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Estimating regulating reserves requirements as wind generation increases: A problem definition. Paul Hines, Ph.D. University of Vermont. Motivation. Wind is variable Wind is intermittent Regulation is expensive How much regulation is needed as wind increases?.
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Estimating regulating reserves requirements as wind generation increases: A problem definition Paul Hines, Ph.D. University of Vermont
Motivation • Wind is variable • Wind is intermittent • Regulation is expensive • How much regulation is needed as wind increases?
Why do we need regulation? • Regulate frequency • Minimize deviationsfrom scheduled interchanges • ACE(t) = Gen. + Scheduled net imports – Load
How much is needed? • NERC requires the following: • where L10 is a threshold, t is in seconds. • IE: 90% of 10 minute windows need to have small total ACE
Problem definition • Find the minimum cost way to meet the NERC requirement Cost/Qty of regulation NERC rule Regulation limit Ramp-rate limit Generator dynamics
Existing results • CA/KEMA (2010) study concludes that high-speed storage is needed to meet regulation needs. • SPP (CRA) (2010) study proposes: • finds that regulation requirements can be met with existing resources • CAISO (2010) agrees with SPP • Many academic papers assume that wind followsa Gaussian probability distribution
Wind data • Compare solutions from “Gaussian wind” and real wind Real wind data, 31% CF, Std. Dev. ΔP = 21 MW Gaussian data, 31% CF, Std. Dev. ΔP = 21 MW
Probability of 10 minute changes • Real wind data certainly deviates from the Gaussian. • Even if we use “3 sigma” we will underestimate the need for balancing resources.
Reserves to Wind Ratio • Where does the the linear trend end?
In the frequency domain Gaussian data Real wind data
Research questions • Quantity of regulation vs. qty of wind? • Compare results for Normal and Real wind. • How well do heuristic methods perform? • How do regulation requirements change with high-speed storage in the mix? • Is the NERC requirement adequate or appropriate given increasing wind? • What happens when control areas are aggregated? • Do regulation requirements per MW wind decrease?