What can reanalysis data tell us about wind power?

被引:62
|
作者
Rose, Stephen [1 ]
Apt, Jay [1 ,2 ]
机构
[1] Carnegie Mellon Univ, Tepper Sch Business, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Dept Engn & Publ Policy, Pittsburgh, PA 15213 USA
基金
美国安德鲁·梅隆基金会;
关键词
Wind power variability; Reanalysis; Wind integration; Wind power finance; AMERICAN REGIONAL REANALYSIS; VARIABILITY; ENERGY; SPEED;
D O I
10.1016/j.renene.2015.05.027
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Reanalysis data sets have become a popular data source for large-scale wind power analyses because they cover large areas and long time spans, but those data are uncertain representations of "true" wind speeds. In this work we develop a model that systematically quantifies the uncertainties across many sites and corrects for biases of the reanalysis data. We apply this model to 32 years of reanalysis data for 1002 plausible wind-plant sites in the U.S. Great Plains to estimate variability of wind energy generation and the smoothing effect of aggregating distant wind plants. We find the coefficient of variation (COV) of annual energy generation of individual wind plants in the Great Plains is 5-12%, but the COV of all those plants aggregated together is 3.0%. The year-to-year variability (of interest to system planners) shows a maximum step change of similar to 10%, and the wind power varies by +/- 7.5% over a 32-year period. Similarly, the average variability of quarterly cash flow to equity investors in a single wind plant is 29%, but that can be reduced to 18-21% by creating small portfolios of two wind plants selected from regions with low correlations of wind speed. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:963 / 969
页数:7
相关论文
共 50 条
  • [1] What can US city price data tell us about purchasing power parity?
    Chen, LL
    Devereux, J
    [J]. JOURNAL OF INTERNATIONAL MONEY AND FINANCE, 2003, 22 (02) : 213 - 222
  • [2] What gas exchange data can tell us about photosynthesis
    Sharkey, Thomas D.
    [J]. PLANT CELL AND ENVIRONMENT, 2016, 39 (06): : 1161 - 1163
  • [3] What can cutans tell us about?
    T. A. Sokolova
    [J]. Eurasian Soil Science, 2008, 41 (1) : 102 - 104
  • [4] WHAT CAN POWER SPECTRUM ANALYSIS TELL US ABOUT CONTROL OF THE CIRCULATION
    CANT, JR
    PAGANELLI, WC
    BARGER, AC
    [J]. FEDERATION PROCEEDINGS, 1985, 44 (04) : 1035 - 1035
  • [5] What can surface wind observations tell us about interannual variation in wind energy output?
    Millstein, Dev
    Bolinger, Mark
    Wiser, Ryan
    [J]. WIND ENERGY, 2022, 25 (06) : 1142 - 1150
  • [6] What catch data can tell us about the status of global fisheries
    Froese, Rainer
    Zeller, Dirk
    Kleisner, Kristin
    Pauly, Daniel
    [J]. MARINE BIOLOGY, 2012, 159 (06) : 1283 - 1292
  • [7] What can grocery basket data tell us about health consciousness?
    Prasad, Ashutosh
    Strijnev, Andrei
    Zhang, Qin
    [J]. INTERNATIONAL JOURNAL OF RESEARCH IN MARKETING, 2008, 25 (04) : 301 - 309
  • [8] What catch data can tell us about the status of global fisheries
    Rainer Froese
    Dirk Zeller
    Kristin Kleisner
    Daniel Pauly
    [J]. Marine Biology, 2012, 159 : 1283 - 1292
  • [9] What Angles Can Tell Us About What Holes Are Not
    Meadows, Phillip John
    [J]. ERKENNTNIS, 2013, 78 (02) : 319 - 331
  • [10] What Angles Can Tell Us About What Holes Are Not
    Phillip John Meadows
    [J]. Erkenntnis, 2013, 78 : 319 - 331