메뉴 건너뛰기




Volumn 36, Issue 11, 2011, Pages 3091-3097

Classification of wind speed distributions using a mixture of Dirichlet distributions

Author keywords

Mixture of dirichlet distribution; Wind regimes classification; Wind speed distribution; Wind speed fluctuations

Indexed keywords

DIRICHLET DISTRIBUTIONS; DISRUPTIVE EFFECTS; ELECTRICAL POWER; FINITE MIXTURES; GUADELOUPE; HIGH VARIABILITY; METEOROLOGICAL CONDITION; NONPARAMETRIC METHODS; POWER OUT PUT; POWER SHORTAGE; RAPID VARIATION; RENEWABLE ENERGY SOURCE; SAEM ALGORITHM; SHORT TIME INTERVALS; WIND ENERGY PRODUCTION; WIND REGIMES CLASSIFICATION; WIND SPEED; WIND SPEED DISTRIBUTION; WIND SPEED FLUCTUATIONS;

EID: 79957808679     PISSN: 09601481     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.renene.2011.03.024     Document Type: Article
Times cited : (24)

References (65)
  • 1
    • 38949186458 scopus 로고    scopus 로고
    • Technical challenges associated with the integration of wind power into power systems
    • Pavlos Georgilakis S. Technical challenges associated with the integration of wind power into power systems. Renew Sustain Energy Rev 2008, 12:852-863.
    • (2008) Renew Sustain Energy Rev , vol.12 , pp. 852-863
    • Pavlos Georgilakis, S.1
  • 2
    • 13444294236 scopus 로고    scopus 로고
    • And. Garcia R.S. Instantaneous wind energy penetration in isolated grids: concepts and reviews
    • Weisser D. and. Garcia R.S. Instantaneous wind energy penetration in isolated grids: concepts and reviews. Renew Energy 2005, 30:1299-1308.
    • (2005) Renew Energy , vol.30 , pp. 1299-1308
    • Weisser, D.1
  • 3
    • 0017323408 scopus 로고
    • Four probability densities (log-normal, gamma, Weibul
    • Rayleigh) and their application to modelling average hourly wind speed. In: Proceedings of the international solar energy society, sections 14-25;19.6-19.10.
    • Kaminsky FC. Four probability densities (log-normal, gamma, Weibull, and Rayleigh) and their application to modelling average hourly wind speed. In: Proceedings of the international solar energy society, sections 14-25; 1977. 19.6-19.10.
    • (1977)
    • Kaminsky, F.C.1
  • 4
    • 0035555117 scopus 로고    scopus 로고
    • Wind speed distributions: a new catalogue of defined models
    • Chadee J.C., Sharma C. Wind speed distributions: a new catalogue of defined models. Wind Eng 2001, 25:319-337.
    • (2001) Wind Eng , vol.25 , pp. 319-337
    • Chadee, J.C.1    Sharma, C.2
  • 5
    • 42949115026 scopus 로고    scopus 로고
    • Some statistical characteristics of monthly average wind speed at various heights
    • Tar K. Some statistical characteristics of monthly average wind speed at various heights. Renew Sustain Energy Rev 2007, 10.1016/j.rser.2007.01.014.
    • (2007) Renew Sustain Energy Rev
    • Tar, K.1
  • 6
    • 0005574995 scopus 로고
    • An application of distributions derived from the bivariate normal density function.
    • In: Proceedings of the international symposium on probability and statistics in the atmospheric sciences;
    • Smith OE. An application of distributions derived from the bivariate normal density function. In: Proceedings of the international symposium on probability and statistics in the atmospheric sciences; 1971. p. 162-8.
    • (1971) , pp. 162-8
    • Smith, O.E.1
  • 7
    • 0019287597 scopus 로고
    • The estimation of the parameters of the distribution of wind speed and direction
    • McWilliams B., Sprevak D. The estimation of the parameters of the distribution of wind speed and direction. Wind Eng 1980, 4:227-238.
    • (1980) Wind Eng , vol.4 , pp. 227-238
    • McWilliams, B.1    Sprevak, D.2
  • 8
    • 0023164714 scopus 로고
    • Considerations of the effects of winds on the drift of oil slicks at sea: statistical and temporal aspects of wind velocity, direction and persistence
    • Colin B., Coupal B., Frayce D. Considerations of the effects of winds on the drift of oil slicks at sea: statistical and temporal aspects of wind velocity, direction and persistence. Wind Eng 1987, 11:51-65.
    • (1987) Wind Eng , vol.11 , pp. 51-65
    • Colin, B.1    Coupal, B.2    Frayce, D.3
  • 9
    • 42749097896 scopus 로고    scopus 로고
    • A joint probability density function of wind speed and direction for wind energy analysis
    • Carta J.A., Ramirez P., Bueno C. A joint probability density function of wind speed and direction for wind energy analysis. Energy Convers Manage 2008, 49:1309-1320.
    • (2008) Energy Convers Manage , vol.49 , pp. 1309-1320
    • Carta, J.A.1    Ramirez, P.2    Bueno, C.3
  • 10
    • 0027007404 scopus 로고
    • Specific wind energy as a function of mean speed
    • Mihelić-Bogdanić A., Budin R. Specific wind energy as a function of mean speed. Renew Energy 1992, 2:573-576.
    • (1992) Renew Energy , vol.2 , pp. 573-576
    • Mihelić-Bogdanić, A.1    Budin, R.2
  • 11
    • 0013731041 scopus 로고
    • Effective output and availability of wind turbines for household loads
    • Feron P., Lysen E.H. Effective output and availability of wind turbines for household loads. Wind Eng 1981, 5:194-206.
    • (1981) Wind Eng , vol.5 , pp. 194-206
    • Feron, P.1    Lysen, E.H.2
  • 12
    • 0018050413 scopus 로고
    • A comparison of the Weibull and Rayleigh distributions for estimating wind power potential
    • Hennessey J.P. A comparison of the Weibull and Rayleigh distributions for estimating wind power potential. Wind Eng 1978, 2:156-164.
    • (1978) Wind Eng , vol.2 , pp. 156-164
    • Hennessey, J.P.1
  • 13
    • 0017923425 scopus 로고
    • Probability models of wind velocity magnitude and persistence
    • Corotis R.B., Sigl A.B., Klein J. Probability models of wind velocity magnitude and persistence. Sol Energy 1978, 20:483-493.
    • (1978) Sol Energy , vol.20 , pp. 483-493
    • Corotis, R.B.1    Sigl, A.B.2    Klein, J.3
  • 14
    • 33846537309 scopus 로고    scopus 로고
    • Weibull and Rayleigh distribution functions of wind speeds in Kingdom of Bahrain
    • Jowder F.A.L. Weibull and Rayleigh distribution functions of wind speeds in Kingdom of Bahrain. Wind Eng 2006, 30:439-445.
    • (2006) Wind Eng , vol.30 , pp. 439-445
    • Jowder, F.A.L.1
  • 15
    • 0345530078 scopus 로고    scopus 로고
    • A statistical analysis of wind power density based on the Weibull and Rayleigh models at southern region of Turkey
    • Celik A.N. A statistical analysis of wind power density based on the Weibull and Rayleigh models at southern region of Turkey. Renew Energy 2003, 29:593-604.
    • (2003) Renew Energy , vol.29 , pp. 593-604
    • Celik, A.N.1
  • 17
    • 33847385945 scopus 로고    scopus 로고
    • Bayü lken A, Bekdemir Ş. Investigation of wind characteristics and wind energy potential in Kirklareli, Turkey
    • Gökçek M. Bayü lken A, Bekdemir Ş. Investigation of wind characteristics and wind energy potential in Kirklareli, Turkey. Renew Energy 2007, 32:1739-1752.
    • (2007) Renew Energy , vol.32 , pp. 1739-1752
    • Gökçek, M.1
  • 18
    • 0032075820 scopus 로고    scopus 로고
    • Wind power energy potential at the northeastern region of Saudi Arabia
    • Şahin A.Z., Aksakal A. Wind power energy potential at the northeastern region of Saudi Arabia. Renew Energy 1998, 14:435-440.
    • (1998) Renew Energy , vol.14 , pp. 435-440
    • Şahin, A.Z.1    Aksakal, A.2
  • 19
    • 0032004467 scopus 로고    scopus 로고
    • Wind energy potential in Aden-Yemen
    • Algifri A.H. Wind energy potential in Aden-Yemen. Renew Energy 1998, 13:255-260.
    • (1998) Renew Energy , vol.13 , pp. 255-260
    • Algifri, A.H.1
  • 20
    • 0029137421 scopus 로고
    • Wind power statistics and an evaluation of wind energy density
    • Jamil M., Parsa S., Majidi M. Wind power statistics and an evaluation of wind energy density. Renew Energy 1995, 6:623-628.
    • (1995) Renew Energy , vol.6 , pp. 623-628
    • Jamil, M.1    Parsa, S.2    Majidi, M.3
  • 23
    • 14544302652 scopus 로고    scopus 로고
    • An assessment on seasonal analysis of wind energy characteristics and wind turbine characteristics
    • Akpinar E.K., Akpinar S. An assessment on seasonal analysis of wind energy characteristics and wind turbine characteristics. Energy Convers Manage 2005, 46:1848-1867.
    • (2005) Energy Convers Manage , vol.46 , pp. 1848-1867
    • Akpinar, E.K.1    Akpinar, S.2
  • 24
    • 10044228627 scopus 로고    scopus 로고
    • A statistical analysis of wind speed data used in installation of wind energy conversion systems
    • Akpinar E.K., Akpinar S. A statistical analysis of wind speed data used in installation of wind energy conversion systems. Energy Convers Manage 2005, 46:515-532.
    • (2005) Energy Convers Manage , vol.46 , pp. 515-532
    • Akpinar, E.K.1    Akpinar, S.2
  • 25
    • 21644482951 scopus 로고    scopus 로고
    • Statistical evaluation of wind energy at Inshas, Egypt
    • 2006;28:807-20
    • Essa K.S.M., Embaby M. Statistical evaluation of wind energy at Inshas, Egypt. Wind Eng 2005, 29:83-88. 2006;28:807-20.
    • (2005) Wind Eng , vol.29 , pp. 83-88
    • Essa, K.S.M.1    Embaby, M.2
  • 26
    • 0036488890 scopus 로고    scopus 로고
    • Analysis of wind regimes for energy estimation
    • Mathew S., Pandey K.P., Kumar A. Analysis of wind regimes for energy estimation. Renew Energy 2002, 25:381-399.
    • (2002) Renew Energy , vol.25 , pp. 381-399
    • Mathew, S.1    Pandey, K.P.2    Kumar, A.3
  • 27
    • 0032599708 scopus 로고    scopus 로고
    • A statistical analysis of wind energy potential at the eastern region of Saudi Arabia
    • Sahin A.Z., Aksakal A. A statistical analysis of wind energy potential at the eastern region of Saudi Arabia. Int J Energ Res 1999, 23:909-917.
    • (1999) Int J Energ Res , vol.23 , pp. 909-917
    • Sahin, A.Z.1    Aksakal, A.2
  • 28
    • 33947602612 scopus 로고    scopus 로고
    • Viability of wind energy as a power generation source in Maiduguri, Borno state
    • Ngala G.M., Alkali B., Aji M.A. Viability of wind energy as a power generation source in Maiduguri, Borno state. Nigeria Renew Energy 2007, 32:2242-2246.
    • (2007) Nigeria Renew Energy , vol.32 , pp. 2242-2246
    • Ngala, G.M.1    Alkali, B.2    Aji, M.A.3
  • 29
    • 33745915238 scopus 로고    scopus 로고
    • The potential of electricity generation on the east coast of Red Sea in Egypt
    • Shata A.S.A., Hanitsch R. The potential of electricity generation on the east coast of Red Sea in Egypt. Renew Energy 2006, 31:1597-1615.
    • (2006) Renew Energy , vol.31 , pp. 1597-1615
    • Shata, A.S.A.1    Hanitsch, R.2
  • 30
    • 0037400355 scopus 로고    scopus 로고
    • Assessment of wind characteristics and wind turbine characteristics in Taiwan
    • Chang T.J., Wu Y.T., Hsu H.Y., Chu C.R., Liao C.M. Assessment of wind characteristics and wind turbine characteristics in Taiwan. Renew Energy 2003, 28:851-871.
    • (2003) Renew Energy , vol.28 , pp. 851-871
    • Chang, T.J.1    Wu, Y.T.2    Hsu, H.Y.3    Chu, C.R.4    Liao, C.M.5
  • 31
    • 0037374762 scopus 로고    scopus 로고
    • An investigation on wind power potential of Nurdaĝi-Gaziantep, Turkey
    • Karsli V.M., Geçit C. An investigation on wind power potential of Nurdaĝi-Gaziantep, Turkey. Renew Energy 2003, 28:823-830.
    • (2003) Renew Energy , vol.28 , pp. 823-830
    • Karsli, V.M.1    Geçit, C.2
  • 32
    • 0042724007 scopus 로고    scopus 로고
    • Wind energy potential in Palestine
    • Shabbaneh R., Hasan A. Wind energy potential in Palestine. Renew Energy 1997, 11:479-483.
    • (1997) Renew Energy , vol.11 , pp. 479-483
    • Shabbaneh, R.1    Hasan, A.2
  • 33
    • 0030930691 scopus 로고    scopus 로고
    • A survey on the assessment of wind energy potential in Egypt
    • Mayhoub A.B., Azzam A. A survey on the assessment of wind energy potential in Egypt. Renew Energy 1997, 11:235-247.
    • (1997) Renew Energy , vol.11 , pp. 235-247
    • Mayhoub, A.B.1    Azzam, A.2
  • 34
    • 0031127510 scopus 로고    scopus 로고
    • Wind energy potential assessment in Uttara Kannada district of Karnataka, India
    • Ramachandra T.V., Subramanian D.K., Joshi N.V. Wind energy potential assessment in Uttara Kannada district of Karnataka, India. Renew Energy 1997, 10:585-611.
    • (1997) Renew Energy , vol.10 , pp. 585-611
    • Ramachandra, T.V.1    Subramanian, D.K.2    Joshi, N.V.3
  • 35
    • 0030222420 scopus 로고    scopus 로고
    • Magri' S. Wind mapping of a region in the north-east of Algeria
    • Abdeladim K., Romeo R. Magri' S. Wind mapping of a region in the north-east of Algeria. Renew Energy 1996, 9:789-793.
    • (1996) Renew Energy , vol.9 , pp. 789-793
    • Abdeladim, K.1    Romeo, R.2
  • 36
    • 0029753034 scopus 로고    scopus 로고
    • Wind data evaluation in the Maltese Islands
    • Scerri E., Farrugia R. Wind data evaluation in the Maltese Islands. Renew Energy 1996, 7:109-114.
    • (1996) Renew Energy , vol.7 , pp. 109-114
    • Scerri, E.1    Farrugia, R.2
  • 37
    • 0029415463 scopus 로고
    • The wind energy potential of Malaysia
    • Sopian K., Othman M.Y., Wirsat H.A. The wind energy potential of Malaysia. Renew Energy 1995, 6:1005-1016.
    • (1995) Renew Energy , vol.6 , pp. 1005-1016
    • Sopian, K.1    Othman, M.Y.2    Wirsat, H.A.3
  • 39
    • 0043216786 scopus 로고
    • Wind energy potential at Palkalainagar
    • Chinnasamy T.V., Haridasan T.M. Wind energy potential at Palkalainagar. Renew Energy 1991, 1:815-821.
    • (1991) Renew Energy , vol.1 , pp. 815-821
    • Chinnasamy, T.V.1    Haridasan, T.M.2
  • 40
    • 3142639282 scopus 로고    scopus 로고
    • Determination of the wind energy potential for Maden-Elazig, Turkey
    • Akpinar E.K., Akpinar S. Determination of the wind energy potential for Maden-Elazig, Turkey. Energy Convers Manage 2004, 45:2901-2914.
    • (2004) Energy Convers Manage , vol.45 , pp. 2901-2914
    • Akpinar, E.K.1    Akpinar, S.2
  • 41
    • 0028730738 scopus 로고
    • Weibull parameters for wind speed distribution in Saudi Arabia
    • Rehman S., Halawani T.O., Husain T. Weibull parameters for wind speed distribution in Saudi Arabia. Sol Energy 1994, 53:473-479.
    • (1994) Sol Energy , vol.53 , pp. 473-479
    • Rehman, S.1    Halawani, T.O.2    Husain, T.3
  • 42
    • 39349083207 scopus 로고    scopus 로고
    • Wind speed spatial estimation for energy planning in Sicily: introduction and statistical analysis
    • Cellura M., Cirrincione G., Marvuglia A., Miraoui A. Wind speed spatial estimation for energy planning in Sicily: introduction and statistical analysis. Renew Energy 2008, 33:1237-1250.
    • (2008) Renew Energy , vol.33 , pp. 1237-1250
    • Cellura, M.1    Cirrincione, G.2    Marvuglia, A.3    Miraoui, A.4
  • 43
    • 33847789642 scopus 로고    scopus 로고
    • Evaluation of monthly capacity factor of WECS using chronological and probabilistic wind speed data: a case study of Taiwan
    • Chang T.J., Tu Y.L. Evaluation of monthly capacity factor of WECS using chronological and probabilistic wind speed data: a case study of Taiwan. Renew Energy 2007, 32:1999-2010.
    • (2007) Renew Energy , vol.32 , pp. 1999-2010
    • Chang, T.J.1    Tu, Y.L.2
  • 44
    • 33847636287 scopus 로고    scopus 로고
    • Performance evaluation of pairing between sites and wind turbines
    • Hu S., Jung-ho Cheng J. Performance evaluation of pairing between sites and wind turbines. Renew Energy 2007, 32:1934-1947.
    • (2007) Renew Energy , vol.32 , pp. 1934-1947
    • Hu, S.1    Jung-ho Cheng, J.2
  • 45
    • 0345411893 scopus 로고    scopus 로고
    • Previsional estimation of the energy output of windgenerators
    • Pallabazzer R. Previsional estimation of the energy output of windgenerators. Renew Energy 2004, 29:413-420.
    • (2004) Renew Energy , vol.29 , pp. 413-420
    • Pallabazzer, R.1
  • 46
    • 0018935035 scopus 로고
    • Note on the use of inverse Gaussian distribution for wind energy applications
    • Bardsley W.E. Note on the use of inverse Gaussian distribution for wind energy applications. J Appl Meteor 1980, 19:1126-1130.
    • (1980) J Appl Meteor , vol.19 , pp. 1126-1130
    • Bardsley, W.E.1
  • 47
    • 1942466357 scopus 로고    scopus 로고
    • Wind speed analysis in La Ventosa, Mexico: a bimodal probability distribution case
    • Jaramillo O.A., Borja M.A. Wind speed analysis in La Ventosa, Mexico: a bimodal probability distribution case. Renew Energy 2004, 29:1613-1630.
    • (2004) Renew Energy , vol.29 , pp. 1613-1630
    • Jaramillo, O.A.1    Borja, M.A.2
  • 49
    • 33748503142 scopus 로고    scopus 로고
    • Analysis of two-component mixture Weibull statistics for estimation of wind speed distributions
    • Carta J.A., Ramirez P. Analysis of two-component mixture Weibull statistics for estimation of wind speed distributions. Renew Energy 2007, 32:518-531.
    • (2007) Renew Energy , vol.32 , pp. 518-531
    • Carta, J.A.1    Ramirez, P.2
  • 50
    • 61349110874 scopus 로고    scopus 로고
    • A review of wind speed probability distributions used in wind energy analysis Case studies in the Canary Islands
    • Carta J.A., Ramirez P. A review of wind speed probability distributions used in wind energy analysis Case studies in the Canary Islands. Renew Sustain Energy Rev 2009, 13:933-955.
    • (2009) Renew Sustain Energy Rev , vol.13 , pp. 933-955
    • Carta, J.A.1    Ramirez, P.2
  • 52
    • 28844490644 scopus 로고    scopus 로고
    • Wind velocity analysis for time scales smaller than 1 hour: application to wind energy forecasting
    • AIAA Aerospace Science Meeting, Reno
    • Calif R., Blonbou R., Deshaies B. Wind velocity analysis for time scales smaller than 1 hour: application to wind energy forecasting. Proceedings of the 24th ASME wind energy Symposium January, 2005, AIAA Aerospace Science Meeting, Reno.
    • (2005) Proceedings of the 24th ASME wind energy Symposium
    • Calif, R.1    Blonbou, R.2    Deshaies, B.3
  • 53
    • 69749122848 scopus 로고    scopus 로고
    • Probabilistic load flow with production uncertainty using cumulants and Cornish-Fisher expansion
    • Usaola J. Probabilistic load flow with production uncertainty using cumulants and Cornish-Fisher expansion. Int J Elec Power 2009, 31:474-481.
    • (2009) Int J Elec Power , vol.31 , pp. 474-481
    • Usaola, J.1
  • 54
    • 79957862623 scopus 로고    scopus 로고
    • Characterization and stochastic modeling of wind speed sequences, Conference ITI Turbulence, Workshop on Wind Energy
    • Springer, Italy
    • Calif R., Emilion R. Characterization and stochastic modeling of wind speed sequences, Conference ITI Turbulence, Workshop on Wind Energy. Proceedings published in Progress in Turbulence 2010, Springer, Italy.
    • (2010) Proceedings published in Progress in Turbulence
    • Calif, R.1    Emilion, R.2
  • 55
    • 0003663467 scopus 로고    scopus 로고
    • Probability, Random variables and stochastic processes,
    • The McGraw-Hill Companies, 4th ed.
    • Papoulis A. and Pillai S. U. Probability, Random variables and stochastic processes, The McGraw-Hill Companies, 4th ed.
    • Papoulis, A.1    Pillai, S.U.2
  • 56
    • 79955954877 scopus 로고    scopus 로고
    • Classification and mixture process
    • Emilion R. Classification and mixture process. CRAS I 2002, 355:189-193.
    • (2002) CRAS I , vol.355 , pp. 189-193
    • Emilion, R.1
  • 59
    • 21344479762 scopus 로고
    • Estimating normal means with a dirichlet process prior
    • Escobar M.D. Estimating normal means with a dirichlet process prior. J Am Stat Assoc 1994.
    • (1994) J Am Stat Assoc
    • Escobar, M.D.1
  • 60
    • 84950937290 scopus 로고
    • Bayesian density estimation and inference using mixtures
    • Escobar M.D., West M. Bayesian density estimation and inference using mixtures. J Am Stat Assoc 1995.
    • (1995) J Am Stat Assoc
    • Escobar, M.D.1    West, M.2
  • 61
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster A., Laird N., Rubin D. Maximum likelihood from incomplete data via the EM algorithm. J Roy Stat Soc B 1977, 39:1-38.
    • (1977) J Roy Stat Soc B , vol.39 , pp. 1-38
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 62
    • 0000996386 scopus 로고
    • Maximum likelihood estimation from incomplete data
    • Hartley H. Maximum likelihood estimation from incomplete data. Biometrics 1958, 14:174-194.
    • (1958) Biometrics , vol.14 , pp. 174-194
    • Hartley, H.1
  • 64
    • 66049123997 scopus 로고    scopus 로고
    • Classification of daily solar radiations distributions using a mixture of Dirichlet distributions
    • Soubdhan T., Emilion R., Calif R. Classification of daily solar radiations distributions using a mixture of Dirichlet distributions. Sol Energy 2009, 83:1056-1063.
    • (2009) Sol Energy , vol.83 , pp. 1056-1063
    • Soubdhan, T.1    Emilion, R.2    Calif, R.3
  • 65
    • 66049152266 scopus 로고    scopus 로고
    • Process of random distributions
    • Emilion R. Process of random distributions. Afrika Stat 2005, 1:27-46.
    • (2005) Afrika Stat , vol.1 , pp. 27-46
    • Emilion, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.