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Erschienen in: Earth Science Informatics 3/2019

02.02.2019 | Research Article

Online image classification and analysis using OGC web processing service

verfasst von: Hariom Singh, R. D. Garg, Harish C. Karnatak

Erschienen in: Earth Science Informatics | Ausgabe 3/2019

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Abstract

The online geoprocessing and analysis using state-of-the-art technology are offering automated analytical tools to a large group of users. This paper describes an online geoprocessing and analysis framework, which allows an inexperienced user to perform unsupervised classification of remote sensing data. The parallel computing based geoprocessing and analysis framework adopted in this work has been implemented using Free and Open Source Software for Geospatial (FOSS4G). Web Processing Service (WPS) based geoprocessing framework facilitates the deployment of unsupervised classification algorithm on the web in a standardized way. However, it is dynamic in nature to deploy other geoprocessing algorithms. The developed system describes how to process remote sensing data (Sentinel-2, Landsat-8, etc.) for classification and sharing the interoperable results in a distributed environment. To validate the classification results, a prototype architecture based on participatory GIS is developed for field data collection, accuracy assessment and online dissemination. The accuracy assessment (i.e., overall accuracy, Kappa coefficient) is performed to validate the derived classification results using collected field data.

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Metadaten
Titel
Online image classification and analysis using OGC web processing service
verfasst von
Hariom Singh
R. D. Garg
Harish C. Karnatak
Publikationsdatum
02.02.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Earth Science Informatics / Ausgabe 3/2019
Print ISSN: 1865-0473
Elektronische ISSN: 1865-0481
DOI
https://doi.org/10.1007/s12145-019-00378-z

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