The accurate characterization of seasonal and inter-annual site-level wind energy variability is essential during wind project development. Understanding the features and probability of low-wind years is of particular interest to developers and financers. However, a dearth of long-term, hub-height wind observations makes these characterizations challenging, and thus techniques to improve these characterizations are of great value. To improve resource characterization, we explicitly link wind resource variability (at hub-height, and at specific sites) to regional and synoptic scale wind regimes. Our approach involves statistical clustering of high-resolution modeled wind data, and is applied to California for a period covering 1980-2015. With this approach, we investigate the unique meteorological patterns driving low and high wind years at five separate wind project sites. We also find wind regime changes over the 36-year period consistent with global warming: wind regimes associated with anomalously hot summer days increased at half a day per year and stagnant conditions increased at one-third days per year. Despite these changes, the average annual resource potential remained constant at all project sites. Additionally, we identify correlations between climate modes and wind regime frequency, a linkage valuable for resource characterization and forecasting. Our general approach can be applied in any location and may benefit many aspects of wind energy resource evaluation and forecasting.
机构:
Univ Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Univ Tasmania, ARC Ctr Excellence Climate Extremes, Hobart, Tas, AustraliaUniv Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Udy, Danielle G.
Vance, Tessa R.
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Univ Tasmania, Inst Marine & Antarctic Studies, Australian Antarctic Program Partnership, Hobart, Tas, AustraliaUniv Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Vance, Tessa R.
Kiem, Anthony S.
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Univ Newcastle, Fac Sci, Ctr Water Climate & Land, Callaghan, NSW, AustraliaUniv Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Kiem, Anthony S.
Holbrook, Neil J.
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Univ Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Univ Tasmania, ARC Ctr Excellence Climate Extremes, Hobart, Tas, AustraliaUniv Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
Holbrook, Neil J.
Curran, Mark A. J.
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Univ Tasmania, Inst Marine & Antarctic Studies, Australian Antarctic Program Partnership, Hobart, Tas, Australia
Australian Antarctic Div, Kingston, Tas, AustraliaUniv Tasmania, Inst Marine & Antarctic Studies, Hobart, Tas, Australia
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, State Key Lab Earth Surface Proc & Resource, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, State Key Lab Earth Surface Proc & Resource, Beijing, Peoples R China
Zhang, Zhengtai
Wang, Kaicun
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Beijing Normal Univ, Coll Global Change & Earth Syst Sci, State Key Lab Earth Surface Proc & Resource, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, State Key Lab Earth Surface Proc & Resource, Beijing, Peoples R China
机构:
Univ Cambridge, Ctr Math Sci, Dept Appl Math & Theoret Phys, Cambridge, England
Natl Ctr Atmospher Res, Climate & Global Dynam Div, POB 3000, Boulder, CO 80307 USAUniv Cambridge, Ctr Math Sci, Dept Appl Math & Theoret Phys, Cambridge, England
Whitt, D. B.
Taylor, J. R.
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Univ Cambridge, Ctr Math Sci, Dept Appl Math & Theoret Phys, Cambridge, EnglandUniv Cambridge, Ctr Math Sci, Dept Appl Math & Theoret Phys, Cambridge, England