UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Volume 11 | Issue 10 | October 2024

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Published in:

Volume 11 Issue 9
September-2024
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2409520


Registration ID:
548571

Page Number

e922-e927

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Title

Weather Forecasting Using Support Vector Machines and Artificial Neural Networks

Abstract

Weather forecasting is a critical aspect of modern life, affecting various industries and human safety. Traditionally, Numerical Weather Prediction (NWP) models have been employed, but machine learning approaches offer promising alternatives with increased accuracy and efficiency. In this paper, IT explore the applications of Support Vector Machines (SVM) and Artificial Neural Networks (ANN) to weather forecasting. SVM is evaluated for its performance in binary classification tasks (e.g., rain prediction), while ANN is used to exploit spatial and temporal patterns in meteorological data. The results indicate that ANN outperforms SVM in complex multi-variable scenarios, while SVM excels in simpler, low-dimensional tasks.

Key Words

Weather Forecasting, Support Vector Machines (SVM), Artificial Neural Networks (ANN), Machine Learning, Meteorological Data.

Cite This Article

"Weather Forecasting Using Support Vector Machines and Artificial Neural Networks", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 9, page no.e922-e927, September-2024, Available :http://www.jetir.org/papers/JETIR2409520.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

"Weather Forecasting Using Support Vector Machines and Artificial Neural Networks", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 9, page no. ppe922-e927, September-2024, Available at : http://www.jetir.org/papers/JETIR2409520.pdf

Publication Details

Published Paper ID: JETIR2409520
Registration ID: 548571
Published In: Volume 11 | Issue 9 | Year September-2024
DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.41731
Page No: e922-e927
Country: -, -, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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