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Original Research
Online Published: 29 Sep 2021
 


WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu.


Abstract
In this paper, a Tsukamoto Fuzzy Model with Harmony Search is proposed and developed to predict wind speed. The data used in this study were obtained from a meteorological station unit of the International Institute of Tropical Agriculture (IITA) located at Tarauni, Kano State for a period of one year and used for the training and testing of the model. The Harmony search algorithm was applied to estimate the fuzzy parameters. The predicted values were compared with the observed wind speed and the effectiveness of the model was judged based on absolute and relative error. The maximum
absolute and relative errors obtained in the proposed approach were 0. 52 and 0.11 respectively.

Key words: Wind speed, Wind power, Prediction, Harmony search, Tsukamato model, Fuzzy logic


 
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How to Cite this Article
Pubmed Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. NJE. 2018; 25(2): 65-72.

Web Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. https://www.njeabu.com.ng/?mno=128281 [Access: September 12, 2024].

AMA (American Medical Association) Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. NJE. 2018; 25(2): 65-72.


Vancouver/ICMJE Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. NJE. (2018), [cited September 12, 2024]; 25(2): 65-72.


Harvard Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu (2018) WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. NJE, 25 (2), 65-72.


Turabian Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. 2018. WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. Nigerian Journal of Engineering, 25 (2), 65-72.


Chicago Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. "WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH." Nigerian Journal of Engineering 25 (2018), 65-72.


MLA (The Modern Language Association) Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu. "WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH." Nigerian Journal of Engineering 25.2 (2018), 65-72. Print.


APA (American Psychological Association) Style

S. M. Lawan, A. Y. Abdullahi, B. D. Bala, A. Aminu (2018) WIND SPEED PREDICTION BASED ON TSUKAMOTO FUZZY LOGIC MODEL WITH HARMONY SEARCH. Nigerian Journal of Engineering, 25 (2), 65-72.


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