A method to derive satellite PAR albedo time series over first-year sea ice in the Arctic Ocean

被引:1
|
作者
Laliberte, Julien [1 ]
Rehm, Eric [1 ]
Hamre, Borge [2 ]
Goyens, Clemence [3 ]
Perovich, Donald K. [4 ]
Babin, Marcel [1 ]
机构
[1] Takuvik Joint Int Lab Laval Univ Canada CNRS Fran, Dept Biol & Quebec Ocean, Quebec City, PQ, Canada
[2] Univ Bergen, Dept Phys & Technol, Bergen, Norway
[3] Royal Belgian Inst Nat Sci, Brussels, Belgium
[4] Dartmouth Coll, Thayer Sch Engn, Hanover, NH 03755 USA
来源
ELEMENTA-SCIENCE OF THE ANTHROPOCENE | 2022年 / 10卷 / 01期
基金
加拿大自然科学与工程研究理事会;
关键词
Sea ice; Photosynthetically available radiation; Surface reflectance; Phytoplankton; Satellite; RADIATIVE-TRANSFER; PHYTOPLANKTON BLOOMS; NADIR REFLECTANCE; BRDF; ALGORITHM; BIOMASS;
D O I
10.1525/elementa.2020.00080
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Deriving sea ice albedo from spaceborne platforms is of interest to model the propagation of the photosynthetically available radiation (PAR) through Arctic sea ice. We show here that use of the Moderate Resolution Imaging Spectroradiometer (MODIS) operational surface reflectance satellite product to derive albedo in the PAR spectral range is possible. To retrieve PAR albedo from the remote sensing surface reflectance, we trained a predictive model based on a principal component analysis with in situ and simulated data. The predictive model can be applied to first-year sea ice surfaces such as dry snow, melting snow, bare ice and melt ponds. Based on in situ measurements and the prescribed atmospheric correction uncertainty, the estimated PAR albedo had a mean absolute error of 0.057, a root mean square error of 0.074 and an R-2 value of 0.91. As a demonstration, we retrieved PAR albedo on a 9-km(2) area over late spring and early summer 2015 and 2016 at a coastal location in Baffin Bay, Canada. On-site measurements of PAR albedo, melt pond fraction and types of precipitation were used to examine the estimated PAR albedo time series. The results show a dynamic and realistic PAR albedo time series, although clouds remained the major obstacle to the method. This easy-to-implement model may be used for the partitioning of PAR in the Arctic Ocean and ultimately to better understand the dynamics of marine primary producers.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Operational satellite sensing of Arctic first-year sea ice melt
    De Abreu, R
    Yackel, J
    Barber, D
    Arkett, M
    [J]. CANADIAN JOURNAL OF REMOTE SENSING, 2001, 27 (05) : 487 - 501
  • [2] Local and regional albedo observations of arctic first-year sea ice during melt ponding
    Hanesiak, JM
    Barber, DG
    De Abreu, RA
    Yackel, JJ
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2001, 106 (C1) : 1005 - 1016
  • [3] Observations of banding in first-year Arctic sea ice
    Cole, DM
    Eicken, H
    Frey, K
    Shapiro, LH
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2004, 109 (C8) : C080121 - 16
  • [4] Effects of temperature on the microstructure of first-year Arctic sea ice
    Light, B
    Maykut, GA
    Grenfell, TC
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2003, 108 (C2)
  • [5] Optical properties of melting first-year Arctic sea ice
    Light, Bonnie
    Perovich, Donald K.
    Webster, Melinda A.
    Polashenski, Christopher
    Dadic, Ruzica
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2015, 120 (11) : 7657 - 7675
  • [6] A MOORED ARCTIC FLOATER IN FIRST-YEAR SEA ICE RIDGES
    Dalane, Oddgeir
    Aksnes, Vegard
    Loset, Sveinung
    Aarsnes, Jan Vidar
    [J]. OMAE 2009, VOL 5, 2009, : 159 - 167
  • [7] A Moored Arctic Floater in First-Year Sea Ice Ridges
    Dalane, Oddgeir
    Aksnes, Vegard
    Loset, Sveinung
    [J]. JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING-TRANSACTIONS OF THE ASME, 2015, 137 (01):
  • [8] Controls on Arctic Sea Ice from First-Year and Multiyear Ice Survivability
    Armour, Kyle C.
    Bitz, Cecilia M.
    Thompson, LuAnne
    Hunke, Elizabeth C.
    [J]. JOURNAL OF CLIMATE, 2011, 24 (09) : 2378 - 2390
  • [9] Ablation patterns of snow cover over smooth first-year sea ice in the Canadian Arctic
    Iacozza, J
    Barber, DG
    [J]. HYDROLOGICAL PROCESSES, 2001, 15 (18) : 3559 - 3569
  • [10] Net community production in the bottom of first-year sea ice over the Arctic spring bloom
    Campbell, K.
    Mundy, C. J.
    Gosselin, M.
    Landy, J. C.
    Delaforge, A.
    Rysgaard, S.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2017, 44 (17) : 8971 - 8978