A study on skewness and kurtosis estimators of wind speed distribution under indeterminacy

被引:23
作者
Aslam, Muhammad [1 ]
机构
[1] King Abdulaziz Univ, Dept Stat, Fac Sci, Jeddah 21551, Saudi Arabia
关键词
Wind speed; Neutrosophic statistics; Classical statistics; Skewness; Kurtosis; STATISTICAL-ANALYSIS; WEIBULL DISTRIBUTION; LOCATION; ADULTS; TESTS; SPAIN;
D O I
10.1007/s00704-020-03509-5
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
In the present paper, two important measures of skewness and kurtosis under indeterminacy are presented. The basic measures to evaluate the nature of the wind speed in the presence of neutrosophic numbers are given. The importance of the proposed measures of skewness and kurtosis under neutrosophic statistics is discussed over the existing measures of skewness and kurtosis under classical statistics. From the wind speed analysis, it is concluded that the wind speed data have heavy-tailed distribution. Therefore, it is recommended to apply a heavy-tailed distribution, like Cauchy distribution, for forecasting and estimation of energy produced by wind speed.
引用
收藏
页码:1227 / 1234
页数:8
相关论文
共 49 条
[1]   RETRACTED: Evaluation of the green supply chain management practices: A novel neutrosophic approach (Retracted article. See vol. 139, 2022) [J].
Abdel-Baset, M. ;
Chang, Victor ;
Gamal, Abduallah .
COMPUTERS IN INDUSTRY, 2019, 108 :210-220
[2]   Cosine similarity measures of bipolar neutrosophic set for diagnosis of bipolar disorder diseases [J].
Abdel-Basset, Mohamed ;
Mohamed, Mai ;
Elhoseny, Mohamed ;
Le Hoang Son ;
Chiclana, Francisco ;
Zaied, Abd El-Nasser H. .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2019, 101
[3]   Utilising neutrosophic theory to solve transition difficulties of IoT-based enterprises [J].
Abdel-Basset, Mohamed ;
Nabeeh, Nada A. ;
El-Ghareeb, Haitham A. ;
Aboelfetouh, Ahmed .
ENTERPRISE INFORMATION SYSTEMS, 2020, 14 (9-10) :1304-1324
[4]  
Abood Z. M., 2017, 2017 INT C CURR RES
[5]   Comparison of wind speed distributions: a case study for Aegean coast of Turkey [J].
Akgul, Fatma Gul ;
Senoglu, Birdal .
ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2023, 45 (01) :2453-2470
[6]   A statistical analysis of wind speed data used in installation of wind energy conversion systems [J].
Akpinar, EK ;
Akpinar, S .
ENERGY CONVERSION AND MANAGEMENT, 2005, 46 (04) :515-532
[7]   Statistical analysis of wind characteristics using Weibull and Rayleigh distributions in Deokjeok-do Island - Incheon, South Korea [J].
Ali, Sajid ;
Lee, Sang-Moon ;
Jang, Choon-Man .
RENEWABLE ENERGY, 2018, 123 :652-663
[8]   Metaheuristic optimization algorithms to estimate statistical distribution parameters for characterizing wind speeds [J].
Alrashidi, Musaed ;
Rahman, Saifur ;
Pipattanasomporn, Manisa .
RENEWABLE ENERGY, 2020, 149 :664-681
[9]  
Aslam M, 2020, J KING SAUD U SCI
[10]   Design of the Bartlett and Hartley tests for homogeneity of variances under indeterminacy environment [J].
Aslam, Muhammad .
JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE, 2020, 14 (01) :6-10