Skip to main content
Log in

Dynamics of the ‘echo’ effect in a phytoplankton system with nitrogen fixation

  • Published:
Bulletin of Mathematical Biology Aims and scope Submit manuscript

Abstract

Consideration of nitrogen fixation adds a positive nonlinear feedback to plankton ecosystem models. We investigate the consequences of this feedback for secondary phytoplankton blooms and the response of phytoplankton dynamics to physical forcing. The dynamics of phytoplankton, Trichodesmium (the nitrogen fixer), and nutrients is modeled with a system of three differential equations. The model includes two types of nonlinear interactions: the competition of phytoplankton and Trichodesmium for light, and the positive feedback resulting from Trichodesmium recycling. A typical simulation of the model in time, with forcing by a varying mixed-layer depth, reveals a clear successional sequence including a secondary or ‘echo’ bloom of the phytoplankton. We explain this sequence of events through the stability analysis of three different steady states of the model. Our analysis shows the existence of a critical biological parameter, the ratio of normalized growth rates, determining the occurrence of ‘echo’ blooms and the specific sequence of events following a physical perturbation. The interplay of positive and negative feedbacks appears essential to the timing and the type of events following such a perturbation.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Bates, N.R., 2001. Interannual variability of oceanic CO2 and biogeochemical properties in the Western North Atlantic subtropical gyre. Deep-Sea Res. II 48, 1507–1528.

    Article  Google Scholar 

  • Bates, N.R., Micheals, A.F., Knap, A.H., 1996. Seasonal and interannual variability of oceanic carbon dioxide species at the US JGOFS Bermuda Atlantic Time-series Study (BATS) site. Deep-Sea Res. 43, 347–383.

    Article  Google Scholar 

  • Bates, N.R., Takahashi, T., Chipman, D.W., Knap, A.H., 1998. Variability of pCO2 on diel to seasonal timescales in the Sargasso Sea near Bermuda. J. Geophys. Res. 96, 15567–15585.

    Google Scholar 

  • Capone, D.G., 2000. The marine nitrogen cycle. In: Kirchman, D. (Ed.), Marine Microbial Ecology. John Wiley, NY, pp. 455–493.

    Google Scholar 

  • Capone, D.G., Carpenter, 1982. Nitrogen fixation in the marine environment. Science 217, 1140–1142.

    Google Scholar 

  • Capone, D.G., Subramaniam, A., Montoya, J.P., Voss, M., Humborg, C., Johansen, A.M., Siefert, R.L., Carpenter, E.J., 1998. An extensive bloom of the N2-fixing cyanobacterium, Trichodesmium erythraem in the central Arabian Sea. Mar. Ecol. Prog. Ser. 172, 281–292.

    Google Scholar 

  • Capone, D.G., Zehr, J.P., Pearl, H.W., Bergman, B., Carpenter, E.J., 1997. Trichodesmium, a globally significant marine cyanobacterium. Science 276, 1221–1229.

    Article  Google Scholar 

  • Coles, V.J., Hood, R.R., Pascual, M., Capone, D.G., 2004a. Modeling the impact of Trichodesmium and nitrogen fixation in the Atlantic ocean. Ocean. J. Geophys. Res. 109, C06007.

  • Coles, V.J., Wilson, C., Hood, R.R., 2004b. Remote sensing of new production fuelled by nitrogen fixation. Geophys. Res. Lett. 31, L06301.

    Google Scholar 

  • Edwards, A.M., 1997. A rational dynamical-systems approach to plankton population modeling. Ph.D. Thesis, University of Leeds.

  • Edwards, A.M., Brindley, J., 1997. Oscillatory behavior in a three-component plankton population model. Dyn. Stability System 11, 347–370.

    Google Scholar 

  • Evans, G., Parslow, J., 1985. A model of annual plankton cycles. Biol. Oceanogr. 3, 327–347.

    Google Scholar 

  • Fasham, M.J.R., 1995. Variations in the seasonal cycle of biological production in subarctic oceans: a model sensitivity analysis. Deep-Sea Res. 42, 1111–1149.

    Article  Google Scholar 

  • Fuhrman, J.A., Capone, D.G., 2001. Nifty nanoplankton. Nature 412, 593–594.

    Article  Google Scholar 

  • Gruber, N., Sarmiento, J.L., 1997. Global pattern in marine nitrogen fixation and denitrification. Global Biogeochem. Cycles 11, 235–266.

    Article  Google Scholar 

  • Hale, J.K., 1969. Ordinary Differential Equations. Wiley-interscience, New York.

    MATH  Google Scholar 

  • Hale, J.K., Somolinos, A.S., 1983. Competition for fluctuating nutrients. J. Math. Biol. 18, 255–280.

    Article  MathSciNet  MATH  Google Scholar 

  • Holling, C.S., 1959. Some characteristics of simple types of predation and parasitism. Canad. Entomol. 91, 385–398.

    Google Scholar 

  • Hood, R.R., Capone, D.G., Olson, D.B., 2001. Modeling seasonal and interanual biogeochemical and N2 cycles at BATS. Deep-Sea Res. II 48, 1609–1648.

    Article  Google Scholar 

  • Hood, R.R., Coles, V.J., Capone, D.G., 2004. Modeling the Distribution of Trichodesmium and Nitrogen Fixation in the Atlantic, Ocean. J. Geophys. Res. (in press).

  • Karl, D. et al., 2002. Dinitrogen fixation in the world’s oceans. Biogeochemistry 57, 517–519.

    Article  Google Scholar 

  • Karl, D., Letelier, R., Hebel, D.V., Bird, D.F., Winn, C.D., 1992. Trichodesmium blooms and new nitrogen in the North Pacific gyre. In: Capone, D.G., Reuter, J.G. (Eds.), Marine Pelagic Cyanobacteria: Trichodesmium and other Diazotrophs. Kluwer Academic Publishers, Boston, pp. 219–237.

    Google Scholar 

  • Michaels, A.F., Olson, D., Sarmiento, J., Ammerman, J., Fanning, K., Jahnke, R., Knap, A.H., Lipschultz, F., Prospero, J., 1996. Inputs, losses and transformations of nitrogen and phosphorus in the Pelagic North Atlantic Ocean. Biogeochemistry 35, 181–226.

    Article  Google Scholar 

  • Rue, E., Bruland, K., 1995. Complexation of iron (III) by natural organic ligands in the Central North Pacific as determineted by new competitive ligand equilibration/adsorptive cathodic voltametric method. Mar. Chem. 117–138.

  • Sambrotto, R.N., Savidge, G., Robinson, C., Boyd, P., Takahshi, T., Karl, D.M., Langdon, C., Chipman, D., Marra, J., Codispoti, L., 1993. Elevated consumption of carbon relative to nitrogen in the surface ocean. Nature 363, 248–250.

    Article  Google Scholar 

  • Steele, J.H., 1962. Environmental control of photosynthesis in the sea. Limnol. Oceanogr. 7, 137–150.

    Article  Google Scholar 

  • Whitttaker, R.H., 1975. Communities and Ecosystems. Macmillan, New York.

    Google Scholar 

  • Wroblewski, J.S., Richman, J.G., 1987. Nonlinear response of plankton to wind mixing events—implications for survival of larval northern anchovy. J. Plank. Res. 9, 103–123.

    Google Scholar 

  • Zehr, J.P., Waterbury, J.B., Turner, P.J., Montoya, J.P., Omoregie, E., Steward, G.F., Hansen, A., Karl, D.M., 2001. Unicellular cyanobacteria fix N2 in the subtropical North Pacific Ocean. Nature 412, 635–638.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Khalid Boushaba.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Boushaba, K., Pascual, M. Dynamics of the ‘echo’ effect in a phytoplankton system with nitrogen fixation. Bull. Math. Biol. 67, 487–507 (2005). https://doi.org/10.1016/j.bulm.2004.08.004

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1016/j.bulm.2004.08.004

Keywords

Navigation