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Land use modeling in North Rhine-Westphalia with interaction and scaling laws

Tuia, Devis and Moser, Gabriele and Wurm, Michael and Taubenböck, Hannes (2017) Land use modeling in North Rhine-Westphalia with interaction and scaling laws. IEEE. JURSE 2017, 06.-08.03.2017, Dubai, UAE.

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Official URL: http://www.jurse2017.com/index.html

Abstract

The study of land use at large scale has recently been approached as the description of a territory in terms of Local Climate Zones (LCZ). These are subdivisions of a landscape into a set of categories which are of uniform coverage, represent similar land cover characteristics and patterns and are of several hundreds of meters in surface. Specifically, we map the region of NorthRhine-Westfalia (Germany), a region of approx. 34’000 km2, in terms of LCZ, with a statistical model trained using multimodal geospatial data (remote sensing, land cover, 3D models and volunteered geographic information) and constrained with both spatial interaction and scaling behavior logics. The proposed model improves LCZ classification accuracy, in particular for scarce classes, with an increase of up to 4 points and 5% in average accuracy as compared to conventional pixelwise classification.

Item URL in elib:https://elib.dlr.de/111482/
Document Type:Conference or Workshop Item (Speech)
Title:Land use modeling in North Rhine-Westphalia with interaction and scaling laws
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Tuia, DevisepflUNSPECIFIED
Moser, Gabrieleuniversity of genoaUNSPECIFIED
Wurm, Michaelmichael.wurm (at) dlr.dehttps://orcid.org/0000-0001-5967-1894
Taubenböck, Hanneshannes.taubenboeck (at) dlr.dehttps://orcid.org/0000-0003-4360-9126
Date:March 2017
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 1-4
Publisher:IEEE
Status:Published
Keywords:LCZ, classification, urban structure
Event Title:JURSE 2017
Event Location:Dubai, UAE
Event Type:international Conference
Event Dates:06.-08.03.2017
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Vorhaben Zivile Kriseninformation und Georisiken (old)
Location: Oberpfaffenhofen
Institutes and Institutions:German Remote Sensing Data Center > Geo Risks and Civil Security
Deposited By: Wurm, Michael
Deposited On:27 Mar 2017 14:20
Last Modified:04 Jul 2017 11:04

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