Application of Artificial Neural Networks in Geoinformatics
Recently, a need has arisen for prediction techniques that can address a variety of problems by combining methods from the rapidly developing field of machine learning with geoinformation technologies such as GIS, remote sensing, and GPS. As a result, over the last few decades, one particular machin...
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| Formato: | Online |
| Idioma: | inglês |
| Publicado em: |
MDPI - Multidisciplinary Digital Publishing Institute
2021
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| Acesso em linha: | 26628 |
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| _version_ | 1869516153924091904 |
|---|---|
| author | Saro Lee (Ed.) |
| author_browse | Saro Lee (Ed.) |
| author_facet | Saro Lee (Ed.) |
| author_sort | Saro Lee (Ed.) |
| collection | Directory of Open Access Books |
| description | Recently, a need has arisen for prediction techniques that can address a variety of problems by combining methods from the rapidly developing field of machine learning with geoinformation technologies such as GIS, remote sensing, and GPS. As a result, over the last few decades, one particular machine learning technology, known as artificial neural networks, has been successfully applied to a wide range of fields in science and engineering. In addition, the development of computational and spatial technologies has led to the rapid growth of geoinformatics, which specializes in the analysis of spatial information. Thus, recently, artificial neural networks have been applied to geoinformatics and have produced valuable results in the fields of geoscience, environment, natural hazards, natural resources, and engineering. Hence, this Special Issue of the journal Applied Sciences, “Application of Artificial Neural Networks in Geoinformatics,” was successfully planned, and we here publish a collection of papers detailing novel contributions that are of relevance to these topics. |
| format | Online |
| id | doab-20.500.12854ir-41041 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-410412024-03-30T02:52:45Z Application of Artificial Neural Networks in Geoinformatics Saro Lee (Ed.) GE1-350 Spatial Analysis Artificial Neural Networks Spatial Database Global Positioning System (GPS) Remote Sensing Data mining Geographic Information System (GIS) Machine Learning Geoinformatics thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVG Environmental economics Recently, a need has arisen for prediction techniques that can address a variety of problems by combining methods from the rapidly developing field of machine learning with geoinformation technologies such as GIS, remote sensing, and GPS. As a result, over the last few decades, one particular machine learning technology, known as artificial neural networks, has been successfully applied to a wide range of fields in science and engineering. In addition, the development of computational and spatial technologies has led to the rapid growth of geoinformatics, which specializes in the analysis of spatial information. Thus, recently, artificial neural networks have been applied to geoinformatics and have produced valuable results in the fields of geoscience, environment, natural hazards, natural resources, and engineering. Hence, this Special Issue of the journal Applied Sciences, “Application of Artificial Neural Networks in Geoinformatics,” was successfully planned, and we here publish a collection of papers detailing novel contributions that are of relevance to these topics. 2021-02-11T08:18:35Z 2021-02-11T08:18:35Z 2018-04-27 16:05:32 2018 book 26628 9783038427421 9783038427414 https://directory.doabooks.org/handle/20.500.12854/41041 eng image/png Attribution-NonCommercial-NoDerivatives 4.0 International http://www.mdpi.com/books/pdfview/book/575 http://www.mdpi.com/books/pdfview/book/575 MDPI - Multidisciplinary Digital Publishing Institute 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783038427421 9783038427414 VI, 222 open access |
| spellingShingle | GE1-350 Spatial Analysis Artificial Neural Networks Spatial Database Global Positioning System (GPS) Remote Sensing Data mining Geographic Information System (GIS) Machine Learning Geoinformatics thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVG Environmental economics Saro Lee (Ed.) Application of Artificial Neural Networks in Geoinformatics |
| title | Application of Artificial Neural Networks in Geoinformatics |
| title_full | Application of Artificial Neural Networks in Geoinformatics |
| title_fullStr | Application of Artificial Neural Networks in Geoinformatics |
| title_full_unstemmed | Application of Artificial Neural Networks in Geoinformatics |
| title_short | Application of Artificial Neural Networks in Geoinformatics |
| title_sort | application of artificial neural networks in geoinformatics |
| topic | GE1-350 Spatial Analysis Artificial Neural Networks Spatial Database Global Positioning System (GPS) Remote Sensing Data mining Geographic Information System (GIS) Machine Learning Geoinformatics thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVG Environmental economics |
| topic_facet | GE1-350 Spatial Analysis Artificial Neural Networks Spatial Database Global Positioning System (GPS) Remote Sensing Data mining Geographic Information System (GIS) Machine Learning Geoinformatics thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVG Environmental economics |
| url | 26628 |
| work_keys_str_mv | AT saroleeed applicationofartificialneuralnetworksingeoinformatics |