Temperature data of Hyderabad from the temperature of three neighboring cities using the ANN and the multiple regression methods
Joint Authors
Tahir, Adil
Razzaq, Atiq
Rida, Sayyid M.
Zaheer al-Din
Source
Issue
Vol. 50, Issue 3 A (31 Jul. 2023), pp.147-161, 15 p.
Publisher
Kuwait University Academic Publication Council
Publication Date
2023-07-31
Country of Publication
Kuwait
No. of Pages
15
Main Subjects
Abstract EN
The notion of this research was to find the climatological parameter of a location (whose data are notavailable) with the help of climatological parameters of its neighboring locations.
in this study, we supposed hyderabad as such a location; its neighboring cities karachi, badin, and nawabshah form a triangle, and hyderabad lies within the perimeter of the triangle.
the task was to find the temperature distribution of hyderabad using the temperatures of its neighboring cities.
two different methods, artificial neural networks and multiple regression analysis, have been used to find the temperature of hyderabad by using the temperature distribution of neighboring cities, karachi, nawabshah, and badin.
ann with one hidden layer of 10 neurons is used, which connect three known temperature of karachi, nawabshah, and badin to the output temperature of hyderabad.
amultiple regression analysis with three independent variables, i.e., the temperatures of karachi, nawabshah, and badin, are used to find a linear equation of multiple variables for the temperature of hyderabad.
both ann and multiple regression analysis produce an excellent result, and it is suggested toimplement the technique where direct measurement of the climatological data system is not present.
American Psychological Association (APA)
Tahir, Adil& Razzaq, Atiq& Rida, Sayyid M.& Zaheer al-Din. 2023. Temperature data of Hyderabad from the temperature of three neighboring cities using the ANN and the multiple regression methods. Kuwait Journal of Science،Vol. 50, no. 3 A, pp.147-161.
https://search.emarefa.net/detail/BIM-1501501
Modern Language Association (MLA)
Tahir, Adil…[et al.]. Temperature data of Hyderabad from the temperature of three neighboring cities using the ANN and the multiple regression methods. Kuwait Journal of Science Vol. 50, no. 3 A (Jul. 2023), pp.147-161.
https://search.emarefa.net/detail/BIM-1501501
American Medical Association (AMA)
Tahir, Adil& Razzaq, Atiq& Rida, Sayyid M.& Zaheer al-Din. Temperature data of Hyderabad from the temperature of three neighboring cities using the ANN and the multiple regression methods. Kuwait Journal of Science. 2023. Vol. 50, no. 3 A, pp.147-161.
https://search.emarefa.net/detail/BIM-1501501
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 160-161
Record ID
BIM-1501501