UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 9 Issue 7
July-2022
eISSN: 2349-5162

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Published Paper ID:
JETIR2207147


Registration ID:
405629

Page Number

b405-b413

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Title

A Systematic Approach for Minimum and Maximum Temperature Prediction Using SARIMA Model

Abstract

This study concern with the systematic approach for Seasonal Autoregressive Integrated Moving Average (SARIMA) model fitting by dealing with the time series of monthly average minimum and maximum temperature dataset. Here, the data is collected from the Nashik meteorological centre/hydrology project of Maharashtra state in India. Initially, base model has been fitted and simulation technique is used to obtain the best model among the all others. Finally, we have obtained SARIMA(0, 1, 2)(2, 1, 1)12 model for monthly average minimum temperature and SARIMA (1, 1, 2)(3, 1, 1)12 model for monthly average maximum temperature as the optimum models for given study area. The selected optimum models have the highest R-square with lowest Root Mean Squared Error (RMSE) and Mean Absolute Percentage Error (MAPE) values. The residual analysis shows good prediction accuracy of the selected optimum models. In a nutshell, in future, these models can useful to deal with the prediction of maximum and minimum temperature so that, it will be helpful

Key Words

Time series, temperature, SARIMA, modelling, R-square, RMSE, MAPE, prediction.

Cite This Article

" A Systematic Approach for Minimum and Maximum Temperature Prediction Using SARIMA Model", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 7, page no.b405-b413, July-2022, Available :http://www.jetir.org/papers/JETIR2207147.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

" A Systematic Approach for Minimum and Maximum Temperature Prediction Using SARIMA Model", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 7, page no. ppb405-b413, July-2022, Available at : http://www.jetir.org/papers/JETIR2207147.pdf

Publication Details

Published Paper ID: JETIR2207147
Registration ID: 405629
Published In: Volume 9 | Issue 7 | Year July-2022
DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.30871
Page No: b405-b413
Country: Nanded, Maharashtra, India .
Area: Applied Mathematics
ISSN Number: 2349-5162
Publisher: IJ Publication


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