Automating the analysis of spatial grids : a practical guide to data mining geospatial images for human & environmental applications

The ability to create automated algorithms to process gridded spatial data is increasingly important as remotely sensed datasets increase in volume and frequency. Whether in business, social science, ecology, meteorology or urban planning, the ability to create automated applications to analyze and...

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Библиографические подробности
Главный автор: Lakshmanan, Valliappa, 1972-
Формат: Livre numérique
Язык:Anglais
Опубликовано: Dordrecht : Springer Netherlands [20..].
Cham : Springer Nature
Редактирование:1st ed. 2012.
Серии:Geotechnologies and the Environment 6
Online-ссылка:Accès sur la plateforme de l'éditeur
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Примечание: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
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Edition sous un autre format:• Automating the Analysis of Spatial Grids, Texte imprimé, 9789400740747
• Automating the Analysis of Spatial Grids, Texte imprimé, 9789400740747
• Automating the Analysis of Spatial Grids, Texte imprimé, 9789400740761
• Automating the Analysis of Spatial Grids, Texte imprimé, 9789401779401
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505 1 |a Automated Analysis of Spatial Grids: Motivation and Challenges -Geographic Information Systems -GIS Operations -Need for Automation -Spatial Grids -Challenges in Automated Analysis -Spatial Data Mining Algorithms Geospatial grids -Representation -Linearity of data values -Instrument geometry -Gridding point observations -Rasterization -Example Applications Data Structures for Spatial Grids -Array -Pixels -Level set -Topographical surface -Markov chain -Matrix -Parametric approximation -Relational structure -Applications Global and Local Image Statistics -Types of statistics -Distances -Distance transform -Probability Functions -Local measures -Example Applications Neighborhood and Window Operations -Preprocessing -Window operations -Median filter -Morphological operations -Skeletonization -Frequency Domain Convolution -Example Applications Identifying Objects -Object identification -Region growing -Region properties -Hysteresis -Active contours -Watershed Transform -Enhanced watershed -Contiguity-enhanced Clustering -Choosing an object-identification technique -Example Applications Change and Motion Estimation 
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520 |a The ability to create automated algorithms to process gridded spatial data is increasingly important as remotely sensed datasets increase in volume and frequency. Whether in business, social science, ecology, meteorology or urban planning, the ability to create automated applications to analyze and detect patterns in geospatial data is increasingly important. This book provides students with a foundation in topics of digital image processing and data mining as applied to geospatial datasets. The aim is for readers to be able to devise and implement automated techniques to extract information from spatial grids such as radar, satellite or high-resolution survey imagery 
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