Implications of Wide-Area Geographic Diversity for Short- Term Variability of Solar Power

LBNL-3884E E RNEST O RLANDO L AWRENCE B ERKELEY N ATIONAL L ABORATORY Implications of Wide-Area Geographic Diversity for Short- Term Variability of Solar Power Andrew Mills and Ryan Wiser Environmental Energy Technologies Division September 2010 Download from http://eetd.lbl.gov/EA/EMP The work described in this paper was funded by the U.S. Department of Energy (Office of Energy Efficiency and Renewable Energy and Office of Electricity Delivery and Energy Reliability) under Contract No. DE-AC02-05CH11231.

[1]  E. D. Farmer,et al.  Economic and operational implications of a complex of wind-driven generators on a power system , 1980 .

[2]  Stephen Lee,et al.  Load-Following and Spinning-Reserve Penalties for Intermittent Generation , 1981, IEEE Transactions on Power Apparatus and Systems.

[3]  P. M. Anderson,et al.  The Effect of Photovoltaic Power Generation on Utility Operation , 1984 .

[4]  J. V. Healey,et al.  The effects of non-coherence on energy extraction from a turbulent wind , 1984 .

[5]  R. Ramakumar,et al.  The Effects of Moving Clouds on Electric Utilities with Dispersed Photovoltaic Generation , 1987, IEEE Transactions on Energy Conversion.

[6]  E. C. Kern,et al.  Spatial and temporal irradiance variations over large array fields , 1988, Conference Record of the Twentieth IEEE Photovoltaic Specialists Conference.

[7]  Ward Jewell,et al.  Limits on cloud-induced fluctuation in photovoltaic generation , 1990 .

[8]  M. J. Grubb,et al.  Value of variable sources on power systems , 1991 .

[9]  G. McNerney,et al.  The statistical smoothing of power delivered to utilities by multiple wind turbines , 1992 .

[10]  Yih-huei Wan,et al.  Factors Relevant to Utility Integration of Intermittent Renewable Technologies , 1993 .

[11]  Saifur Rahman,et al.  Value analysis of intermittent generation sources from the system operations perspective , 1993 .

[12]  H. Asano,et al.  Influence of photovoltaic power generation on required capacity for load frequency control , 1996 .

[13]  Kosuke Kurokawa,et al.  Study on areal solar irradiance for analyzing areally-totalized PV systems , 1997 .

[14]  B. Kirby,et al.  Short-Term Power Fluctuation of Wind Turbines: Analyzing Data from the German 250-MW Measurement Program from the Ancillary Services Viewpoint , 1999 .

[15]  Damian Flynn,et al.  Modelling the Impact of Wind Power Fluctuations on the Load following Capability of an Isolated Thermal Power System , 2000 .

[16]  K. Kiefer,et al.  Power characteristics of PV ensembles: experiences from the combined power production of 100 grid connected PV systems distributed over the area of Germany , 2001 .

[17]  Chris A. Glasbey,et al.  Spatio-temporal variability of solar energy across a region: a statistical modelling approach , 2001 .

[18]  Goran Strbac,et al.  QUANTIFYING THE SYSTEM COSTS OF ADDITIONAL RENEWABLES IN 2020 , 2002 .

[19]  Michael Milligan,et al.  Output Power Correlation Between Adjacent Wind Power Plants , 2003 .

[20]  Koji Yamaguchi,et al.  Smoothing effects of distributed wind turbines. Part 1. Coherence and smoothing effects at a wind farm , 2004 .

[21]  Y. Wan,et al.  Primer on Wind Power for Utility Applications , 2005 .

[22]  Hannele Holttinen,et al.  Hourly wind power variations in the Nordic countries , 2005 .

[23]  M. O'Malley,et al.  A new approach to quantify reserve demand in systems with significant installed wind capacity , 2005, IEEE Transactions on Power Systems.

[24]  Kenji Otani,et al.  An evaluation method of the fluctuation characteristics of photovoltaic systems by using frequency analysis , 2006 .

[25]  California Power Grid INTERMITTENCY ANALYSIS PROJECT: APPENDIX B IMPACT OF INTERMITTENT GENERATION ON OPERATION OF , 2007 .

[26]  P. Sorensen,et al.  Power Fluctuations From Large Wind Farms , 2007, IEEE Transactions on Power Systems.

[27]  R. Belmans,et al.  Fluctuations in instantaneous clearness index: Analysis and statistics , 2007 .

[28]  E.A. DeMeo,et al.  Utility Wind Integration and Operating Impact State of the Art , 2007, IEEE Transactions on Power Systems.

[29]  P. Denholm,et al.  Evaluating the Limits of Solar Photovoltaics (PV) in Traditional Electric Power Systems , 2007 .

[30]  P. Denholm,et al.  Land-use requirements and the per-capita solar footprint for photovoltaic generation in the United States , 2008 .

[31]  J. Apt,et al.  The character of power output from utility‐scale photovoltaic systems , 2008 .

[32]  B. Kirby,et al.  An Examination of Capacity and Ramping Impacts of Wind Energy on Power Systems , 2008 .

[33]  J. Apt The spectrum of power from wind turbines , 2008 .

[34]  Viktoria Neimane,et al.  Using Standard Deviation as a Measure of Increased Operational Reserve Requirement for Wind Power , 2008 .

[35]  Joaquin Tovar-Pescador,et al.  Modelling the Statistical Properties of Solar Radiation and Proposal of a Technique Based on Boltzmann Statistics , 2008 .

[36]  Hiroshi Yamaguchi,et al.  A method of estimating the output fluctuation of many photovoltaic power generation systems dispersed in a wide area , 2009 .

[37]  Abraham Ellis,et al.  Understanding Variability and Uncertainty of Photovoltaics for Integration with the Electric Power System , 2009 .

[38]  Mark O'Malley,et al.  Comment on "Air emissions due to wind and solar power". , 2009, Environmental science & technology.

[39]  Lennart Söder,et al.  Design and operation of power systems with large amounts of wind power , 2009 .

[40]  Michael Milligan,et al.  Capacity Requirements to Support Inter-Balancing Area Wind Delivery , 2009 .

[41]  M. O'Malley,et al.  Unit Commitment for Systems With Significant Wind Penetration , 2009, IEEE Transactions on Power Systems.

[42]  Ryan Wiser,et al.  2009 Wind Technologies Market Report , 2010 .

[43]  T. Hoff,et al.  QUANTIFYING PV POWER OUTPUT VARIABILITY , 2010 .

[44]  Kara Clark,et al.  Western Wind and Solar Integration Study , 2011 .