ISSN2320-2882
Impact Factor9.17
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Paper Title

GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI

Authors

Pooja Pawar , Samarth Yete , Saiprasad Varpe , Yogesh Patil , Yash Waghmare

Keywords

Change Detection, Remote Sensing, Deep Learning, Siamese Network, U-Net, Landsat-8, Sentinel-2, Cloud Computing, Urban Growth, Environmental Monitoring

Abstract

Rapid urban growth, deforestation, and natural disasters are driving substantial land cover changes worldwide, posing significant challenges to sustainable development and environmental stewardship. Conventional change detection methods, such as image differencing and manual classification, often require intensive effort and deliver inconsistent accuracy under varying environmental conditions. GeoAlert is introduced as an AI-powered change monitoring system that automates the multi-temporal detection of land cover change using satellite imagery from high-resolution sensors, including Landsat-8 and Sentinel-2. The system preprocesses raw satellite data, aligns images, and applies advanced deep learning models, notably U-Net and Siamese CNN architectures, for per-pixel land cover classification and systematic change mapping. Changes identified are visualized via thematic maps and shared on a cloud-based dashboard, providing near-real-time alerts to stakeholders. In a comprehensive case study focusing on Hyderabad, India, GeoAlert achieved 89% classification accuracy, notably outperforming traditional image differencing approaches that scored 74%. These results highlight GeoAlert's potential as a scalable, robust decision-support tool for urban planners, environmental managers, and policy-makers in rapidly changing landscapes.

How To Cite

Choose the style your journal or department asks for, then copy it. Every version below is generated from this paper's own record.

IJCRT — journal style
"GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 10, page no.50-57, October 2025, Available :https://ijcrt.org/papers/IJCRTBH02012.pdf
APA — 7th edition
Pawar, P., Yete, S., Varpe, S., Patil, Y., & Waghmare, Y. (2025). GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI. International Journal of Creative Research Thoughts, 13(10), 50-57. https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012
MLA — 9th edition
Pawar, Pooja, et al. "GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI." International Journal of Creative Research Thoughts, vol. 13, no. 10, 2025, pp. 50-57, https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012.
Chicago — 17th, bibliography
Pawar, Pooja, et al. "GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI." International Journal of Creative Research Thoughts 13, no. 10 (2025): 50-57. https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012.
Harvard — author–date
Pawar, P. et al. (2025) 'GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI', International Journal of Creative Research Thoughts, 13(10), pp. 50-57. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012
IEEE — numbered reference
P. Pawar, S. Yete, S. Varpe, Y. Patil and Y. Waghmare, "GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI," IJCRT, vol. 13, no. 10, pp. 50-57, Oct. 2025.
Vancouver — biomedical
Pawar P, Yete S, Varpe S, Patil Y, Waghmare Y. GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI. IJCRT. 2025 Oct;13(10):50-57.
AMA — 11th edition
Pawar P, Yete S, Varpe S, Patil Y, Waghmare Y. GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI. IJCRT. 2025;13(10):50-57. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRTBH02012, author = {Pooja Pawar and Samarth Yete and Saiprasad Varpe and Yogesh Patil and Yash Waghmare}, title = {GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI}, journal = {International Journal of Creative Research Thoughts}, volume = {13}, number = {10}, pages = {50-57}, year = {2025}, month = {October}, issn = {2320-2882}, url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012} }
RIS — EndNote, RefWorks
TY - JOUR AU - Pawar, Pooja AU - Yete, Samarth AU - Varpe, Saiprasad AU - Patil, Yogesh AU - Waghmare, Yash TI - GeoAlert - Automated Change Monitoring System Using Satellite Imagery and AI T2 - International Journal of Creative Research Thoughts JA - IJCRT VL - 13 IS - 10 PY - 2025 SN - 2320-2882 UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRTBH02012 SP - 50 EP - 57 ER -

Issue

Volume 13 Issue 10, October-2025
Pages : 50-57

Article Information

Pages
50-57
Published
October 2025
Registration ID
IJCRT_295202
Published Paper ID
IJCRTBH02012
Research Area
Science and Technology
Author Type
Indian Author
Location
India
Licence
CC BY 4.0 · Open Access
ISSN & Impact Factor
2320-2882 · IF 9.17
Downloads
285

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International Journal of Creative Research Thoughts Published by IJCRT Publication
2320-2882 ISSN
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© 2025 — Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
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Declarations

Funding

No external funding was received for this study.

Conflict of Interest

The authors declare that they have no conflict of interest.

Acknowledgements

The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.

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