INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016
open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15
WEATHER FORECASTING USING MACHINE LEARNING TECHNIQUES
Authors Name:
Prof. S. Sabeena
, Mr. B. Shri Ram , Ms. R. Harini
Unique Id:
IJSDR2404054
Published In:
Volume 9 Issue 4, April-2024
Abstract:
Weather prediction plays a critical role in various domains, including agriculture, transportation, and disaster management. This paper affords a Python-based device getting to know venture aimed at predicting climate situations with the usage of information sourced from the Indian Weather Repository. We unveil large insights into climate patterns through meticulous facts preprocessing and a focus on the ultimate 3 days inside the Asia/Kolkata time zone. Employing exploratory data evaluation (EDA) visualizations, such as temperature and rainfall heat maps, wind route representations, and spatial distributions, we gain a comprehensive understanding of the underlying traits. The predictive modeling segment integrates numerous algorithms, which include Linear Regression, K-Nearest Neighbors (KNN) Regression, and K-means clustering. These models offer nuanced perspectives, forecasting temperature based totally on humidity, leveraging neighboring information factors for predictions, and categorizing climate stations into wonderful climate clusters. Visualizations amplify geospatial elements, presenting temperature density maps and clustered scatter plots on a map. This method ensures a holistic comprehension of weather dynamics, empowering stakeholders to make informed selections based on accurate predictions. The paper concludes with a précis of findings, implications for weather prediction, and capability avenues for destiny research, emphasizing the undertaking's significance in advancing meteorological understanding and forecasting capabilities.
Keywords:
Cite Article:
"WEATHER FORECASTING USING MACHINE LEARNING TECHNIQUES ", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.9, Issue 4, page no.361 - 366, April-2024, Available :http://www.ijsdr.org/papers/IJSDR2404054.pdf
Downloads:
000338173
Publication Details:
Published Paper ID: IJSDR2404054
Registration ID:210676
Published In: Volume 9 Issue 4, April-2024
DOI (Digital Object Identifier):
Page No: 361 - 366
Publisher: IJSDR | www.ijsdr.org
ISSN Number: 2455-2631
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