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Title: :  FLOOD PREDECTION USING MACHINE LEARNING
PaperId: :  21138
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 4 2023
DUI:    16.0415/IJARIIE-21138
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Pruthvi N Dayananda Sagar Academy Of Technology And Management
Manjula Sanjay KotiDayananda Sagar Academy Of Technology And Management

Abstract

MACHINE LEARNING
precipitation, rapid inundation, MLP classifier
One of the undesirable natural catastrophes are floods. Significant property and life losses can result from flooding.Additionally, it could harm crops and trees that have been planted in agricultural areas. Flooding may be brought on by prolonged rainfall, inadequate precipitation drainage, surface runoff from melting snow, or dam failure. Today, the natural water storage places, such as rivers and lakes, have been destroyed and turned into construction sites. Flash floods can happen quickly within a few hours, as opposed to a typical flood. Research on flood prediction has evolved in order to reduce the amount of fatalities, property losses, and other concerns caused by flooding.Machine learning techniques are commonly used to build efficient prediction models for weather forecasting. Due to advancements in forecasting technology, more advanced and efficient solutions are now available. Utilizing the precipitation data from this research, a prediction model has been developed to anticipate the occurrence of floods triggered by rainfall. The model generates a forecast on the likelihood of a "flood occurrence" based on the expected range of precipitation for specific locations. Data on rainfall from various districts in India has been employed to construct the forecast model. The dataset has been utilized to train different algorithms, including Multilayer Perceptron, Support Vector Machine, and Linear Regression. Among these algorithms, the Multilayer Perceptron (MLP) classifier demonstrated satisfactory performance, achieving the highest accuracy rate of 97.40%. Consequently, a climate scientist can reliably predict the occurrence of a flood during heavy rainfall events using the Machine Learning Predection flash flood prediction model.

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IJARIIE Pruthvi N , and Manjula Sanjay Koti. "FLOOD PREDECTION USING MACHINE LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 4 2023 Page 729-733
MLA Pruthvi N , and Manjula Sanjay Koti. "FLOOD PREDECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 9.4(2023) : 729-733.
APA Pruthvi N , & Manjula Sanjay Koti. (2023). FLOOD PREDECTION USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 9(4), 729-733.
Chicago Pruthvi N , and Manjula Sanjay Koti. "FLOOD PREDECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 4 (2023) : 729-733.
Oxford Pruthvi N , and Manjula Sanjay Koti. 'FLOOD PREDECTION USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, 2023, p. 729-733. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/FLOOD_PREDECTION_USING_MACHINE_LEARNING_ijariie21138.pdf (Accessed : 02 February 2025).
Harvard Pruthvi N , and Manjula Sanjay Koti. (2023) 'FLOOD PREDECTION USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 9(4), pp. 729-733IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/FLOOD_PREDECTION_USING_MACHINE_LEARNING_ijariie21138.pdf (Accessed : 02 February 2025)
IEEE Pruthvi N , and Manjula Sanjay Koti, "FLOOD PREDECTION USING MACHINE LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, pp. 729-733, Jul-Aug 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/FLOOD_PREDECTION_USING_MACHINE_LEARNING_ijariie21138.pdf [Accessed : 02 February 2025].
Turabian Pruthvi N , and Manjula Sanjay Koti. "FLOOD PREDECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 4 (02 February 2025).
Vancouver Pruthvi N , and Manjula Sanjay Koti. FLOOD PREDECTION USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 02 February 2025]; 9(4) : 729-733. Available from: https://ijariie.com/AdminUploadPdf/FLOOD_PREDECTION_USING_MACHINE_LEARNING_ijariie21138.pdf
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