Abstract
In this work, we present a study of the horizontal mixing properties in the North Indian Ocean using finite size Lyapunov exponents (FSLE) analysis generated using numerical ocean model simulated surface velocity fields. The period of analysis in this study is from December 2016 to 2020. Sensitivity of FSLE fields with respect to the final relative dispersion distance suggest that the FSLE features are optimally resolved when the distance is set at 110 km. Based on mixing activities inferred from the annual mean of backward and forward FSLE (bFSLE and fFSLE) fields, few sub-domains are selected in the western, southeastern Arabian Sea and in the Bay of Bengal. An investigation of links between satellite derived chlorophyll concentration and biological activity is done in the selected subregions and relation between surface horizontal stirring and chlorophyll standing stocks is also studied. Seasonal and interannual variations of bFSLEs field are analyzed to study the mixing characteristics of ocean on these time scales. Further, co-variability between FSLE field structure and chlorophyll-field structure is also studied. The current study is useful to understand the relationship between the horizontal mixing and chlorophyll concentration.
Similar content being viewed by others
References
Arunraj, K., Jana, B. K., Suseentharan, V., & Rajkumar, J. (2018). Variability in eddy distribution associated with east india coastal current from high-frequency radar observations along Southeast Coast of India. Journal of Geophysical Research, 123, 9101–9118.
Chen, G., Wang, D., & Hou, Y. (2012). The features and interannual variability mechanism of mesoscale eddies in the Bay of Bengal. Continental Shelf Research, 47, 178–185.
Cheng, X., Xie, S. P., McCreary, J. P., Qi, Y., & Du, Y. (2013). Intraseasonal variability of sea surface height over the Bay of Bengal. Journal of Geophysical Research, 118, 1–15.
d’Ovidio, F., Fernandez, V., Hernandez-Garcia, E., & Lopez, C. (2004). Mixing structures in the Mediterranean Sea from finite-size Lyapunov exponents. Geophysical Research Letters, 31, L17203.
d’Ovidio, F., Isern-Fontanet, J., Lopez, C., Hernandez-Garcia, E., & Garcıa-Ladona, E. (2009). Comparison between Eulerian diagnostics and Finite-Size Lyapunov exponents computed from altimetry in the Algerian basin. Deep-Sea Research i: Oceanographic Research Papers, 56, 15–31.
Dietrich, D. E. (1998). Application of a modified Arakawa ‘a’ grid ocean model having reduced numerical dispersion to the Gulf of Mexico circulation. Dynamics of Atmospheres and Oceans, 27, 201–217.
Haidvogel, D. B., & Beckmann, A. (1999). Numerical ocean circulation modeling. Imperial College Press.
Haller, G. (2015). Lagrangian lagrangian coherent structures. Annual Review of Fluid Mechanics, 47, 137–162.
Halpern, D. (2000). Satellites, oceanography and society. Elsevier.
Hernandez-Garcia, E., Bettencourt, J.H., Garcon, V., Hernandez-Carrasco, I., Lopez, C., Rossi, V., Sudre, J., & Tew Kai, E. (2010). Biological Impact of ocean transport: A finite-size Lyapunov characterization. In Proceedings of the 3rd conference on nonlinear science and complexity, Ankara, 54.
Karrasch, D., & Haller, G. (2013). Do finite-size Lyapunov Exponents detect coherent structures? Chaos, 23, 043126.
Keerthi, M. G., Lengaigne, M., Levy, M., Vialard, J., Parvathi, V., de Boyer Montégut, C., Ethé, C., Aumont, O., Suresh, I., Akhil, V. P., & Muraleedharan, P. M. (2017). Physical control of interannual variations of the winter chlorophyll bloom in the northern Arabian Sea. Biogeosciences, 14, 3615–3632.
Kuznetsov, L., Toner, M., Kirwan, A., Jones, C. K. R. T., Kantha, L., & Choi, J. (2002). The Loop Current and adjacent rings delineated by Lagrangian analysis of near-surface flow. Journal of Marine Research, 60, 405–429.
Lea, D. J., Mirouze, I., Martin, M. J., King, R. R., Hines, A., Walters, D., & Thurlow, M. (2015). Assessing a new data assimilation system based on the Met Office coupled atmosphere-land-ocean-sea ice model. Monthly Weather Review, 143, 4678–4694.
Mancho, A. M., Small, D., & Wiggins, S. (2006). A tutorial on dynamical systems concepts applied to Lagrangian transport in oceanic flows defined as finite time data sets: Theoretical and computational issues. Physics Reports, 437, 55–124.
Mariano, A. J., Griffa, A., Ozgokmen, T., & Zambianchi, E. (2002). Lagrangian analysis and predictability of coastal and ocean dynamics. Journal of Atmospheric and Oceanic Technology, 19, 1114–1126.
Paul, N., & Sukhatme, J. (2020). Seasonality of surface stirring by geostrophic flows in the Bay of Bengal. Deep Sea Research Part II: Topical Studies in Oceanography, 172, 104684.
Polikarpov, I., Saburova, M., & Yamani, F. A. (2016). Diversity and distribution of winter phytoplankton in the Arabian Gulf and the Sea of Oman. Continental Shelf Research, 119, 85–99.
Rossi, V., Lopez, C., Hernandez-Garcıa, E., Sudre, J., Garcon, V., & Morel, Y. (2009). Surface mixing and biological activity in the four eastern boundary upwelling systems. Nonlinear Processes in Geophysics, 16(4), 557–568.
Rossi, V., Lopez, C., Sudre, J., Hernandez-Garcıa, E., & Garcon, V. (2008). Comparative study of mixing and biological activity of the Benguela and Canary upwelling systems. Geophysical Research Letters, 35(11), L11602.
Shankar, D., & Shetye, S. R. (1997). On the dynamics of the lakshadweep high and low in the southeastern Arabian Sea. Journal of Geophysical Research, 102, 12551–12562.
Acknowledgements
The authors would like to express their sincere gratitude to the Director, Space Applications Centre for motivation. They are also indebted to the Deputy Director, Earth Ocean Atmosphere Planetary Sciences and Applications Area, to the Group Director, Signal and Image Processing Group, and to the Division Head, Optical Data Processing Division for useful comments and discussions. Velocity field data and chlorophyll concentrations used in the work are taken from https://resources.marine.copernicus.eu/?option=com_csw&task=results and https://oceancolor.gsfc.nasa.gov/, respectively.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declared that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
About this article
Cite this article
Kumar, J., Choudhary, R.K., Mathur, M. et al. A Study of Mixing and Biological Activity in the North Indian Ocean Using Finite Size Lyapunov Exponents. J Indian Soc Remote Sens 51, 395–403 (2023). https://doi.org/10.1007/s12524-022-01564-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12524-022-01564-1