Time Series Analysis of Climatic Change: Trends in Temperature and Rainfall - Couverture souple

N, Mani; S, Rithika; P.K, Sivakumaran

 
9786207996124: Time Series Analysis of Climatic Change: Trends in Temperature and Rainfall
Couverture souple
ISBN 10 : 6207996127 ISBN 13 : 9786207996124
Editeur : LAP LAMBERT Academic Publishing, 2025

Synopsis

This book explores the importance of accurate rainfall forecasting for water resource management, agriculture, and disaster preparedness. It presents a comparative analysis of two forecasting models—Support Vector Regression (SVR) and Seasonal Auto Regressive Integrated Moving Average (SARIMA)—using historical rainfall data from 2008 to 2021 to predict trends from 2022 to 2026. Through statistical and visualization techniques such as trend analysis, moving averages, box plots, heatmaps, Z-scores, and density plots, the study identifies patterns and anomalies in rainfall data. While both models show good predictive ability, SVR demonstrates superior performance, especially in capturing complex, non-linear patterns. The book highlights the advantages of integrating machine learning methods with traditional statistical tools to improve rainfall forecasting and support data-driven decisions in agriculture, environmental planning, and climate resilience.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
6207996127
ISBN 13 
9786207996124
Reliure
Broché
Nombre de pages
88
Coordonnées du fabricant
non disponible
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