Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India
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 reg...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-06-01
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| Series: | Urban Science |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2413-8851/7/3/68 |
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| author | Venkataramana Veeramsetty Prabhu Kiran Munjampally Sushma Surender Reddy Salkuti |
| author_facet | Venkataramana Veeramsetty Prabhu Kiran Munjampally Sushma Surender Reddy Salkuti |
| author_sort | Venkataramana Veeramsetty |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-10T21:53:42Z |
| format | Article |
| id | doaj.art-7fd66a85b5554883a618304b6901a0c4 |
| institution | Directory Open Access Journal |
| issn | 2413-8851 |
| language | English |
| last_indexed | 2024-03-10T21:53:42Z |
| publishDate | 2023-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Urban Science |
| spelling | doaj.art-7fd66a85b5554883a618304b6901a0c42023-11-19T13:17:50ZengMDPI AGUrban Science2413-88512023-06-01736810.3390/urbansci7030068Weather Forecasting Using Radial Basis Function Neural Network in Warangal, IndiaVenkataramana Veeramsetty0Prabhu Kiran1Munjampally Sushma2Surender Reddy Salkuti3Center for AI and Deep Learning, Department of Electrical and Electronics Engineering, SR University, Warangal 506371, IndiaDepartment of Electrical and Electronics Engineering, SR University, Warangal 506371, IndiaDepartment of Electrical and Electronics Engineering, SR University, Warangal 506371, IndiaDepartment of Railroad and Electrical Engineering, Woosong University, Daejeon 34606, Republic of KoreaWeather 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.https://www.mdpi.com/2413-8851/7/3/68temperaturehumidityradial basis function neural networkmachine learningweatherforecasting |
| spellingShingle | Venkataramana Veeramsetty Prabhu Kiran Munjampally Sushma Surender Reddy Salkuti Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India Urban Science temperature humidity radial basis function neural network machine learning weather forecasting |
| title | Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India |
| title_full | Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India |
| title_fullStr | Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India |
| title_full_unstemmed | Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India |
| title_short | Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India |
| title_sort | weather forecasting using radial basis function neural network in warangal india |
| topic | temperature humidity radial basis function neural network machine learning weather forecasting |
| url | https://www.mdpi.com/2413-8851/7/3/68 |
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