Comparison of the Performance of the Methods Used to Find the Weibull Parameters at Different Heights

被引:7
|
作者
Kaplan, Yusuf Alper [1 ]
机构
[1] Osmaniye Korkut Ata Univ, Energy Engn Dept, Osmaniye, Turkey
关键词
Weibull distribution; Graphical method; Energy trend method; Empirical method; Maximum likelihood method; Energy pattern method; Moment method; WIND POWER ASSESSMENT; NUMERICAL-METHODS; DISTRIBUTIONS; REGION; SPEED;
D O I
10.1007/s13369-021-05866-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this study, the coefficients of Weibull Distribution Function (WDF) were calculated at two different heights using by six different methods. One-year wind data were used to determine the coefficients of WDF at different heights, and the wind data were obtained from a metrology station with a height of 10 m and a real wind turbine with a height of 80 m in Turkey's Hatay region. The used methods in this study were Graphical Method (GM), Empirical Method, Energy Pattern Method (EPM), Energy Trend Method, Maximum Likelihood Method and Moment Method.\ Three different statistical error analysis tests were used to compare the performance of the used methods at two different heights. Estimated mean wind speed and power values are the most important indicators to evaluate the performance of the used methods. In this study, mean wind speeds and powers were estimated in all methods for both heights using the WDF. These obtained values were compared with the actual real data and the best performing method was determined at both different heights for selected region. When the results were evaluated in general at both different heights, it was seen that the best performance method was the EPM and the worst performance method was the GM.
引用
收藏
页码:12145 / 12153
页数:9
相关论文
共 50 条
  • [1] Comparison of the Performance of the Methods Used to Find the Weibull Parameters at Different Heights
    Yusuf Alper Kaplan
    [J]. Arabian Journal for Science and Engineering, 2021, 46 : 12145 - 12153
  • [2] COMPARISON OF METHODS TO FIND THE WEIBULL STRESS PARAMETERS
    Coppejans, O. J.
    Walters, C. L.
    [J]. PROCEEDINGS OF THE ASME 37TH INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, 2018, VOL 3, 2018,
  • [3] THE COMPARISON OF DIFFERENT ESTIMATION METHODS FOR THE PARAMETERS OF FLEXIBLE WEIBULL DISTRIBUTION
    Ali, Sajid
    Dey, Sanku
    Tahir, M. H.
    Mansoor, Muhammad
    [J]. COMMUNICATIONS FACULTY OF SCIENCES UNIVERSITY OF ANKARA-SERIES A1 MATHEMATICS AND STATISTICS, 2020, 69 (01): : 794 - 814
  • [4] Evaluation of Weibull parameters by different methods for farms
    Aristone, Flavio
    de Souza, Amaury
    Pobocikova, Ivana
    Ihaddadene, Razika
    Cavazzana, Guilherme Henrique
    dos Reis, Carlos Jose
    Ihaddadene, Nabila
    Pavao, Hamilton Germano
    Fernandes, Widinei Alves
    de Medeiros, Elias Silva
    [J]. ACTA SCIENTIARUM-TECHNOLOGY, 2024, 46 (01)
  • [5] Accuracy Testing of Different Methods for Estimating Weibull Parameters of Wind Energy at Various Heights above Sea Level
    Ali, Sajid
    Park, Hongbae
    Noon, Adnan Aslam
    Sharif, Aamer
    Lee, Daeyong
    [J]. ENERGIES, 2024, 17 (09)
  • [6] COMPARISON OF METHODS OF ESTIMATION OF PARAMETERS OF THE WEIBULL DISTRIBUTION
    ALBAIDHANI, FA
    SINCLAIR, CD
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 1987, 16 (02) : 373 - 384
  • [7] Comparison of different statistical methods used to estimate Weibull parameters for wind speed contribution in nearby an offshore site, Republic of Korea
    Kang, Sangkyun
    Khanjari, Ali
    You, Sungho
    Lee, Jang-Ho
    [J]. ENERGY REPORTS, 2021, 7 : 7358 - 7373
  • [8] Wind energy potential assessment for KPT with a comparison of different methods of determining Weibull parameters
    Hulio, Zahid Hussain
    Jiang, Wei
    [J]. INTERNATIONAL JOURNAL OF ENERGY SECTOR MANAGEMENT, 2020, 14 (01) : 59 - 84
  • [9] Wind energy resource assessment for Kiribati with a comparison of different methods of determining Weibull parameters
    Aukitino, Tiaon
    Khan, M. G. M.
    Ahmed, M. Rafiuddin
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2017, 151 : 641 - 660
  • [10] Weibull parameter estimation - a comparison of different methods
    Basumatary, H.
    Sreevalsan, E.
    Sasi, K.
    [J]. WIND ENGINEERING, 2005, 29 (03) : 309 - 315