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Title: :  INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION
PaperId: :  21772
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 5 2023
DUI:    16.0415/IJARIIE-21772
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
BOOBESH PBannari Amman Institute of Technology
KISHORE VBannari Amman Institute of Technology
SAMIR HUSSAIN M DBannari Amman Institute of Technology
JANAGI RBannari Amman Institute of Technology

Abstract

Computer Science Engineering
Deep learning techniques, Convolutional neural networks (CNNs), false detection reduction, Timely detection, Confusion matrix, Satellite imagery, Classification.
Forest fires pose a significant threat to ecosystems, human lives, and infrastructure. Rapid and accurate detection of these fires is crucial for effective firefighting and prevention. Climatic changes and the greenhouse effect are some of the consequences of such destruction. Interestingly, a higher percentage of forest fires occur due to human activities. Therefore, to minimize the destruction caused by forest fires, there is a need to detect forest fires at their initial stage. Deep learning techniques, such as convolutional neural networks (CNNs), will be employed for feature extraction and classification tasks based on transfer learning is designed which train the satellite images and classify the datasets into a fire and non-fire images, confusion matrix is generated to specify efficiency of the framework, then extract the fire occurred region in the satellite image using local binary pattern it reduces false detection rates.

Citations

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IJARIIE BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. "INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 5 2023 Page 1586-1594
MLA BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. "INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 9.5(2023) : 1586-1594.
APA BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, & JANAGI R. (2023). INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION. International Journal Of Advance Research And Innovative Ideas In Education, 9(5), 1586-1594.
Chicago BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. "INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 5 (2023) : 1586-1594.
Oxford BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. 'INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 5, 2023, p. 1586-1594. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/INTEGRATION_OF_ARTIFICIAL_INTELLIGENCE_AND_SATELLITE_IMAGERY_FOR_FOREST_FIRE_DETECTION_ijariie21772.pdf (Accessed : ).
Harvard BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. (2023) 'INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, 9(5), pp. 1586-1594IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/INTEGRATION_OF_ARTIFICIAL_INTELLIGENCE_AND_SATELLITE_IMAGERY_FOR_FOREST_FIRE_DETECTION_ijariie21772.pdf (Accessed : )
IEEE BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R, "INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 5, pp. 1586-1594, Sep-Oct 2023. [Online]. Available: http://ijariie.com/AdminUploadPdf/INTEGRATION_OF_ARTIFICIAL_INTELLIGENCE_AND_SATELLITE_IMAGERY_FOR_FOREST_FIRE_DETECTION_ijariie21772.pdf [Accessed : ].
Turabian BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. "INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 5 ().
Vancouver BOOBESH P, KISHORE V, SAMIR HUSSAIN M D, and JANAGI R. INTEGRATION OF ARTIFICIAL INTELLIGENCE AND SATELLITE IMAGERY FOR FOREST FIRE DETECTION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : ]; 9(5) : 1586-1594. Available from: http://ijariie.com/AdminUploadPdf/INTEGRATION_OF_ARTIFICIAL_INTELLIGENCE_AND_SATELLITE_IMAGERY_FOR_FOREST_FIRE_DETECTION_ijariie21772.pdf
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