposal before committing. The report should preserve the contribution table, the chosen treatment and its rationale so the annual headline cannot conceal the assumptions carrying most of the claimed benefit.
Sources
- System Advisor Model documentation: turbine curves, hub height and shear
- NREL wind-resource assessment report: measurement analysis and long-term correlation
Examples are illustrative. Confirm product-specific performance, compatibility and supply scope in the applicable documents.