Abstract
In the southwestern Sea of Okhotsk, a large spring phytoplankton bloom occurs after the sea ice melts. A suggested scenario is that sea ice with materials such as iron-containing sediment or ice algae is transported from the north and melted with release of them, inducing a prominent bloom. We hypothesize that sea ice containing materials that could enhance spring bloom originates from active coastal polynyas in the upstream region. To verify this hypothesis and identify which coastal areas generate sea ice that is further transported to the bloom area, we simulated the transport of sea ice produced in the coastal polynyas by a particle-tracking method. Sea ice production and drift velocity were derived from satellite microwave data. For regions near the coast, where ice drift data derived from the satellite are inaccurate, we combined ice drift data derived from the wind using the wind factor and the turning angle obtained from mooring data. Further, we used the apparent wind factor that expresses enhancement of the alongshore component of ice drift by the ocean current. The simulations suggest that most of the sea ice that melts in the western Kuril Basin originates from the Terpenia Bay and Sakhalin polynyas. The area where high net community production occurs after the sea ice melts corresponds well to the area where sea ice originating from these polynyas melts. The simulation of frazil ice suggests the importance of melt ice originating from the Terpenia Bay polynya with a higher rate of frazil ice production.
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References
Campbell NJ, Collin AE (1958) The discoloration of Foxe Basin ice. J Fish Res Board Can 15(6):1175–1188. https://doi.org/10.1139/f58-062
Comiso JC (1995) SSM/I ice concentrations using the Bootstrap algorithm. NASA Reference Publication 1380
De Jong JTM, Stammerjohn SE, Ackley SF, Tison JL, Mattielli N, Schoemann V (2015) Sources and fluxes of dissolved iron in the Bellingshausen Sea (West Antarctica): the importance of sea ice, icebergs and the continental margin. Mar Chem 177:518–535. https://doi.org/10.1016/j.marchem.2015.08.004
Dethleff D, Kuhlmann G (2009) Entrainment of fine-grained surface deposits into new ice in the southwestern Kara Sea Siberian Arctic. Cont Shelf Res 29(4):691–701. https://doi.org/10.1016/j.csr.2008.11.009
Eicken H, Reimnitz E, Alexandrov V, Martin T, Kassens H, Viehoff T (1997) Sea-ice processes in the Laptev Sea and their importance for sediment export. Cont Shelf Res 17:205–233. https://doi.org/10.1016/S0278-4343(96)00024-6
Eicken H, Kolatschek J, Freitag J, Lindemann F, Kassens H, Dmitrenko I (2000) A key source and constraints on entrainment for basin-scale sediment transport by Arctic sea ice. Geophys Res Lett 27:1919–1922. https://doi.org/10.1029/1999GL011132
Eicken H, Gradinger R, Gaylord A, Mahoney AR, Rigor I, Melling H (2005) Sediment transport by sea ice in the Chukchi and Beaufort Seas: increasing importance due to changing ice conditions? Deep Sea Res II 52:3281–3302. https://doi.org/10.1016/j.dsr2.2005.10.006
Emery WJ, Fowler CW, Hawkins J, Preller RH (1991) Fram Strait satellite image-derived ice motions. J Geophys Res Oceans 96:4751–4768. https://doi.org/10.1029/90JC02273
Fujisaki A, Yamaguchi H, Mitsudera H (2010) Numerical experiments of air–ice drag coefficient and its impact on ice–ocean coupled system in the Sea of Okhotsk. Ocean Dyn 60:377–394. https://doi.org/10.1007/s10236-010-0265-7
Fukamachi Y, Shirasawa K, Polomoshnov AM, Ohshima KI, Kalinin K, Nihashi S, Melling H, Mizuta G, Wakatsuchi M (2009) Direct observations of sea-ice thickness and brine rejection off Sakhalin in the Sea of Okhotsk. Cont Shelf Res 29:1541–1548. https://doi.org/10.1016/j.csr.2009.04.005
Grotti M, Soggia F, Ianni C, Frache R (2005) Trace metals distributions in coastal sea ice of Terra Nova Bay, Ross Sea, Antarctica. Antarct Sci 17:289–300. https://doi.org/10.1017/S0954102005002695
Ikeda M, Shinkai H, Watanabe T (2004) Parametrization of thin ice in a coupled ice-ocean model: application to the seasonal ice cover in the Sea of Okhotsk. Atmos Ocean 42:1–12. https://doi.org/10.3137/ao.420101
Ito M, Ohshima KI, Fukamachi Y, Mizuta G, Kusumoto Y, Nishioka J (2017) Observations of frazil ice formation and upward sediment transport in the Sea of Okhotsk: a possible mechanism of iron supply to sea ice. J Geophy Res Oceans 122:788–802. https://doi.org/10.1002/2016JC012198
Ito M, Ohshima KI, Fukamachi Y, Hirano D, Mahoney AR, Jones J, Takatsuka T, Eicken H (2019) Favorable conditions for suspension freezing in an Arctic coastal polynya. J Geophys Res Oceans 124:8701–8719. https://doi.org/10.1029/2019JC01553
Ito M, Fukamachi Y, Ohshima KI, Shirasawa K (2020) Observational evidence of supercooling and frazil ice formation throughout the water column in a coastal polynya in the Sea of Okhotsk. Cont Shelf Res 196:104072. https://doi.org/10.1016/j.csr.2020.104072
Ito M, Ohshima KI, Fukamachi Y, Mizuta G, Kusumoto Y, Kikuchi T (2021) Underwater frazil ice and its suspension depth detected from ADCP backscatter data around sea ice edge in the Sea of Okhotsk. Cold Reg Sci Technol 192:103382. https://doi.org/10.1016/j.coldregions.2021.103382
Kanna N, Toyota T, Nishioka J (2014) Iron and macro-nutrient concentrations in sea ice and their impact on the nutritional status of surface waters in the southern Okhotsk Sea. Prog Oceanogr 126:44–57. https://doi.org/10.1016/j.pocean.2014.04.012
Kanna N, Sibano Y, Toyota T, Nishioka J (2018) Winter iron supply processes fueling spring phytoplankton growth in a sub-polar marginal sea, the Sea of Okhotsk: importance of sea ice and the East Sakhalin Current. Mar Chem 206:109–120. https://doi.org/10.1016/j.marchem.2018.08.006
Kasai H, Nakano Y, Ono T, Tsuda A (2010) Seasonal change of oceanographic conditions and chlorophyll a vertical distribution in the southwestern Okhotsk Sea during the non-iced season. J Oceanogr 66:13–26. https://doi.org/10.1007/s10872-010-0002-3
Kimura N, Wakatsuchi M (2000) Relationship between sea-ice motion and geostrophic wind in the Northern Hemisphere. Geophys Res Lett 27:3735–3738. https://doi.org/10.1029/2000GL011495
Kimura N, Wakatsuchi M (2004) Increase and decrease of sea ice area in the Sea of Okhotsk: Ice production in coastal polynyas and dynamic thickening in convergence zones. J Geophys Res 109:C09S03. https://doi.org/10.1029/2003JC001901
Kimura N, Nishimura A, Tanaka Y, Yamaguchi H (2013) Influence of winter sea-ice motion on summer ice cover in the Arctic. Polar Res 32:20193. https://doi.org/10.3402/polar.v32i0.20193
Kishi S, Ohshima KI, Nishioka J, Isshiki N, Nihashi S, Riser SC (2021) The prominent spring bloom and its relation to sea-ice melt in the Sea of Okhotsk, revealed by profiling floats. Geophys Res Lett 48:e2020GL091394. https://doi.org/10.1029/2020GL091394
Lannuzel D, Schoemann V, de Jong J, Chou L, Delille B, Becquevort S, Tison JL (2008) Iron study during a time series in the western Weddell pack ice. Mar Chem 108:85–95. https://doi.org/10.1016/j.marchem.2007.10.006
Leppäranta M (2005) The drift of sea ice. Springer-Verlag, Berlin and Heidelberg
Martin S, Drucker R, Yamashita K (1998) The production of ice and dense shelf water in the Okhotsk Sea polynyas. J Geophys Res 103:27771–27782. https://doi.org/10.1029/98JC02242
Mizuta G, Fukamachi Y, Ohshima KI, Wakatsuchi M (2003) Structure and seasonal variability of the east Sakhalin current. J Phys Oceanogr 33:2430–2445. https://doi.org/10.1175/1520-0485(2003)033%3c2430:SASVOT%3e2.0.CO;2
Mizuta G, Ohshima KI, Fukamachi Y, Wakatsuchi M (2005) The variability of the East Sakhalin Current induced by winds over the continental shelf and slope. J Mar Res 63:1017–1039. https://doi.org/10.1357/002224005775247625
Mustapha MA, Saitoh SI (2008) Observations of sea ice interannual variations and spring bloom occurrences at the Japanese scallop farming area in the Okhotsk Sea using satellite imageries. Coast Shelf Sci 77:577–588. https://doi.org/10.1016/j.ecss.2007.10.021
Nakanowatari T, Ohshima KI (2014) Coherent sea level variation in and around the Sea of Okhotsk. Prog Oceanogr 126:58–70. https://doi.org/10.1016/j.pocean.2014.05.009
Nakata K, Ohshima KI (2022) Mapping of active frazil and sea ice production in the Northern Hemisphere, with comparison to the Southern Hemisphere. J Geophys Res Ocean 127, e2022JC018553. https://doi.org/10.1029/2022JC018553
Nakata K, Ohshima KI, Nihashi S (2019) Estimation of thin-ice thickness and discrimination of ice type from AMSR-E Passive Microwave Data. IEEE Trans Geosci Remote Sens 57:263–276. https://doi.org/10.1109/TGRS.2018.2853590
Nakayama Y, Ohshima KI, Fukamachi Y (2012) Enhancement of sea ice drift due to the dynamical interaction between sea ice and a coastal ocean. J Phys Oceanogr 42:179–192. https://doi.org/10.1175/JPO-D-11-018.1
Nihashi S, Ohshima KI, Tamura T, Fukamachi Y, Saitoh S (2009) Thickness and production of sea ice in the Okhotsk Sea coastal polynyas from AMSR-E. J Geophys Res 114:C10025. https://doi.org/10.1029/2008JC005222
Nihashi S, Ohshima KI, Nakasato H (2011) Sea-ice retreat in the Sea of Okhotsk and the ice–ocean albedo feedback effect on it. J Oceanogr 67:551–562. https://doi.org/10.1007/s10872-011-0056-x
Nihashi S, Ohshima KI, Noriaki K (2012) Creation of a heat and salt flux dataset associated with sea ice production and melting in the Sea of Okhotsk. J Clim 25:2261–2278. https://doi.org/10.1175/JCLI-D-11-00022.1
Ninnis RM, Emery WJ, Collins MJ (1986) Automated extraction of pack ice motion from advanced very high resolution radiometer imagery. J Geophys Res Oceans 91:10725–10734. https://doi.org/10.1029/JC091iC09p10725
Ohshima KI, Simizu D (2008) Particle tracking experiments on a model of the Okhotsk Sea: toward oil spill simulation. J Oceanogr 64:103–114. https://doi.org/10.1007/s10872-008-0008-2
Ohshima KI, Wakatsuchi M, Fukamachi Y, Mizuta G (2002) Near-surface circulation and tidal currents of the Okhotsk Sea observed with satellite-tracked drifters. J Geophys Res 107:3195. https://doi.org/10.1029/2001JC001005
Ohshima KI, Watanabe T, Nihashi S (2003) Surface Heat Budget of the Sea of Okhotsk during 1987–2001 and the Role of Sea Ice on it. J Meteorol Soc Japan 81:653–677
Ohshima KI, Riser SC, Wakatsuchi M (2005) Mixed layer evolution in the Sea of Okhotsk observed with profiling floats and its relation to sea ice formation. Geophys Res Lett 32:L06607. https://doi.org/10.1029/2004GL021823
Ohshima KI, Nihashi S, Iwamoto K (2016) Global view of sea-ice production in polynyas and its linkage to dense/bottom water formation. Geosci Lett 3:13. https://doi.org/10.1186/s40562-016-0045-4
Sedwick PN, DiTullio GR (1997) Regulation of algal blooms in Antarctic shelf waters by the release of iron from melting sea ice. Geophys Res Lett 24:2515–2518. https://doi.org/10.1029/97GL02596
Simizu D, Ohshima KI (2006) A model simulation on the circulation in the Sea of Okhotsk and the East Sakhalin current. J Geophys Res 111:C05016. https://doi.org/10.1029/2005JC002980
Simizu D, Ohshima KI, Ono J, Fukamachi Y, Mizuta G (2014) What drives the southward drift of sea ice in the Sea of Okhotsk? Prog Oceanogr 126:33–43. https://doi.org/10.1016/j.pocean.2014.05.013
Sorokin YI, Sorokin PY (1999) Production in the Sea of Okhotsk. J Plankton Res 21:201–230. https://doi.org/10.1093/plankt/21.2.201
Toyota T, Takatsuji S, Tateyama K, Naoki K, Ohshima KI (2007) Properties of sea ice and overlying snow in the Southern Sea of Okhotsk. J Oceanogr 63:393–411. https://doi.org/10.1007/s10872-007-0037-2
Watanabe T, Ikeda M, Wakatsuchi M (2004) Thermohaline effects of the seasonal sea ice cover in the Sea of Okhotsk. J Geophys Res 109:C09S02. https://doi.org/10.1029/2003JC001905
Yan D, Yoshida K, Nishioka J, Ito M, Toyota T, Suzuki K (2020) Response to sea ice melt indicates high seeding potential of the ice diatom Thalassiosira to spring phytoplankton blooms: a laboratory study on an ice algal community from the Sea of Okhotsk. Front Mar Sci 24:613. https://doi.org/10.3389/fmars.2020.00613
Acknowledgements
The authors express their gratitude to Kyoko Kitagawa and Genta Mizuta for their support. This work was supported by Grants-in-Aid for Scientific Research (17H01157 and 20H05707) and Arctic Challenge for Sustainability II (ArCS II) from the Ministry of Education, Culture, Sports, Science and Technology in Japan. This work was also supported by a research fund for Global Change Observation Mission Water 1 (GCOM-W1) of the Japan Aerospace Exploration Agency (JAXA) (PI No. ER2GWF404 and ER3AMF424). The mooring data were obtained under the Joint Japanese –Russian–U.S. study of the Sea of Okhotsk (representative: M. Wakatsuchi) supported by the fund from Core Research for Environmental Science and Technology (CREST), Japanese Science and Technology Corporation. The NCP data were provided by Sachiko Kishi. The AMSR-E brightness temperature and ice concentration data were obtained from website of the National Snow and Ice Data Center (NSIDC), University of Colorado (https://nsidc.org/data/ae_l2a/versions/4; https://nsidc.org/data/ae_si12/versions/3). The AMSR2 data were obtained from by the Japan Aerospace Exploration Agency website (https://gportal.jaxa.jp/gpr/). The ECMWF ERA5 data were downloaded from the Copernicus Climate Change Service Climate Data Store (https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels). The figures were produced with the Generic Mapping Tools (GMT) and gnuplot.
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Kuga, M., Ohshima, K.I., Kimura, N. et al. Particle-tracking experiments of coastal-origin sea ice that could induce high biological productivity in the Sea of Okhotsk. J Oceanogr 79, 145–159 (2023). https://doi.org/10.1007/s10872-022-00670-5
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DOI: https://doi.org/10.1007/s10872-022-00670-5