Economic impacts of advanced weather forecasting on energy system operations

Innovative Smart Grid Technologies Conference, ISGT 2010

Volumn , Issue , 2010, Pages

  Zavala, Victor M ^a   Constantinescu, Emil M ^a   Anitescu, Mihai ^a  

^a ARGONNE NATIONAL LABORATORY   (United States)

Author keywords

Economics; Energy dispatch; Operations; Photovoltaics; Storage; Unit commitment; Weather forecasting; Wind

Indexed keywords

APPLICATION DOMAINS; ECONOMIC IMPACTS; ENERGY SYSTEMS; FORECASTING CAPABILITY; HIGH-PRECISION; NUMERICAL WEATHER PREDICTION MODELS; OPERATIONS; PHOTOVOLTAICS; POWER GRIDS; STORAGE; STORAGE UNITS; WEATHER RESEARCH AND FORECAST MODELS;

ADAPTIVE CONTROL SYSTEMS; ELECTRIC LOAD FORECASTING; ENERGY MANAGEMENT; FEEDBACK; FEEDBACK CONTROL; INNOVATION; PHOTOVOLTAIC EFFECTS; PLANNING; POWER GENERATION; SCHEDULING; STATE FEEDBACK; WIND POWER;

WEATHER FORECASTING;

EID: 77952145112     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISGT.2010.5434772     Document Type: Conference Paper

References (17)

1. G. E. P. BOX, G. JENKINS, AND G. REINSEL, Time Series Analysis: Forecasting and Control, Prentice-Hall, New Jersey, 1994.
2. J. E. BRAUN, Reducing energy costs and peak electricty demand through optimal control of building thermal storage, ASHRAE Transactions, 96 (1990), pp. 876-888.
3. J. E. BRAUN, K. W. MONTGOMERY, AND N. CHATURVEDI, Evaluating the performance of building thermal mass control strategies, HVAC&Research, 7 (2001), pp. 403-428.
4. E. M. CONSTANTINESCU, V. M. ZAVALA, M. ROCKLIN, S. LEE, AND M. ANITESCU, Unit commitment with wind power generation: Integrating wind forecast uncertainty and stochastic programming, Tech. Report ANL/MCS-TM-309, Argonne National Laboratory, 2009.
5. J. JUBAN, L. FUGON, AND G. KARINIOTAKIS, Uncertainty estimation of wind power forecasts, in Proceedings of the European Wind Energy Conference EWEC08, Brussels, Belgium, 2008.
6. E. KALNAY, M. KANAMITSU, R. KISTLER, W. COLLINS, D. DEAVEN, L. GANDIN, M. IREDELL, S. SAHA, G. WHITE, J. WOOLLEN, ET AL., The NCEP/NCAR 40-year reanalysis project, Bulletin of the American Meteorological Society, 77 (1996), pp. 437-471.
7. H. K. LEE, D. M. HIGDON, C. A. CALDER, AND C. H. HOLLOMAN, Efficient models for correlated data via convolutions of intrinsic processes, Statistical Modeling, 5 (2005), pp. 53-74.
8. C. PACIOREK AND M. SCHERVISH, Nonstationary covariance functions for Gaussian process regression, in Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, Bradford Book, 2004, p. 273.
9. T. PALMER, G. SHUTTS, R. HAGEDORN, F. DOBLAS-REYES, T. JUNG, AND M. LEUTBECHER, Representing model uncertainty in weather and climate prediction, Annual Review of Earth and Planetary Sciences, 33 (2005), pp. 163-193.
10. V. S. PAPPALA, I. ERLICH, K. ROHRIG, AND J. DOBSCHINSKI, A stochastic model for the optimal operation of a wind-thermal power system, IEEE Transactions on Power Systems, 24 (2009), pp. 940-950.
11. C. E. RASMUSSEN AND C. K. WILLIAMS, Gaussian Processes for Machine Learning, MIT Press, Cambridge, 2006.
12. S. K. SAHU, S. YIP, AND D. M. HOLLAND, Improved space-time forecasting of next day ozone concentrations in the eastern US, Atmospheric Environment, 43 (2009), pp. 494 - 501.
13. W. SKAMAROCK, J. KLEMP, J. DUDHIA, D. GILL, D. BARKER, M. DUDA, X.-Y. HUANG, W.WANG, AND J. POWERS, A description of the Advanced Research WRF version 3, Tech. Report 475+ STR, NCAR, 2008.
14. O. ULLEBERG, The importance of control strategies in PV-hydrogen systems, Solar Energy, 76 (2004), pp. 323-329.
15. V. ZAVALA, E. CONSTANTINESCU, T. KRAUSE, AND M. ANITESCU, On-line economic optimization of energy systems using weather forecast information, Journal of Process Control, (2009).
16. V. M. ZAVALA, M. ANITESCU, AND T. KRAUSE, On the Optimal On- Line Management of Photovoltaic-Hydrogen Hybrid Energy Systems, in Proceedings of 10th International Symposium on Process Systems Engineering, R. M. de Brito Alves, C. A. O. do Nascimento, and E. C. B. Jr., eds., 2009.
17. V. M. ZAVALA, E.M. CONSTANTINESCU, AND M. ANITESCU, Weather forecast-based optimization of integrated energy systems, Tech. Report ANL/MCS-TM-305, Argonne National Laboratory, 2009.