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Geoinformatics and Data Mining in Earth Sciences
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This reprint presents a collection of articles on recent advances in data mining, systems analysis, geoinformatics, Big Data theory and practice, and GIS systems with applications for a wide range of Earth Science disciplines. It brings together state-of-the-art results in scientific areas such as seismic hazard and seismic risk, geodynamics and tectonics, Earth gravity, geoecology, GNSS applications, climate change, radioactive waste disposal, spatial disparities, mining surveys, GIS logistics, and other Earth science disciplines, including interdisciplinary ones.
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Keywords
- 2SFCA method
- 3D virtual city
- address matching
- Algorithms
- Arctic
- Arctic region
- Arctic Zone of the Russian Federation
- avalanches
- Baikal Rift Zone
- big data
- Climate Change
- clique
- Clustering
- clustering algorithm
- clusters
- coal petrography
- complex stress environment
- contrast learning
- correlations
- data adjustment
- data augmentation
- data integration
- data management
- deep transfer learning
- density
- digital atlas
- discrete perfect sets
- DMA algorithms
- duplicate events
- dynamic activity index
- earthquake
- earthquake generation
- earthquake-prone areas
- Ecology
- Entropy
- environmental pollution
- failure mechanism
- fault-block structure
- FCAZ
- fine tuning
- finite metric space
- fuzzy co-location pattern
- Gakkel Ridge
- geodynamic data
- Geoinformatics
- geomechanical model
- geomorphological conditions
- geophysical data
- GIS
- GIS technologies
- GIS technology
- GIS-based planning
- GPS tremor
- GPS tremor singular points
- healthcare centers
- high seismicity zones
- Image analysis
- image filtering
- integrated earthquake catalogs
- integrated geodesy
- interval type-2 fuzzy set
- keyboard model
- Knipovich Ridge
- Landslides
- level of registration
- linear structures
- Machine learning
- magnitude unification
- merging catalogs
- merging earthquake catalogs
- MERRA-2 reanalysis
- microfracture mapping
- Microstructural analysis
- Mining
- mudflows
- MV/LV network
- Natural Hazards
- neural networks
- Northern Latitudinal Railway
- OD cost matrix
- open-pit coal mine
- pattern recognition
- Permeability
- porosity
- pretraining model
- Primorsky Fault
- principal components
- probability density
- railway network development
- rapid visual screening
- recalibration
- regional data
- Russian Arctic
- Safety
- seismic cycle
- seismic networks
- seismic vulnerability
- seismological data
- semantic address matching
- SHAP
- Smart city
- solidity
- source observations
- spatial accessibility
- spatial data mining
- spatial databases
- spatial/network analysis
- spectral index
- spectral slope
- structural monitoring
- structural tectonic block
- subduction zone
- surrounding rock
- Svalbard Archipelago
- synthetics seismograms
- System analysis
- system-analytical method
- tectonite
- thema EDItEUR::P Mathematics and Science
- thema EDItEUR::P Mathematics and Science::PB Mathematics
- thema EDItEUR::P Mathematics and Science::PB Mathematics::PBM Geometry
- travel time threshold
- Web/3D Web GIS
- zonation
Links
DOI: 10.3390/books978-3-7258-1868-6Editions