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2015 | OriginalPaper | Buchkapitel

Statistical Analyses of Wind and Solar Energy Resources for the Development of Hybrid Microgrid

verfasst von : Abubakar Abdulkarim, Sobhy M. Abdelkader, D. John Morrow

Erschienen in: 2nd International Congress on Energy Efficiency and Energy Related Materials (ENEFM2014)

Verlag: Springer International Publishing

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Abstract

In this paper, a procedure for the statistical analyses of wind and solar energy resources are investigated in order to determine the accurate frequency distribution for the development of hybrid microgrid. The frequency distributions used for wind speed data analysis include Weibull, Rayleigh and Gamma distribution functions. On the other hand the frequency distributions used for the analysis of solar radiation data include Weibull, Logistics, lognormal, Beta and Gamma functions. The performance of the probability distributions used in the wind speed analyses are based on the error evaluations between the predicted and the theoretical wind power densities of the site. Similarly, the performance of the probability distribution functions used in the solar radiation data were judged based on Kolmogorov-Smirnov, Anderson-Darling and Chi-Square tests. The goodness of fit tests (GOF) results of the wind speed analyses show that Weibull distribution performed better compared to Rayleigh and Gamma distributions. On the other hand Beta distribution fitted the solar radiation data better than all other distributions models.

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Literatur
1.
Zurück zum Zitat A. Zaharim, A.M. Razali, R.Z. Abidin, K. Sopian, Fitting of statistical distributions to wind speed data in Malaysia. Eur. J. Sci. Res. 26(1), (2009) A. Zaharim, A.M. Razali, R.Z. Abidin, K. Sopian, Fitting of statistical distributions to wind speed data in Malaysia. Eur. J. Sci. Res. 26(1), (2009)
2.
Zurück zum Zitat N.C. Ali, A statistical analysis of wind power density based on the Weibull and Rayleigh models at the southern region of Turkey. Renew. Energy 29, 593–604 (2003) N.C. Ali, A statistical analysis of wind power density based on the Weibull and Rayleigh models at the southern region of Turkey. Renew. Energy 29, 593–604 (2003)
3.
Zurück zum Zitat A. Kamran, A.K. Alamgir, A. Sajjad, D.M.K. Amjad, K. Umair, Statistical analysis of wind speed data in Pakistan. World Appl. Sci. J. 18(11), 1533–1539 (2012) A. Kamran, A.K. Alamgir, A. Sajjad, D.M.K. Amjad, K. Umair, Statistical analysis of wind speed data in Pakistan. World Appl. Sci. J. 18(11), 1533–1539 (2012)
4.
Zurück zum Zitat V.W. Atul, P. Thatkar, R.K. Dase, T.V. Tandale, Modified anderson darling test for wind speed data. Int. J. Comput. Sci. Emerg. Technol. 2(2), 2044–6004 (2011) V.W. Atul, P. Thatkar, R.K. Dase, T.V. Tandale, Modified anderson darling test for wind speed data. Int. J. Comput. Sci. Emerg. Technol. 2(2), 2044–6004 (2011)
5.
Zurück zum Zitat S. Ahmed, H. Ohammed, A statistical analysis of wind power density based on the Weibull and Raleigh models of Penjwen region Sulaimani-Iraq. JJMIE 6(2), 135–140 (2012) S. Ahmed, H. Ohammed, A statistical analysis of wind power density based on the Weibull and Raleigh models of Penjwen region Sulaimani-Iraq. JJMIE 6(2), 135–140 (2012)
6.
Zurück zum Zitat T.P. Chang, Investigation on frequency distribution of global radiation using different probability density functions. Int. J. Appl. Sci. Eng. 8(2), 99–107 (2010) T.P. Chang, Investigation on frequency distribution of global radiation using different probability density functions. Int. J. Appl. Sci. Eng. 8(2), 99–107 (2010)
7.
Zurück zum Zitat C.O. Osueke, P. Uzendu, I.D. Ogbonna, Study and evaluation of solar enegry variation in Nigeria. IJETAE 3(6), 501–505 (2013) C.O. Osueke, P. Uzendu, I.D. Ogbonna, Study and evaluation of solar enegry variation in Nigeria. IJETAE 3(6), 501–505 (2013)
8.
Zurück zum Zitat M. Ghitany, N.F. ElNashar, Ftting Weibull distribution to ultraviolet solar radiation data. Int. J. Sustain. Energy Taylor Francis 24(4), 167–173 (2005)CrossRef M. Ghitany, N.F. ElNashar, Ftting Weibull distribution to ultraviolet solar radiation data. Int. J. Sustain. Energy Taylor Francis 24(4), 167–173 (2005)CrossRef
9.
Zurück zum Zitat G. Tina, S. Gagliano, Probability analysis of weather data for energy assessments of hybrid solar/wind power system. In 4th International Conference on Energy, Environment Ecosystems and Sustainable Development, Algarve, Portugal (2008) G. Tina, S. Gagliano, Probability analysis of weather data for energy assessments of hybrid solar/wind power system. In 4th International Conference on Energy, Environment Ecosystems and Sustainable Development, Algarve, Portugal (2008)
10.
Zurück zum Zitat M. Patel, Wind and Solar Power System, Design, Analysis and Operations, 2nd edn. (CRC Press, Taylor Francis, USA, 2006) M. Patel, Wind and Solar Power System, Design, Analysis and Operations, 2nd edn. (CRC Press, Taylor Francis, USA, 2006)
11.
Zurück zum Zitat R. Billinton, R.N. Allen, Reliability Evaluation of Engimneering Systemes Concepst and Techniques (Plenum, New York, 1993) R. Billinton, R.N. Allen, Reliability Evaluation of Engimneering Systemes Concepst and Techniques (Plenum, New York, 1993)
12.
Zurück zum Zitat O. Olaope, K. Folly, Statistical analysis of the wind resources at darling for energy production. Int. J. Renew. Energy Res. 2, 250–261 (2012) O. Olaope, K. Folly, Statistical analysis of the wind resources at darling for energy production. Int. J. Renew. Energy Res. 2, 250–261 (2012)
13.
Zurück zum Zitat S. Ahmed, Comparative study of four methods for Weibull parameters for Halabja, Iraq. Int. J. Phys. Sci. 8, 186–192 (2013) S. Ahmed, Comparative study of four methods for Weibull parameters for Halabja, Iraq. Int. J. Phys. Sci. 8, 186–192 (2013)
14.
Zurück zum Zitat R. Kollu, S. Rayapudi, S. Narasimham, K.M. Pakkurthi, Mixture probability distribution functions to model wind speed distributions. IJEEE 3(27), 1–10 (2012) R. Kollu, S. Rayapudi, S. Narasimham, K.M. Pakkurthi, Mixture probability distribution functions to model wind speed distributions. IJEEE 3(27), 1–10 (2012)
Metadaten
Titel
Statistical Analyses of Wind and Solar Energy Resources for the Development of Hybrid Microgrid
verfasst von
Abubakar Abdulkarim
Sobhy M. Abdelkader
D. John Morrow
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-16901-9_2