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...

ver descrição completa

Na minha lista:
Detalhes bibliográficos
Autor principal: Saro Lee (Ed.)
Formato: Online
Idioma:inglês
Publicado em: MDPI - Multidisciplinary Digital Publishing Institute 2021
Assuntos:
Acesso em linha:26628
Tags: Adicionar Tag
Sem tags, seja o primeiro a adicionar uma tag!
_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