ANALYSIS OF T, S-CHARACTERISTICS OF THE ATLANTIC WATER MASS IN THE EURASIAN BASIN USING THE CLUSTER METHOD

Authors

  • D. A. Lyzhkov Shirshov Institute of Oceanology, Russian Academy of Sciences
  • N. V. Zhurbas Shirshov Institute of Oceanology, Russian Academy of Sciences
  • N. P. Kuzmina Shirshov Institute of Oceanology, Russian Academy of Sciences

DOI:

https://doi.org/10.29006/1564-2291.JOR-2023.51(1).2

Keywords:

branches of the Atlantic water, <em>T, S</em>-characteristics, clusters, estimates of the average thermohaline characteristics of water masses

Abstract

Cluster analysis was performed using CTD data from transects across continental slope of the Eurasian Basin collected within the NABOS (Nansen and Amundsen Basins Observing System) project in 2002–2015. The most commonly used k-means clustering method was applied for calculations. Two cases were considered: division into two and three clusters. The identified clusters which united points on the θ, S-diagrams (θ, S are potential temperature and salinity, respectively) satisfactorily corresponded to the θ, S-values of the Fram and Barents branches of the Atlantic water. For each cluster the thermohaline characteristics of centroids (cluster centers) were calculated, that is, the average values at the same time of temperature, salinity and potential density of each water mass. The thermohaline characteristics of centroids, estimated from the available data obtained in different years of observation, were presented in θ, S-coordinates and θ, σ-coordinates (σ is potential density). Additionally, dependences of temperature, salinity, and potential density of centroids on the year of observation were analyzed. The final results made it possible to obtain estimates of the average thermohaline characteristics of Atlantic water in different years of observation and the variability of these estimates from year to year. In particular, it was found that the values of the average thermohaline characteristics of the AW indicated a strong warming and salinization of the AW in 2006–2009 (sections along 126° E), and the response to warming was observed in all AW clusters. An interpretation of the obtained results was given. Approaches to the choice of the most optimal method of cluster analysis were considered. The results of estimating the influence of temperature and salinity variability ranges in the analyzed CTD data on the accuracy of centroids evaluations were presented.

References


  1. Aagaard, K., 1981: On the deep circulation of the Arctic Ocean. Deep Sea Research. Part A: Oceanographic Research Papers, 28 (3), 251–268, https://doi.org/10.1016/0198-0149(81)90066-2.

  2. Beszczynska-Möller, A., E. Fahrbach, U. Schauer, and E. Hansen, 2012: Variability in Atlantic water temperature and transport at the entrance to the Arctic Ocean, 1997–2010. ICES Journal of Marine Science, 69 (5), 852–863, https://doi.org/10.1093/icesjms/fss056.

  3. Dmitrenko, I., S. Kirillov, V. Ivanov, R. Woodgate, I. Polyakov, N. Koldunov, L. Fortier, C. Lalande, L. Kaleschk., D. Bauch, J. Hölemann, and L. Timokhov, 2009: Seasonal modification of the Arctic Ocean intermediate water layer off the eastern Laptev Sea continental shelf break. Journal of Geophysical Research, 114 (C06010), https://doi.org/10.1029/2008JC005229.

  4. Dmitrenko, I. A., B. Rudels, S. A. Kirillov, Y. O. Aksenov, V. S. Lien, V. V. Ivanov, U. Schauer, I. V. Polyakov, A. Coward, and D. J. Barber, 2015: Atlantic Water flow into the Arctic Ocean through the St. Anna Trough in the northern Kara Sea. Journal of Geophysical Research: Oceans, 120 (7), 5158–5178, https://doi.org/10.1002/2015JC010804.

  5. Ivanov, V. V. and Ye. O. Aksenov, 2013: Transformatsiya Atlanticheskoy vody v vostochnoy chasti kotloviny Nansena po dannym nablyudeniy i modelirovaniya (Transformation of the Atlantic Water in the Eastern Nansen Basin Based on Observational and Modeling Data). Arctic and Antarctic research, 1 (95), 72–87.

  6. Kuzmina, N. P., 2016: Ob odnoy gipoteze obrazovaniya krupnomasshtabnykh intruziy v Arkticheskom basseyne (About One Hypothesis of Generation of Large-Scale Intrusions in the Arctic Ocean). Fundamental and Applied Hydrophysics, 9 (2), 15–26.

  7. Kuzmina, N., B. Rudels, V. Zhurbas, and T. Stipa, 2011: On the structure and dynamical features of intrusive layering in the Eurasian Basin in the Arctic Ocean. Journal of Geophysical Research: Oceans, 116 (C00D11), https://doi.org/10.1029/2010JC006920.

  8. Pfirman, S. L., D. Bauch, and T. Gammelsrød, 1994: The northern Barents Sea: water mass distribution and modification. The Polar Oceans and Their Role in Shaping the Global Environment, Geophysical Monograph 85, Hoboken, NJ, American Geophysical Union, 77–94.

  9. Pnyushkov, A. V., I. V. Polyakov, V. V. Ivanov, Ye. Aksenov, A. C. Coward, M. Janout, and B. Rabe, 2015: Structure and variability of the boundary current in the Eurasian Basin of the Arctic Ocean. Deep Sea Research. Part I: Oceanographic Research Papers, 101, 80–97, https://doi.org/10.1016/j.dsr.2015.03.001.

  10. Pnyushkov, A., I. Polyakov, L. Padman, and An T. Nguyen, 2018: Structure and dynamics of mesoscale eddies over the Laptev Sea. Ocean Science, 14 (5), 1329–1347, https://doi.org/10.5194/os-14-1329-2018.

  11. Polyakov, I. V., A. Beszczynska, E. C. Carmack, I. A. Dmitrenko, E. Fahrbach, I. E. Frolov, R. Gerdes, E. Hansen, J. Holfort, V. V. Ivanov, M. A. Johnson, M. Karcher, F. Kauker, J. Morison, K. A. Orvik, U. Schauer, H. L. Simmons, Ø. Skagseth, V. T. Sokolov, M. Steele, L. A. Timokhov, D. Walsh, and J. E. Walsh, 2005: One more step toward a warmer Arctic. Geophysical Research Letters, 32 (L17605), https://doi.org/10.1029/2005GL023740.

  12. Polyakov, I. V., V. A. Alexeev, I. M. Ashik, S. Bacon, A. Beszczynska-Möller, E. C. Carmack, I. A. Dmitrenko, L. Fortier, J.-C. Gascard, E. Hansen, J. Hölemann, V. V. Ivanov, T. Kikuchi, S. Kirillov, Y.-D. Lenn, F. A. McLaughlin, J. Piechura, I. Repina, L. A. Timokhov, W. Walczowski, and R. Woodgate, 2011: Fate of Early 2000s Arctic Warm Water Pulse. Bulletin of the American Meteorological Society, 92 (5), 561–566, https://doi.org/10.1175/2010BAMS2921.1.

  13. Rudels, B., E. P. Jones, L. G. Anderson, and G. Kattner, 1994: On the intermediate depth waters of the Arctic Ocean. The Role of the Polar Oceans in Shaping the Global Climate, Washington, DC: American Geophysical Union, 33–46.

  14. Rudels, B., G. Björk, R. D. Muench, and U. Schauer, 1999: Double-diffusive layering in the Eurasian Basin of the Arctic Ocean. Journal of Marine Systems, 21 (1–4), 3–27, https://doi.org/10.1016/S0924-7963(99)00003-2.

  15. Rudels, B., E. P. Jones, U. Schauer, and P. Eriksson, 2004: Atlantic sources of the Arctic Ocean surface and halocline water. Polar research, 23 (2), 181–208, https://doi.org/10.3402/polar.v23i2.6278.

  16. Rudels, B., M. Korhonen, U. Schauer, S. Pisarev, B. Rabe, and A. Wisotzki, 2015: Circulation and transformation of Atlantic water in the Eurasian Basin and the contribution of the Fram Strait inflow branch to the Arctic Ocean heat budget. Progress in Oceanography, 132, 128–152, https://doi.org/10.1016/j.pocean.2014.04.003.

  17. Rudels, B., 2015: Arctic Ocean circulation, processes and water masses: A description of observations and ideas with focus on the period prior to the International Polar Year 2007–2009. Progress in Oceanography, 132, 22–67, https://doi.org/10.1016/j.pocean.2013.11.006.

  18. Ruiz-Castillo, E., M. Janout, J. Hölemann, T. Kanzow, K. Schulz, and V. V. Ivanov, 2023: Structure and seasonal variability of the Arctic Boundary Current north of Severnaya Zemlya. Journal of Geophysical Research: Oceans, 128 (1), e2022JC018677, https://doi.org/10.1029/2022JC018677.

  19. Schauer, U., R. D. Muench, B. Rudels, and L. Timokhov, 1997: Impact of eastern Arctic shelf waters on the Nansen Basin intermediate layers. Journal of Geophysical Research: Oceans, 102 (C2), 3371–3382, https://doi.org/10.1029/96JC03366.

  20. Schauer, U., H. Loeng, B. Rudels., V. K. Ozhigin, and W. Dieck, 2002: Atlantic Water flow through the Barents and Kara Seas. Deep Sea Research. Part I: Oceanographic Research Papers, 49 (12), 2281–2298, ttps://doi.org/10.1016/S0967-0637(02)00125-5.

  21. Schauer, U., B. Rudels, E. P. Jones, L. G. Anderson, R. D. Muench, G. Björk, J. H. Swift, V. Ivanov, and A.-M. Larsson, 2002: Confluence and redistribution of Atlantic water in the Nansen, Amundsen and Makarov basins. Annales Geophysicae, 20 (2), 257–273, https://doi.org/10.5194/angeo-20-257-2002.

  22. Walsh, D., I. Polyakov, L. Timokhov, and E. Carmack, 2007: Thermohaline structure and variability in the eastern Nansen Basin as seen from historical data. Journal of Marine Re­search, 65 (5), 685–714, https://doi.org/10.1357/002224007783649466.

  23. Zhurbas, N. V., 2018: O spektrakh sobstvennykh znacheniy v model’noy zadache opisaniya obrazovaniya krupnomasshtabnykh intruziy v Arkticheskom basseyne (On the eigenvalue spectra for a model problem describing formation of the large-scale intrusions in the Arctic basin). Fundamental and Applied Hydrophysics, 11 (1), 40–45, https://doi.org/10.7868/S2073667318010045.

  24. Zhurbas, N. V., 2019: Otsenka raskhoda i termokhalinnykh kharakteristik atlanticheskikh vod v Yevraziyskom basseyne (Estimation of Flow Rate and Thermohaline Characteristics of Atlantic Water in the Eurasian Basin). Russian Meteorology and Hydrology, 44 (9), 603–612, https://doi.org/10.3103/S1068373919090048.

  25. Zhurbas, N. and N. Kuzmina, 2020: Variability of the thermohaline structure and transport of Atlantic water in the Arctic Ocean based on NABOS (Nansen and Amundsen Basin Observing System) hydrography data. Ocean Science, 16, 405–421, https://doi.org/10.5194/os-16-405-2020.

Published

2023-04-10

Issue

Section

Ocean physics and climate