Analyzing Rainfall Patterns in North Indian States: A Long Short-Term Memory (LSTM) Approach
摘要
This research explores a comprehensive analysis of rainfall patterns specifically within the subdivisions of North Indian states. Focusing on subdivisions such as East Rajasthan, West Rajasthan, East Uttar Pradesh, West Uttar Pradesh, Haryana, Delhi, Chandigarh, Himachal Pradesh, Jammu & Kashmir, Punjab, and Uttarakhand, the study investigates historical meteorological data to discern intricate trends and variations in precipitation. Employing advanced statistical techniques and data visualization tools, this research aims to unveil the characteristics of rainfall, providing insights into the climate dynamics of these aforementioned regions over the studied period. The study examines the precipitation patterns in various states in North India, uncovering unique meteorological attributes. By analyzing historical meteorological data and employing advanced statistical approaches, this study uncovers substantial differences in rainfall patterns across different areas. This facilitates the process of making well-informed decisions for sustainable development and the formulation of plans to adapt to climate change.