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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

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  Published Paper Details:

  Paper Title

Proactive disaster detection

  Authors

  Shashank J K,  Parth,  Sagar M,  Teja Reddy M,  Dr. Manjunath K V

  Keywords

Machine learning Algorithms, Rainfall induced disasters, Hyperparameter Tuning, Time series forecastin.

  Abstract


The central objective of this project is to employ machine learning techniques to forecast natural disasters proactively. Utilizing statistical models applied to historical data, the system aims to predict future occurrences, incorporating Geographic Information System (GIS) data on tectonic plates and past floods. Through this approach, the model can be trained to anticipate floods and tsunamis, enabling early predictions that play a pivotal role in facilitating timely evacuation and disaster preparedness.Throughout the course of history, natural disasters have consistently posed a global-level threat, unleashing catastrophic events that cause significant harm to both lives and property. These disasters have not only eradicated entire civilizations but have also steered the course of human history. The toll exacted by natural disasters is immense, resulting in the loss of hundreds of thousands of lives and billions in property damage. Despite advancements in physical, mental, and technological aspects, there are challenges that humans cannot fully overcome, with natural disasters standing out as one such formidable force. While humanity may not possess the ability to prevent natural disasters entirely, adequate preparation lies within our control. Natural disasters can be broadly classified into geological and meteorological types. Despite ongoing efforts to predict earthquakes and other natural disasters, achieving precise predictions remains an enduring challenge.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2501194

  Paper ID - 275402

  Page Number(s) - b635-b646

  Pubished in - Volume 13 | Issue 1 | January 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Shashank J K,  Parth,  Sagar M,  Teja Reddy M,  Dr. Manjunath K V,   "Proactive disaster detection", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 1, pp.b635-b646, January 2025, Available at :http://www.ijcrt.org/papers/IJCRT2501194.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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