DocumentCode :
121584
Title :
High frequency irradiance and power output for grid integration and storage evaluations
Author :
Frank, Jaclyn D. ; Beaucage, Philippe ; Brower, Michael C.
Author_Institution :
AWS Truepower, LLC, Albany, NY, USA
fYear :
2014
fDate :
8-13 June 2014
Firstpage :
1011
Lastpage :
1013
Abstract :
This paper describes the synthesis of solar photovoltaic output time series for grid integration studies and storage evaluation in locations where direct observations of irradiance are not available. An approach combining the flexibility of a numerical weather prediction model, satellite data, and the accuracy of on-site measurements is used. The method has recently been used to generate data for studies in Hawaii. Modeled data compared well to surface measurements of irradiance and power, however a negative bias in irradiance and positive bias in power was found. Variability at the aggregate of all locations sampled was found to be consistent with measured values. A stochastic-kinematic cloud model was used to simulate cloud movement and create two years of two-second irradiance and power production data in Hawaii. The results suggest the coupled model is able to simulate the behavior of the solar resource as well as its high-frequency fluctuations, or ramps, with acceptable accuracy. The modeled ramp distributions agreed well with the observed distributions for both individual sites and site aggregates at various time intervals. Overall, the modeled data were found to match the statistical characteristics of observed data with acceptable accuracy, and were deemed suitable for use in grid integration studies.
Keywords :
photovoltaic power systems; power grids; time series; Hawaii; cloud movement; grid integration; high-frequency irradiance; modeled ramp distributions; numerical weather prediction model; on-site measurement accuracy; power output; power production data; satellite data; solar photovoltaic output time series; statistical characteristics; stochastic-kinematic cloud model; storage evaluation; surface measurement; two-second irradiance; Atmospheric modeling; Clouds; Data models; Numerical models; Photovoltaic systems; Predictive models; PV production; grid integration; high frequency; irradiance; modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Photovoltaic Specialist Conference (PVSC), 2014 IEEE 40th
Conference_Location :
Denver, CO
Type :
conf
DOI :
10.1109/PVSC.2014.6925085
Filename :
6925085
Link To Document :
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