Toward Evaluating Short-Term Predictions of Solar Irradiance at the Surface: Persistence, Satellite-Based Trajectory and Numerical Weather Prediction Models

Steven D. Miller, Cynthia L. Combs, Duli Chand, Manajit Sengupta, Andrew K. Heidinger

Research output: Contribution to conferencePaperpeer-review

5 Scopus Citations

Abstract

Herein we describe our efforts and initial results of collaborations between the Cooperative Institute for Research in the Atmosphere (CIRA) and National Renewable Energy Laboratory (NREL) to develop and evaluate short term forecasting methods of solar irradiance at the surface by way of persistence, satellite based cloud trajectory, and Numerical Weather Prediction (NWP) model cloud forecasting. We enlist an assortment of well calibrated surface radiation sites (including the National Oceanic and Atmospheric Administration (NOAA) SURFace RADiation (SURFRAD) network and NREL affiliated stations) as validation for models of persistence, satellite analyses from Geostationary Operational Environmental Satellites (GOES; i.e., retrievals of cloud mask, type, and optical properties that feed into a surface irradiance model), and NWP (predictions from the NOAA High Resolution Rapid Refresh, or HRRR). Also discussed is a method in development to leverage satellite derived cloud cover statistics, conditioned on NWP predicted regional scale meteorological patterns, to forecast mid to long term surface irradiance trends.

Original languageAmerican English
Pages285-292
Number of pages8
StatePublished - 2011
Event40th ASES National Solar Conference 2011, SOLAR 2011 - Raleigh, NC, United States
Duration: 17 May 201120 May 2011

Conference

Conference40th ASES National Solar Conference 2011, SOLAR 2011
Country/TerritoryUnited States
CityRaleigh, NC
Period17/05/1120/05/11

NREL Publication Number

  • NREL/CP-5500-55069

Keywords

  • develop
  • evaluation
  • satellite analysis
  • short tem forecasting
  • solar irradiance
  • utility scale PV

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