AIMC Topic: Geographic Information Systems

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Cognition-enhanced geospatial decision framework integrating fuzzy FCA, surprisingly popular method, and a large language model.

Scientific reports Jul 2, 2025
This study introduces a cognition-enhanced framework for geospatial decision-making by integrating Fuzzy Formal Concept Analysis (FCA), the Surprisingly Popular (SP) method, and a Large Language Model (GPT-4o). Our approach captures cognitive influen...
Language Geographic Information Systems Humans Machine Learning Fuzzy Logic Decision Making Large Language Models Cognition Models, Theoretical
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A comparative study of fully automatic and semi-automatic methods for oil spill detection using Sentinel-1 data.

Environmental monitoring and assessment Jun 26, 2025
The oil spill detection and assessment study conducted in the Banten Province of Indonesia involves the application of Sentinel-1 satellite data and machine learning tools in the year 2024. Synthetic Aperture Radar (SAR) data were used with VV polari...
Environmental Monitoring Machine Learning Indonesia Geographic Information Systems Water Pollutants, Chemical Petroleum Pollution Neural Networks, Computer
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High-precision deformation monitoring and intelligent early warning for wellbore based on BDS/GNSS.

PloS one Jun 23, 2025
To address the complex deformation of wellbores influenced by surrounding coal mining operations, this study employed an improved modified least-squares ambiguity decorrelation (MLAMBDA) algorithm based on the double-difference model for high-frequen...
Algorithms Geographic Information Systems Deep Learning Coal Mining
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Spatiotemporal patterns and climate-induced macroeconomic burden of malaria in sub-Saharan Africa.

BMC public health May 29, 2025
BACKGROUND: The global malaria burden is characterized by economic, geographical, and climatic disparities, especially in sub-Saharan Africa (SSA). Moreover, meteorological factors have become increasingly important to understand the malaria burden i...
Weather Africa South of the Sahara Bayes Theorem Malaria Climate Change Cost of Illness Machine Learning Geographic Information Systems Spatio-Temporal Analysis Incidence Humans
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Management of sustainable urban green spaces through machine learning-supported MCDM and GIS integration.

Environmental science and pollution research international Apr 12, 2025
This study evaluates green space suitability in İzmir's Konak district using the analytic hierarchy process, machine learning, weighted linear combination, and the technique for order preference by similarity to ideal solution methods, integrated wit...
Geographic Information Systems Cities Conservation of Natural Resources Machine Learning Algorithms
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The generative revolution: AI foundation models in geospatial health-applications, challenges and future research.

International journal of health geographics Apr 2, 2025
In an era of rapid technological advancements, generative artificial intelligence and foundation models are reshaping industries and offering new advanced solutions in a wide range of scientific areas, particularly in public and environmental health....
Geographic Information Systems Humans Artificial Intelligence Forecasting Public Health
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Forest fire susceptibility mapping using multi-criteria decision making and machine learning models in the Western Ghats of India.

Journal of environmental management Mar 9, 2025
Forest fires have significantly increased over the last decade due to shifts in rainfall patterns, warmer summers, and long spells of dry weather events in the coastal regions. Assessment of susceptibility to forest fires has become an important mana...
India Decision Making Remote Sensing Technology Machine Learning Fires Forests Geographic Information Systems Wildfires
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Application of 3D point cloud and visual-inertial data fusion in Robot dog autonomous navigation.

PloS one Feb 11, 2025
The study proposes a multi-sensor localization and real-timeble mapping method based on the fusion of 3D LiDAR point clouds and visual-inertial data, which addresses the issue of decreased localization accuracy and mapping in complex environments tha...
Robotics Dogs Geographic Information Systems Algorithms Imaging, Three-Dimensional Animals
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Multi-dimensional perceptual recognition of tourist destination using deep learning model and geographic information system.

PloS one Feb 7, 2025
Perceptual recognition of tourist destinations is vital in representing the destination image, supporting destination management decision-making, and promoting tourism recommendations. However, previous studies on tourist destination perception have ...
Perception Deep Learning Humans Tourism China Geographic Information Systems
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Combining a Standardized Growth Class Assessment, UAV Sensor Data, GIS Processing, and Machine Learning Classification to Derive a Correlation with the Vigour and Canopy Volume of Grapevines.

Sensors (Basel, Switzerland) Jan 13, 2025
Assessing vines' vigour is essential for vineyard management and automatization of viticulture machines, including shaking adjustments of berry harvesters during grape harvest or leaf pruning applications. To address these problems, based on a standa...
Support Vector Machine Vitis Plant Leaves Unmanned Aerial Devices Remote Sensing Technology Machine Learning Geographic Information Systems
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