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September 5, 2025Research in EcologyOpen Access

Integrating Machine Learning, Cellular Automata-Artificial Neural Network Model for Projecting Future Land Use Patterns in Urban Landscape of Jaipur, India

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This study demonstrates significant urban growth projections in Jaipur, indicating the need for integrated land use management.

Future projections estimate urban areas will expand to approximately 1303.08 square kilometres by 2045.
A 188.59% increase in urban built-up areas and a 145.44% rise in vegetation were observed from 2000 to 2020.
Satellite data were utilized with advanced remote sensing techniques including machine learning algorithms.
The findings highlight the importance of integrated policy interventions to mitigate environmental risks.

Swati Gupta (2025) studied this question.

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