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Filling gaps of black-sky surface albedo of the Arctic sea ice using gradient boosting and brightness temperature data

by Emmihenna Jääskeläinen, Terhikki Manninen, Janne Hakkarainen, Johanna Tamminen
Published in International Journal of Applied Earth Observation and Geoinformation (2022)
“... Monitoring (CM SAF) project. We demonstrate the ability of the GB models to accurately fill missing data...”

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2

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN31...

Published 2016
“... data, i.e., missing data, garbage characters, etc. Run program which reformats data. Output parameters...”

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CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN27...

Published 2016
“... file for whole cruise Edit file for obvious bad data, i.e., missing data, garbage characters, etc. Run...”

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4

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the OCEANUS cruises OC317, OC319 and...

Published 2016
“... file for whole cruise Edit file for obvious bad data, i.e., missing data, garbage characters, etc. Run...”

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5

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR cruises EN259, EN260 and...

Published 2016
“... file for whole cruise Edit file for obvious bad data, i.e., missing data, garbage characters, etc. Run...”

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6

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the OCEANUS cruises OC317, OC319 and...

Published 2016
“... data, i.e., missing data, garbage characters, etc. Run program which reformats data. Output parameters...”

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7

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN27...

Published 2016
“... data, i.e., missing data, garbage characters, etc. Run program which reformats data. Output parameters...”

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8

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN27...

Published 2016
“... file for whole cruise Edit file for obvious bad data, i.e., missing data, garbage characters, etc. Run...”

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9

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN29...

Published 2016
“... 1 minute files into one file for whole cruise Edit file for obvious bad data, i.e., missing data...”

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10

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN29...

Published 2016
“... 1 minute files into one file for whole cruise Edit file for obvious bad data, i.e., missing data...”

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Dataset
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11

CONDUCTIVITY, WIND DIRECTION, SHORTWAVE IRRADIANCE, AIR TEMPERATURE and other underway - surface data collected in the North Atlantic Ocean on the ENDEAVOR and OCEANUS cruises EN29...

Published 2016
“... 1 minute files into one file for whole cruise Edit file for obvious bad data, i.e., missing data...”

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Dataset