Pitfalls of modeling wind power using Markov chains

2009 IEEE/PES Power Systems Conference and Exposition, PSCE 2009

Volumn , Issue , 2009, Pages

  Brokish, Kevin ^a   Kirtley, James ^a  

^a USA   (United States)

Author keywords

Energy storage; Markov processes; Modeling; Wind energy; Wind power generation

Indexed keywords

MARKOV CHAIN; MICRO GRID; MODELING; OTHER APPLICATIONS; SIMULATION TIME; SPINNING RESERVES; STORAGE REQUIREMENTS; SYNTHETIC DATA; TIME STEP; WIND DATA; WIND ENERGY; WIND SPEED;

ELECTRIC GENERATORS; ELECTRIC POWER GENERATION; ELECTRIC POWER TRANSMISSION NETWORKS; ENERGY STORAGE; FLYWHEELS; MARKOV PROCESSES; POWER TRANSMISSION; SIMULATORS;

WIND POWER;

EID: 70349180643     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PSCE.2009.4840265     Document Type: Conference Paper

References (9)

1. D. Jones and M. Lorenz, "An application of a Markov chain noise model to wind generator simulation," Mathematics and Computers in Simulation, vol.28, pp. 391-402, 1986.
2. F. Kaminsky, R. Kirchoff, C. Syu, and J. Manwell, "A comparison of alternative approaches for the synthetic generation of a wind speed time series," Journal of Solar Energy Engineering, vol. 113, pp. 280-289, 1991.
3. A. D. Sahin and Z. Sen, "First-order Markov chain approach to wind speed modelling," Journal of Wind Engineering and Industrial Aerodynamics, vol.89, pp. 263-269, 2001. (Pubitemid 32235786)
4. F. Y. Ettoumi, H. Sauvageot, and A. Adane, "Statistical bivariate modelling of wind using first-order Markov chain and Weibull distribution," Renewable Energy, vol. 28, pp. 1787-1802, 2003.
5. H. Nfaoui, H. Essiarab, and A. Sayigh, "A stochastic Markov chain model for simulating wind speed time series at Tangiers, Morocco," Renewable Energy, vol.29, pp. 1407-1418, 2004.
6. A. Shamshad, M. Bawadi, W. W. Hussin, T. Majid, and S. Sanusi, "First and second order Markov chain models for synthetic generation of wind speed time series," Energy, vol. 30, pp. 693-708, 2005.
7. G. Papaefthymiou and B. Klockl, "MCMC for wind power simulation," IEEE Transactions on Energy Conversion, vol.23, no.1, pp. 234-240, Mar. 2008.
8. D. P. Bertsekas and J. N. Tsitsiklis, Introduction to Probability. Belmont, Massachusetts: Athena Scientific, 2002, ch. 6, pp. 314-315,332.
9. C. Chatfield, The Analysis of Time Series: An Introduction, 4th ed. London, England: Chapman & Hall, 1989, ch. 4, p. 49.