Full Paper View Go Back

Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model

Geetha G.1 , Lavanya S.2 , Samreen A.3 , Akhilesh S.R.4 , Anand L.F.M.5

Section:Research Paper, Product Type: Journal-Paper
Vol.9 , Issue.9 , pp.26-29, Sep-2023


Online published on Sep 30, 2023


Copyright © Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M. . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
 

View this paper at   Google Scholar | DPI Digital Library


XML View     PDF Download

How to Cite this Paper

  • IEEE Citation
  • MLA Citation
  • APA Citation
  • BibTex Citation
  • RIS Citation

IEEE Style Citation: Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M., “Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model,” International Journal of Scientific Research in Multidisciplinary Studies , Vol.9, Issue.9, pp.26-29, 2023.

MLA Style Citation: Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M. "Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model." International Journal of Scientific Research in Multidisciplinary Studies 9.9 (2023): 26-29.

APA Style Citation: Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M., (2023). Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model. International Journal of Scientific Research in Multidisciplinary Studies , 9(9), 26-29.

BibTex Style Citation:
@article{G._2023,
author = {Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M.},
title = {Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model},
journal = {International Journal of Scientific Research in Multidisciplinary Studies },
issue_date = {9 2023},
volume = {9},
Issue = {9},
month = {9},
year = {2023},
issn = {2347-2693},
pages = {26-29},
url = {https://www.isroset.org/journal/IJSRMS/full_paper_view.php?paper_id=3258},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.isroset.org/journal/IJSRMS/full_paper_view.php?paper_id=3258
TI - Estimation of Rainfall activity in Bangalore urban region using- Multiple Linear Regression model
T2 - International Journal of Scientific Research in Multidisciplinary Studies
AU - Geetha G., Lavanya S., Samreen A., Akhilesh S.R., Anand L.F.M.
PY - 2023
DA - 2023/09/30
PB - IJCSE, Indore, INDIA
SP - 26-29
IS - 9
VL - 9
SN - 2347-2693
ER -

86 Views    185 Downloads    24 Downloads
  
  

Abstract :
Rainfall activity across the globe is studied regularly by researchers using several mathematical models. The models are being useful in rainfall prediction and analysis in different fields. A systematic approach in the prediction of rainfall activity in the southern region of Bangalore urban area is been studied from the previous years’ rainfall data. Using Multiple Regression model, the rainfall activity is predicted on a monthly basis from the data of the monthly average rainfall in the previous years. The data on rainfall activity for consecutive three previous years recorded at the Indian Meteorological Department is obtained and is fitted using polynomial regression and multiple linear regression models. The regression coefficient in each of the model used is individually calculated. From the R value, the multiple linear regression model gives a better fit than the polynomial regression model. The limitations in the multiple linear regression model is however on the selection of predictors.

Key-Words / Index Term :
Rainfall activity, Temperature, Relative Humidity, Multiple Linear Regression

References :
[1]. K.D. Prasad, and R. K. Verma, “Large- scale features of satellite- derived Outgoing Long- wave Radiation in relation to monsoon circulation over the Indian region,” International journal of climatology , Vol.5, pp.297-306, 1985.
[2]. K. D. Prasad, and S. D. Bansod, S.D, “Inter-annual variations of Outgoing Radiation and Indian summer monsoon rainfall,” International journal of climatology, Vol.20, pp.1955-1964, 2000.
[3]. D. R. Sikka, “Some aspects of the large scale fluctuations of summer monsoon rainfall over India in relation to fluctuations in the planetary and regional scale circulation parameters”, Indian Academic science, (Earth Planet science), Vol.89, pp.179-195, 1980.
[4]. R. K. Verma, K. Subramanian, and S.S. Dugam, “Inter-annual and Long term variability of the summer monsoon and its link with northern hemisphere surface air temperature”, Indian Academic Science (Earth Planet science); Vol.94, pp.187-198, 1985.
[5]. S. Balachandran., R. Asokan, and S. Sridharan, “Global surface temperature in relation to Northeast monsoon rainfall over Tamil Nadu”, Journal of Earth System Science, Vol.115, pp.349-362, 2006.
[6]. R. S. Selvaraj, A. Muthuchami, and M. Nancharaiah, “Influence of sunspot activity on the annual rainfall of Tamil Nadu, India”, Indian Journal of Physics, Vol.83, pp.1251-1258, 2009.
[7]. T.T. Win., N. T. Wai., A. Z. Z. Aung., “Study on the Mathematical Models Based on the Weather parameters in Mandalay, Myanmar” International journal of Scientific Research and Engineering Development, Vol 3, pp.753-757, 2020.
[8]. R. S. Selvaraj., and R. Aditya., “Statistical Method of Predicting the Northeast Rainfall of Tamil Nadu”, Universal Journal of Environmental Research and Technology, Vol.1, pp.557-559, 2011.
[9]. S. Weisberg, “Applied Linear Regression”, 2nd ed., John Wiley, New York, USA, pp.55-68, 1985.
[10]. D. S. Wilks, “Statistical methods in the atmospheric sciences” Academic Press, pp.467, 1995.

Authorization Required

 

You do not have rights to view the full text article.
Please contact administration for subscription to Journal or individual article.
Mail us at  support@isroset.org or view contact page for more details.

Go to Navigation