Cristin-resultat-ID: 1189404
Sist endret: 21. februar 2015, 00:18
NVI-rapporteringsår: 2015
Resultat
Vitenskapelig artikkel
2015

Image Processing for Identification of Sea-Ice Floes and the Floe Size Distributions

Bidragsytere:
  • Qin Zhang og
  • Roger Skjetne

Tidsskrift

IEEE Transactions on Geoscience and Remote Sensing
ISSN 0196-2892
e-ISSN 1558-0644
NVI-nivå 2

Om resultatet

Vitenskapelig artikkel
Publiseringsår: 2015
Publisert online: 2014
Trykket: 2015
Volum: 53
Hefte: 5
Sider: 2913 - 2924

Importkilder

Scopus-ID: 2-s2.0-84921021556

Klassifisering

Vitenskapsdisipliner

Miljøteknologi • Offshoreteknologi

Emneord

Miljøovervåkning • Arktisk teknologi • Isforvaltning

Beskrivelse Beskrivelse

Tittel

Image Processing for Identification of Sea-Ice Floes and the Floe Size Distributions

Sammendrag

An unmanned aerial vehicle was used as a mobile sensor platform to collect sea-ice features at Ny-Ålesund in early May 2011, and several image processing algorithms have been applied to samples of sea-ice images to extract useful information about sea ice. The sea-ice statistics given by the floe size distribution, being an important parameter for climate and wave- and structure-ice analysis, is challenging to calculate due to difficulties in ice floe identification, particularly the separation of seemingly connected ice floes. In this paper, the gradient vector flow (GVF) snake algorithm is applied to solve this problem. To evolve the GVF snake algorithm automatically, an initialization based on the distance transform is proposed to detect individual ice floes, and the morphological cleaning is afterward applied to smoothen the shape of each identified ice floe. Based on the identification result, the image is separated into four different layers: ice floes, brash pieces, slush, and water. This makes it further possible to present a color map of the ice floes and brash pieces based on sizes, and the corresponding ice floe size distribution histogram. The proposed algorithm yields an acceptable identification result, and its effectiveness is demonstrated in a case study. A discussion on the methods and results concludes the paper.

Bidragsytere

Qin Zhang

  • Tilknyttet:
    Forfatter
    ved Institutt for marin teknikk ved Norges teknisk-naturvitenskapelige universitet
Aktiv cristin-person

Roger Skjetne

  • Tilknyttet:
    Forfatter
    ved Institutt for marin teknikk ved Norges teknisk-naturvitenskapelige universitet
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