E-ISSN 2683-5961 | ISSN 2354-1814
 

Research Article

Online Publishing Date:
14 / 11 / 2020

 


Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine

Mohammed Gwani.


Abstract
This paper presents the performance investigation and adaptive neuro-fuzzy prediction of a building integrated straight-bladed vertical axis wind turbine (VAWT). An experiment was conducted with the VAWT integrated on the building rooftop. The coefficient of power of the VAWT was predicted using adaptive neuro-fuzzy inference system (ANFIS). The input variables for the model development include the rotational speed, angular velocity, and tip speed ratio, while coefficient of power is the output. In the fuzzy logic of the fuzzy inference system (FIS), the parameter of the membership function is adjusted by the neural network in ANFIS. MATLAB/Simulink was used to implement this intelligent algorithm and the performance was investigated using root mean square error (RMSE) and coefficient of determinant (R2). In addition, the ANFIS technique precision was evaluated against the results of the experiment. The result obtained indicates that the maximum coefficient of power (Cpmax) was obtained at about Y = 250 mm above the building rooftop. Furthermore, it was also established that the developed ANFIS model is very effective and reliable in predicting the performance of building integrated straight-bladed VAWT.

Key words: Coefficient of power; Wind turbine; Adaptive neuro-fuzzy; ANFIS; Power, Torque


 
ARTICLE TOOLS
Abstract
PDF Fulltext
How to cite this articleHow to cite this article
Citation Tools
Related Records
 Articles by Mohammed Gwani
on Google
on Google Scholar

How to Cite this Article
Pubmed Style

Mohammed Gwani. Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equijost. 2020; 7(2): 49-58.


Web Style

Mohammed Gwani. Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. https://www.equijost.com/?mno=106442 [Access: March 05, 2024].


AMA (American Medical Association) Style

Mohammed Gwani. Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equijost. 2020; 7(2): 49-58.



Vancouver/ICMJE Style

Mohammed Gwani. Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equijost. (2020), [cited March 05, 2024]; 7(2): 49-58.



Harvard Style

Mohammed Gwani (2020) Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equijost, 7 (2), 49-58.



Turabian Style

Mohammed Gwani. 2020. Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equity Journal of Science and Technology, 7 (2), 49-58.



Chicago Style

Mohammed Gwani. "Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine." Equity Journal of Science and Technology 7 (2020), 49-58.



MLA (The Modern Language Association) Style

Mohammed Gwani. "Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine." Equity Journal of Science and Technology 7.2 (2020), 49-58. Print.



APA (American Psychological Association) Style

Mohammed Gwani (2020) Performance investigation and Adaptive Neuro-Fuzzy prediction of a Building Integrated Straight-Bladed Vertical Axis Wind Turbine. Equity Journal of Science and Technology, 7 (2), 49-58.





Most Viewed Articles
Most Accessed Articles

  • RESPONSE OF COWPEA VARIETIES TO BASAL STEM ROT (Sclerotium Rolfsii) DISEASE IN SOUTHERN GUINEA SAVANNA, NIGERIA
    M. U. Tanimu, I. U. Mohammed, A. Muhammad and N.M. Kwaifa
    Equijost. 2018; 5(1): 1-8
    » Abstract

  • PATTERN AND DETERMINANTS OF CONSUMERS DEMAND FOR CANNED FOOD IN ILORIN METROPOLIS OF KWARA STATE, NIGERIA
    Babatunde, R.O.; Amolegbe, K.B.; Akingbohungbe, I.T.
    Equijost. 2018; 5(1): 23-34
    » Abstract

  • PREDICTION OF CUSTOMER ACCESSIBILITY OF ELECTRONIC BANKING LOGISTIC REGRESSION IN NIGERIA
    Suleiman, S. and Usman, U.
    Equijost. 2016; 4(1): 93-97
    » Abstract

  • EFFECT OF LATE PLANTING ON INCIDENCE AND SEVERITY OF STENOCARPELLA EAR ROT OF MAIZE IN LAFIA, NASARAWA STATE, NIGERIA
    Garba Y. and Ogara I. M.
    Equijost. 2016; 4(1): 57-60
    » Abstract

  • EFFECTS OF DIFFERENT HORMONES ON THE GROWTH PERFORMANCE OF Clarias gariepinus
    ADESHINA, I., ADEWALE, Y. A. and DALHATU, B. J.
    Equijost. 2016; 4(1): 10-13
    » Abstract

  • Most Downloaded
    Top Downloaded Articles

  • ROLE OF FADAMA III PROGRAMME IN EMPOWERING THE SOCIO-ECONOMIC STATUS OF THE SOKOTO STATE PARTICIPATING WOMEN THROUGH CROP PRODUCTIVE ASSETS
    Ango, A. K.; Maikasuwa, M. A.; Sidi, M. H.
    Equijost. 2018; 5(1): 14-22
    » Abstract

  • ELECTROMAGNETIC CHARACTERIZATION AND FIELD DISTRIBUTION OF CO0.5ZN0.5FE2O4 USING PATCH MICROSTRIP ANTENNA AND FINITE ELEMENT METHODS
    Abubakar Yakubu, Zulkifli Abbas, Dago M Mohammad
    Equijost. 2018; 5(1): 123-131
    » Abstract

  • Bacteria Contamination of Market Vended Ponmo (Processed Cow Hide) in Birnin Kebbi, Kebbi State
    Jibrin Naka Keta, Mohammed Naka Keta, Mubarak Aminu Aburga, Grace Joseph Gudu
    Equijost. 2020; 7(1): 41-45
    » Abstract

  • RELATIONSHIP BETWEEN BODY WEIGHT AND ZOOMETRIC MEASUREMENTS IN SOME PURE AND CROSSBRED TURKEY POULTS
    Amao, O. J., Ayorinde, K. L. and Fayeye, T. R.
    Equijost. 2016; 4(1): 24-30
    » Abstract

  • PHYSICOCHEMICAL ANALYSES OF SESAME (Sesamun indicum L.) SEED OIL AND SOAP PRODUCED FROM THE OIL
    Hassan, A.; Wawata, I.G.
    Equijost. 2018; 5(1): 162-167
    » Abstract

  • Most Cited Articles
    Most Cited Articles