Improved characterisation of sea ice using simultaneous aerial photography and sea ice thickness measurements
被引:17
作者:
Renner, Angelika H. H.
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机构:
Norwegian Polar Res Inst, Fram Ctr, Tromso, NorwayNorwegian Polar Res Inst, Fram Ctr, Tromso, Norway
Renner, Angelika H. H.
[1
]
Dumont, Marie
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机构:
Norwegian Polar Res Inst, Fram Ctr, Tromso, Norway
CEN, CNRM GAME URA 1357, Meteo France CNRS, F-38041 Grenoble, FranceNorwegian Polar Res Inst, Fram Ctr, Tromso, Norway
Dumont, Marie
[1
,2
]
Beckers, Justin
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机构:
Univ Alberta, Edmonton, AB, CanadaNorwegian Polar Res Inst, Fram Ctr, Tromso, Norway
Beckers, Justin
[3
]
Gerland, Sebastian
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机构:
Norwegian Polar Res Inst, Fram Ctr, Tromso, NorwayNorwegian Polar Res Inst, Fram Ctr, Tromso, Norway
Gerland, Sebastian
[1
]
Haas, Christian
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Univ Alberta, Edmonton, AB, Canada
York Univ, Toronto, ON M3J 2R7, CanadaNorwegian Polar Res Inst, Fram Ctr, Tromso, Norway
Haas, Christian
[3
,4
]
机构:
[1] Norwegian Polar Res Inst, Fram Ctr, Tromso, Norway
[2] CEN, CNRM GAME URA 1357, Meteo France CNRS, F-38041 Grenoble, France
We present a semi-automatic classification algorithm for processing of aerial photographs of sea ice in combination with total (sea ice plus snow) sea ice thickness measurements from a helicopter-borne electromagnetic induction device. The algorithm is based on discriminant analysis of spectral and textural features in normalised images using a training set and includes five ice classes. Supervision and optional additional training sets can be used to further reduce misclassifications. The photographs were taken simultaneously with the sea ice thickness measurements and the results from the classification and the thickness data have been merged for more detailed analysis. The algorithm was tested using two case studies from flights over the summer pack ice north of Svalbard and in Fram Strait. The observed ice thickness distribution was very similar in both regions but the results from the classified images revealed considerable differences. The sea ice cover north of Svalbard contained a high fraction of melt ponds and only very little thin or brash ice. In Fram Strait, however, with predominantly adverted ice, the ice cover was subject to more ageing and deterioration and included significantly higher fractions of brash ice and submerged ice. The results from the algorithm in combination with the ice thickness provide new information about the state of the observed sea ice and the relationship of present ice types to ice thickness. (C) 2013 Elsevier B.V. All rights reserved.
机构:
Univ Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Meteo France, CNRS, CNRM, CEN,GAME URA 1357, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Dumont, M.
Sirguey, P.
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机构:
Univ Otago, Sch Surveying, Dunedin, New ZealandUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Sirguey, P.
Arnaud, Y.
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机构:
Univ Grenoble 1, CNRS, IRD, Grenoble INP,LTHE UMR 5564, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Arnaud, Y.
Six, D.
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机构:
Univ Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
机构:
Univ Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Meteo France, CNRS, CNRM, CEN,GAME URA 1357, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Dumont, M.
Sirguey, P.
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机构:
Univ Otago, Sch Surveying, Dunedin, New ZealandUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Sirguey, P.
Arnaud, Y.
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机构:
Univ Grenoble 1, CNRS, IRD, Grenoble INP,LTHE UMR 5564, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France
Arnaud, Y.
Six, D.
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机构:
Univ Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, FranceUniv Grenoble 1, CNRS, LGGE UMR 5183, Grenoble, France