Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers

Arthur Lehner; Vahid Naeimi; Klaus Steinnocher

doi:10.5220/0006320800430049

Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers

Arthur Lehner (Vortragende:r), Vahid Naeimi, Klaus Steinnocher

Digital Resilient Cities

TU Wien

Publikation: Beitrag in Buch oder Tagungsband › Vortrag mit Beitrag in Tagungsband › Begutachtung

Abstract

This work deals with the development of automatically derived settlement layers from Sentinel-1 data. The produced layers allow differentiation between built-up and non-built-up area. The results are visually compared with a standardized product of the Copernicus earth observation program, the Copernicus High Resolution Layer Imperviousness Degree. For evaluation of the accuracy, the European Settlement Map 2016 was chosen as a reference data set. In this study the ISODATA unsupervised classification algorithm is used for generating two layers that allow differentiation between built-up and non-built up area. The results reveal the suitability of Sentinel-1 data for urban areas mapping. The quality of the produced settlement layers are comparable to standardized products that are based on data from optical sensors e.g. Copernicus High Resolution Layer Imperviousness Degree or European Settlement Map 2016 respectively.

Originalsprache	Englisch
Titel	Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management
Redakteure/-innen	Lemonia Ragia, Jorge Gustavo Rocha, Laurini Robert
Seitenumfang	7
DOIs	https://doi.org/10.5220/0006320800430049
Publikationsstatus	Veröffentlicht - 2017
Veranstaltung	GISTAM 2017 - 3rd International Conference on Geographical Information Systems Theory, Applications and Management - Dauer: 27 Apr. 2017 → 28 Apr. 2017

Konferenz

Konferenz	GISTAM 2017 - 3rd International Conference on Geographical Information Systems Theory, Applications and Management
Zeitraum	27/04/17 → 28/04/17

Research Field

Nicht definiert

Schlagwörter

Remote Sensing
Sentinel-1
Impervious Surface
Copernicus

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10.5220/0006320800430049Lizenz: Nicht angegeben

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Lehner, A., Naeimi, V., & Steinnocher, K. (2017). Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers. in L. Ragia, J. G. Rocha, & L. Robert (Hrsg.), Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management https://doi.org/10.5220/0006320800430049

Lehner, Arthur ; Naeimi, Vahid ; Steinnocher, Klaus. / Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers. Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management. Hrsg. / Lemonia Ragia ; Jorge Gustavo Rocha ; Laurini Robert. 2017.

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title = "Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers",

abstract = "This work deals with the development of automatically derived settlement layers from Sentinel-1 data. The produced layers allow differentiation between built-up and non-built-up area. The results are visually compared with a standardized product of the Copernicus earth observation program, the Copernicus High Resolution Layer Imperviousness Degree. For evaluation of the accuracy, the European Settlement Map 2016 was chosen as a reference data set. In this study the ISODATA unsupervised classification algorithm is used for generating two layers that allow differentiation between built-up and non-built up area. The results reveal the suitability of Sentinel-1 data for urban areas mapping. The quality of the produced settlement layers are comparable to standardized products that are based on data from optical sensors e.g. Copernicus High Resolution Layer Imperviousness Degree or European Settlement Map 2016 respectively.",

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author = "Arthur Lehner and Vahid Naeimi and Klaus Steinnocher",

year = "2017",

doi = "10.5220/0006320800430049",

language = "English",

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editor = "Lemonia Ragia and Rocha, {Jorge Gustavo} and Laurini Robert",

booktitle = "Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management",

note = "GISTAM 2017 - 3rd International Conference on Geographical Information Systems Theory, Applications and Management ; Conference date: 27-04-2017 Through 28-04-2017",

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Lehner, A, Naeimi, V & Steinnocher, K 2017, Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers. in L Ragia, JG Rocha & L Robert (Hrsg.), Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management. GISTAM 2017 - 3rd International Conference on Geographical Information Systems Theory, Applications and Management, 27/04/17. https://doi.org/10.5220/0006320800430049

Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers. / Lehner, Arthur (Vortragende:r); Naeimi, Vahid; Steinnocher, Klaus.
Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management. Hrsg. / Lemonia Ragia; Jorge Gustavo Rocha; Laurini Robert. 2017.

Publikation: Beitrag in Buch oder Tagungsband › Vortrag mit Beitrag in Tagungsband › Begutachtung

TY - GEN

T1 - Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers

AU - Naeimi, Vahid

AU - Steinnocher, Klaus

A2 - Lehner, Arthur

A2 - Ragia, Lemonia

A2 - Rocha, Jorge Gustavo

A2 - Robert, Laurini

PY - 2017

Y1 - 2017

N2 - This work deals with the development of automatically derived settlement layers from Sentinel-1 data. The produced layers allow differentiation between built-up and non-built-up area. The results are visually compared with a standardized product of the Copernicus earth observation program, the Copernicus High Resolution Layer Imperviousness Degree. For evaluation of the accuracy, the European Settlement Map 2016 was chosen as a reference data set. In this study the ISODATA unsupervised classification algorithm is used for generating two layers that allow differentiation between built-up and non-built up area. The results reveal the suitability of Sentinel-1 data for urban areas mapping. The quality of the produced settlement layers are comparable to standardized products that are based on data from optical sensors e.g. Copernicus High Resolution Layer Imperviousness Degree or European Settlement Map 2016 respectively.

AB - This work deals with the development of automatically derived settlement layers from Sentinel-1 data. The produced layers allow differentiation between built-up and non-built-up area. The results are visually compared with a standardized product of the Copernicus earth observation program, the Copernicus High Resolution Layer Imperviousness Degree. For evaluation of the accuracy, the European Settlement Map 2016 was chosen as a reference data set. In this study the ISODATA unsupervised classification algorithm is used for generating two layers that allow differentiation between built-up and non-built up area. The results reveal the suitability of Sentinel-1 data for urban areas mapping. The quality of the produced settlement layers are comparable to standardized products that are based on data from optical sensors e.g. Copernicus High Resolution Layer Imperviousness Degree or European Settlement Map 2016 respectively.

KW - Remote Sensing

KW - Sentinel-1

KW - Impervious Surface

KW - Copernicus

KW - Remote Sensing

KW - Sentinel-1

KW - Impervious Surface

KW - Copernicus

U2 - 10.5220/0006320800430049

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M3 - Conference Proceedings with Oral Presentation

SN - 978-989-758-252-3

BT - Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management

T2 - GISTAM 2017 - 3rd International Conference on Geographical Information Systems Theory, Applications and Management

Y2 - 27 April 2017 through 28 April 2017

ER -

Lehner A, Naeimi V, Steinnocher K. Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers. in Ragia L, Rocha JG, Robert L, Hrsg., Proceedings of the 3rd International Conference on Geographical Information Systems Theory, Applications and Management. 2017 doi: 10.5220/0006320800430049

Sentinel-1 for Urban Areas - Comparison between Automatically Derived Settlement Layers from Sentinel-1 Data and Copernicus High Resolution Information Layers

Abstract

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Research Field

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