The Value of Real-Time Wind Forecasting
The value of spot market purchases required to balance the grid can cost from -$100/Megawatt hour (MWh) (during times of oversupply) up to $6,000/MWh (during times of supply shortages), depending upon wholesale supply conditions. Near real-time forecasting data for wind could be worth millions of dollars – both earned and saved. So far, few of the handful of firms that provide wind resource assessment and forecasting have developed a coherent business strategy to tap this emerging market for their products and services.
When compared to simple reliance upon climatology, an advanced forecasting system will reduce short-term forecasting errors by 40 to 60 percent. The bar chart below illustrates the magnitude of potential revenue losses, which can reach almost $4/MWh.
The error rate in day-ahead wind forecasts for any single wind farm is between 12 percent and 20 percent. But if these forecasts are aggregated across an entire region, error rates drop to roughly 5 percent. Even that level of error carries large financial impacts.
In Europe, where wind penetration is greatest, the costs of the variability of wind have largely been socialized. Therefore grid operators have not had as strong of an incentive to keep track of near real-time wind data.
In the U.S., forecast markets vary considerably by region. The Midwest Independent System Operator (MISO) appears to be developing the most advanced market for wind forecasting services, as it changes its market rules to fully integrate wind into its scheduling markets. The new market redesign will include a “dispatchable intermittent” category where any wind farm would be treated virtually the same as traditional generation, with only one special provision. Instead of dispatching wind at the amount that generators offered into the market, MISO will dispatch these resources up to the maximum MW output figures provided by a real-time forecasting system.
Current best bets for near-term are “nodal markets” where spot prices are segmented according to different transmission line nodes. In these nodal markets, generation units are typically committed to provide power every 15 minutes; power is dispatched every five minutes, offering multiple opportunities to buy and sell. To date, the California Independent System Operator (CAISO), MISO, Pennsylvania, New Jersey and Maryland (PJM) ISO and now ERCOT are all in varying degrees of nodal market development. To give a sense of scale, the Texas transmission market will feature 4,000 different nodes.