AIMC Topic: Urbanization

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Multi-temporal image analysis of wetland dynamics using machine learning algorithms.

Journal of environmental management Nov 10, 2024
Wetlands play a crucial role in enhancing groundwater quality, mitigating natural hazards, controlling erosion, and providing essential habitats for unique flora and wildlife. Despite their significance, wetlands are facing decline in various global ...
Algorithms Ecosystem Machine Learning Conservation of Natural Resources Environmental Monitoring Wetlands Climate Change Urbanization
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Leveraging machine learning algorithms in dynamic modeling of urban expansion, surface heat islands, and carbon storage for sustainable environmental management in coastal ecosystems.

Journal of environmental management Sep 20, 2024
Climate change and rapid urbanization are dramatically altering coastal ecosystems worldwide, with significant implications for land surface temperatures (LST) and carbon stock concentration (CSC). This study investigates the impacts of day and night...
Ecosystem Carbon Climate Change Machine Learning Algorithms Bangladesh Carbon Sequestration Urbanization
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Predicting Prayagraj's Urbanization Trajectory using CA-ANN Modelling: Population Pressures and Land Use Dynamics.

Journal of environmental management Sep 11, 2024
Land Use/Land Cover (LULC) dynamics provide a crucial role in the monitoring, planning, and management of resources. They also offer valuable information for developing strategies to balance conservation efforts, resolve conflicts between different l...
Urbanization Neural Networks, Computer India Agriculture Conservation of Natural Resources Humans
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From expansion to efficiency: Machine learning-based forecasting of Japan's building material stocks under demographic declines.

The Science of the total environment Aug 19, 2024
Japan's unique demographic trajectory, marked by population decline and aging, coupled with continued urbanization, presents distinct challenges for aligning built environment capacity with resource efficiency. This study aims to investigate the hist...
Conservation of Natural Resources Urbanization Japan Sustainable Development Machine Learning Forecasting Construction Materials Population Dynamics
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Exploring the nexus between water quality and land use/land cover change in an urban watershed in Uruguay: a machine learning approach.

Environmental science and pollution research international Jul 22, 2024
The expansion of urban areas contributes to the growth of impervious surfaces, leading to increased pollution and altering the configuration, composition, and context of land covers. This study employed machine learning methods (partial least square ...
Uruguay Urbanization Environmental Monitoring Water Quality Machine Learning Ecosystem
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Deep learning models for monitoring landscape changes in a UNESCO Global Geopark.

Journal of environmental management Feb 27, 2024
By identifying Earth heritage sites, UNESCO Global Geoparks (UGGps) have promoted geo-tourism and regional economic prosperity. However, commercial and tourism development has altered the natural contexts of these geoparks, diminishing their initial ...
Conservation of Natural Resources Urbanization Agriculture UNESCO Environmental Monitoring Deep Learning
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A cellular automata model coupled with partitioning CNN-LSTM and PLUS models for urban land change simulation.

Journal of environmental management Dec 21, 2023
Urbanisation is a key aspect of land use change (LUC), and accurately modelling of urban LUC is crucial for sustainable development. Cellular automata (CA) are widely used in LUC research. However, previous studies have overlooked the significant tem...
Neural Networks, Computer Computer Simulation Cellular Automata Urbanization Sustainable Development
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Modeling Production-Living-Ecological Space for Chengdu, China: An Analytical Framework Based on Machine Learning with Automatic Parameterization of Environmental Elements.

International journal of environmental research and public health Feb 22, 2023
Cities worldwide are facing the dual pressures of growing population and land expansion, leading to the intensification of conflicts in urban productive-living-ecological spaces (PLES). Therefore, the question of "how to dynamically judge the differe...
Urbanization Urban Renewal Cities Conservation of Natural Resources Computer Simulation Machine Learning Ecosystem China
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Modelling built-up land expansion probability using the integrated fuzzy logic and coupling coordination degree model.

Journal of environmental management Oct 12, 2022
The expansion of built-up area is the most noticeable form of urbanization-induced land use/land cover (LULC) change. In the global cities of south, the urban sprawl is increasing rapidly with even higher probabilities of future built-up expansion. T...
Probability Conservation of Natural Resources Quality of Life Environmental Monitoring Cities Urbanization Fuzzy Logic
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Research on Land Utilization Spatial Classification Planning Method Based on Multiocular Vision.

Computational and mathematical methods in medicine Aug 28, 2022
With the development of China's social economy as well as the accelerating urbanization construction and the expanding scale of cities, the integration of land use and urban land classification based on land use spatial planning has become an importa...
Cities Urbanization Algorithms Humans China Neural Networks, Computer
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