Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India

Author:

Veeramsetty Venkataramana1ORCID,Kiran Prabhu2ORCID,Sushma Munjampally2,Salkuti Surender Reddy3ORCID

Affiliation:

1. Center for AI and Deep Learning, Department of Electrical and Electronics Engineering, SR University, Warangal 506371, India

2. Department of Electrical and Electronics Engineering, SR University, Warangal 506371, India

3. Department of Railroad and Electrical Engineering, Woosong University, Daejeon 34606, Republic of Korea

Abstract

Weather forecasting is an essential task in any region of the world for proper planning of various sectors that are affected by climate change. In Warangal, most sectors, such as agriculture and electricity, are mainly influenced by climate conditions. In this study, weather (WX) in the Warangal region was forecast in terms of temperature and humidity. A radial basis function neural network was used in this study to forecast humidity and temperature. Humidity and temperature data were collected for the period of January 2021 to December 2021. Based on the simulation results, it is observed that the radial basis function neural network model performs better than other machine learning models when forecasting temperature and humidity.

Funder

Woosong University’s Academic Research

Publisher

MDPI AG

Subject

Pollution,Urban Studies,Waste Management and Disposal,Environmental Science (miscellaneous),Geography, Planning and Development

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