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A closed NPZ model with delayed nutrient recycling

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Abstract

We consider a closed Nutrient-Phytoplankton-Zooplankton (NPZ) model that allows for a delay in the nutrient recycling. A delay-dependent conservation law allows us to quantify the total biomass in the system. With this, we can investigate how a planktonic ecosystem is affected by the quantity of biomass it contains and by the properties of the delay distribution. The quantity of biomass and the length of the delay play a significant role in determining the existence of equilibrium solutions, since a sufficiently small amount of biomass or a long enough delay can lead to the extinction of a species. Furthermore, the quantity of biomass and length of delay are important since a small change in either can change the stability of an equilibrium solution. We explore these effects for a variety of delay distributions using both analytical and numerical techniques, and verify these results with simulations.

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Notes

  1. In the case where the delay distribution extends infinitely into the past, the delay distribution must be approximated by a truncated version for simulation purposes.

References

  • Armstrong RA (1994) Grazing limitation and nutrient limitation in marine ecosystems: steady state solutions of an ecosystem model with multiple food chains. Limnol Oceanogr 39(3):597–608

    Google Scholar 

  • Armstrong RA (1999) Stable model structures for representing biogeochemical diversity and size spectra in plankton communities. J Plankton Res 21(3):445–464

    Article  MathSciNet  Google Scholar 

  • Beretta E, Bischi GI, Solimano F (1990) Stability in chemostat equations with delayed nutrient recycling. J Math Biol 28:99–111

    Article  MATH  MathSciNet  Google Scholar 

  • Caswell H, Neubert MG (1998) Chaos and closure terms in plankton food chain models. J Plankton Res 20(9):1837–1845

    Article  Google Scholar 

  • Churchill RV, Brown JW (1984) Complex Variables and Applications. McGraw-Hill, New York

    MATH  Google Scholar 

  • Diekmann O, Gyllenberg M (2012) Equations with infinite delay: Blending the abstract and the concrete. J Differ Equ 252:819–851

    Article  MATH  MathSciNet  Google Scholar 

  • van den Driessche P, Zeeman ML (1998) Three-dimensional competitive Lotka-Volterra systems with no periodic orbits. SIAM J Appl Math 58(1):227–234

    Article  MATH  MathSciNet  Google Scholar 

  • Edwards AM (2001) Adding detritus to a nutrient-phytoplankton-zooplankton model: a dynamical-systems approach. J Plankton Res 23(4):389–413

    Article  Google Scholar 

  • Franks PJS (2002) NPZ models of plankton dynamics: their construction, coupling to physics, and application. J Oceanogr 58:379–387

    Article  Google Scholar 

  • Franks PJS, Wroblewski JS, Flierl GR (1986) Behavior of a simple plankton model with food-level acclimation by herbivores. Mar Biol 91:121–129

    Article  Google Scholar 

  • Gentleman W, Leising A, Frost B, Strom S, Murray J (2003) Functional responses for zooplankton feeding on multiple resources: a review of assumptions and biological dynamics. Deep-Sea Res II 50:2847–2875

    Article  Google Scholar 

  • Gentleman WC, Neuheimer AB (2008) Functional responses and ecosystem dynamics: how clearance rates explain the influence of satiation, food-limitation and acclimation. J Plankton Res 30(11):1215–1231

    Article  Google Scholar 

  • Govaerts WJF (2000) Numerical methods for bifurcations of dynamical equilibria. SIAM, Philadelphia

  • Hale JK, Somolinos AS (1983) Competition for fluctuating nutrient. J Math Biol 18:255–280

    Article  MATH  MathSciNet  Google Scholar 

  • He XZ, Ruan S (1998) Global stability in chemostat-type models with delayed nutrient recycling. J Math Biol 37:253–271

    Article  MATH  MathSciNet  Google Scholar 

  • Hino Y, Murakami S, Naito T (1991) Functional Differential Equations with Infinite Delay. Springer-Verlag, Berlin

    MATH  Google Scholar 

  • Holling CS (1966) The functional response of invertebrate predators to prey density. Mem Entomol Soc Can 48:1–86

    Article  Google Scholar 

  • Jang SRJ, Baglama J (2005) Nutrient-plankton models with nutrient recycling. Comp Math Appl 49:375–387

    Article  MATH  MathSciNet  Google Scholar 

  • Kmet T (1996) Material recycling in a closed aquatic ecosystem. II. Bifurcation analysis of a simple food-chain model. Bull Math Biol 58(5):983–1000

    Google Scholar 

  • Kolmanovskii V, Myshkis A (1999) Introduction to the Theory and Applications of Functional Differential Equations. Kluwer Academic Publishers, Dordrecht

    Book  MATH  Google Scholar 

  • Levin BR, Stewart FM, Chao L (1977) Resource-limited growth, competition, and predation: a model and experimental studies with bacteria and bacteriophage. Am Nat 111(977):3–24

    Article  Google Scholar 

  • May RM (1973) Time-delay versus stability in population models with two and three trophic levels. Ecology 54(2):315–325

    Article  Google Scholar 

  • Murray JD (1989) Mathematical biology. Springer-Verlag, Berlin

    Book  MATH  Google Scholar 

  • Poulin FJ, Franks PJS (2010) Size-structured planktonic ecosystems: constraints, controls and assembly instructions. J Plankton Res 32(8):1121–1130

    Article  Google Scholar 

  • Ruan S (1998) Turing instability and travelling waves in diffusive plankton models with delayed nutrient recycling. IMA J Appl Math 61:15–32

    Article  MATH  MathSciNet  Google Scholar 

  • Ruan S (2001) Oscillatons in plankton models with nutrient recycling. J Theor Biol 208:15–26

    Article  Google Scholar 

  • Ruan S, Xiao D (2001) Global analysis in a predator-prey system with nonmonotonic functional response. SIAM J Appl Math 61(4):1445–1472

    Article  MATH  MathSciNet  Google Scholar 

  • Ulanowicz RE (1972) Mass and energy flow in closed ecosystems. J Theor Biol 34:239–253

    Article  Google Scholar 

  • Wroblewski JS, Sarmiento JL, Flierl GR (1988) An ocean basin scale model of plankton dynamics in the North Atlantic 1. solutions for the climatological oceanographic conditions in May. Glob Biogeochem Cycles 2:199–218

    Article  Google Scholar 

  • Zhu H, Campbell SA, Wolkowicz GSK (2002) Bifurcation analysis of a predator-prey system with nonmonotonic functional response. SIAM J Appl Math 63(2):636–682

    MATH  MathSciNet  Google Scholar 

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Acknowledgments

The authors gratefully acknowledge financial support from the Natural Sciences and Engineering Research Council of Canada. M.K. also gratefully acknowledges financial support from the Ontario Graduate Scholarship Program.

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Correspondence to Matt Kloosterman.

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Kloosterman, M., Campbell, S.A. & Poulin, F.J. A closed NPZ model with delayed nutrient recycling. J. Math. Biol. 68, 815–850 (2014). https://doi.org/10.1007/s00285-013-0646-x

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  • DOI: https://doi.org/10.1007/s00285-013-0646-x

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