Picture of Emil Constantinescu

Emil Mihai
Constantinescu
emconsta[at]mcs.anl.gov
Office #: 2151

Computational Mathematician
Mathematics and Computer Science
Argonne National Laboratory

Fellow of the Computation Institute
University of Chicago


Homepage

Research

- Time stepping
- Uncertainty
- AMR
Publications
ANL Stuff

Watt-sun: A Multi-scale, Multi-Model, Machine-Learning Solar Forecasting Technology

Funding: SunShot Initiative, Office of Energy Efficiency & Renewable Energy, Department of Energy

Synopsis: Use big data processing and self-adjusting algorithms to integrate different prediction models and learning technologies. These projects are working with the Energy Department and the National Oceanic and Atmospheric Association to improve the accuracy of solar forecasts and share the results of this work with industry and academia. Enhanced solar forecasting technologies will help power system operators to integrate cost-competitive, reliable solar energy into the electricity grid. [source EERE].

Publications

  • {WEB}Ilias Bilionis*, Emil M. Constantinescu, and Mihai Anitescu, "Data-driven model for solar irradiation based on satellite observations." Vol 110, Pages 22-38, Solar Energy, 2014.

     

Forecast analysis:

irradiance forecast irradiance error
Today's irradiance and observations at Argonne Met Tower Today's irradiance error as compared with CliPer
irradiance forecast irradiance forecast
Today's irradiance and observations at Argonne Met Tower with no atmosphere Irradiance forecast using GPs

Press:

Links:

irradiance forecast irradiance forecast
Today's irradiance forecast and observations at Argonne Met Tower Today's irradiance forecast at 10AM and observations at Argonne Met Tower
irradiance forecast irradiance forecast
Today's or yesterday's irradiance forecast at noon and observations at Argonne Met Tower Today's or yesterday's irradiance forecast at 2 PM and observations at Argonne Met Tower

Other statistics

 

 

irradiance correlogram forecast irradiance autocorrelation
irradiance correlogram forecast irradiance autocorrelation
CliPer performance CliPer score
  irradiance autocorrelation
  Today's autocorrelation of observed irradiance
irradiance correlogram forecast irradiance autocorrelation
Today's climatology correlogram [CST] at Argonne Met Tower Today's autocorrelation of observed-climatology irradiance

 

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