Skip to main content

Stochasticity and Invasion Dynamics

  • Chapter
  • First Online:
The Mathematics Behind Biological Invasions

Part of the book series: Interdisciplinary Applied Mathematics ((IAM,volume 44))

Abstract

Uncertainty is a hallmark of early invasion processes. Mathematical descriptions of this uncertainty can help us assign probabilities to possible invasion outcomes. This chapter starts with a hierarchical model of invasion, describing the process of transport, introduction, and survival to reproduction. The model yields a probability of successful establishment for potential invaders, as well as the distribution of times needed before a successful invasion will occur. An extension of the model includes the possibility of an invasion bottleneck produced by the need for sexual reproduction. Environmental variability has a role to play in invasion success. This aspect is investigated using classical discrete- and continuous-time models for population growth under stochasticity. Here, Jensen’s inequality is applied to show that an invasion taking place amid discrete-time random environmental fluctuations may not succeed, even if it would succeed in a constant environment. Finally, a general, but approximate, method for understanding the impacts of various types of uncertainty (environmental, demographic, and immigration) on invasion success is formulated using stochastic differential equations. This method is then used to model invasion success for populations with an Allee effect. We apply the theory in this chapter to understand the invasive outcomes for aquatic invasive species, such as the Chinese mitten crab and the apple snail.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 49.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 64.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 89.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    For animals, invasion success can be much higher; see [151].

  2. 2.

    A similar approach is sometimes used in deterministic models as well, where it is called a practical stability concept; see Sect. 3.1

References

  1. Albrecht, E., Carreño, N., Castro-Vázquez, A.: A quantitative study of copulation and spawning in the South American apple-snail, Pomacea canaliculata (Prosobranchia: Ampullariidae). Veliger 39, 142–147 (1996)

    Google Scholar 

  2. Anger, K.: Effects of temperature and salinity on the larval development of the Chinese mitten crab Eriocheir sinensis (Decapoda: Grapsidea). Mar. Ecol. Prog. Ser. 72, 103–110 (1991)

    Article  Google Scholar 

  3. Anger, K.: Contributions of larval biology to crustacean research: a review. Invertebr. Reprod. Dev. 49(3), 175–205 (2006). doi:10.1080/ 07924259.2006.9652207

    Article  Google Scholar 

  4. Dennis, B.: Allee effects in stochastic populations. Oikos 96(3), 389–401 (2002). doi:10.1034/j.1600-0706.2002.960301.x

    Article  MathSciNet  Google Scholar 

  5. Drake, J.M., Lodge, D.M.: Allee effects, propagule pressure and the probability of establishment: risk analysis for biological invasions. Biol. Invasions 8, 365–375 (2006). doi:10.1007/s10530-004-8122-6

    Article  Google Scholar 

  6. Estebenet, A., Cazzaniga, N.: Growth and demography of Pomacea canaliculata (Gastropoda: Ampullariidae) under laboratory conditions. Malacol. Rev. 25(1–2), 1–12 (1992)

    Google Scholar 

  7. Estebenet, A., Martín, P.: Pomacea canaliculata (Gastropoda: Ampullariidae): life-history traits and their plasticity. Biocell 26(1), 83–89 (2002)

    Google Scholar 

  8. Herborg, L.M., Bentley, M.G., Clare, A.S., Last, K.S.: Mating behaviour and chemical communication in the invasive Chinese mitten crab Eriocheir sinensis. J. Exp. Mar. Biol. Ecol. 329(1), 1–10 (2006). doi:10.1016/j.jembe.2005.08.001

    Google Scholar 

  9. Jerde, C.L., Lewis, M.A.: Waiting for invasions: a framework for the arrival of nonindigenous species. Am. Nat. 170(1), 1–9 (2007). doi:10.1086/518179

    Article  Google Scholar 

  10. Jerde, C.L., Bampfylde, C.J., Lewis, M.A.: Chance establishment for sexual, semelparous species: overcoming the Allee effect. Am. Nat. 173(6), 734–746 (2009). doi:10.1086/598496

    Article  Google Scholar 

  11. Jeschke, J.M., Strayer, D.L.: Invasion success of vertebrates in Europe and North America. Proc. Natl. Acad. Sci. U. S. A. 102(20), 7198–7202 (2005)

    Article  Google Scholar 

  12. Kobayashi, S.: Fecundity of the Japanese mitten crab Eriocheir japonica (De Haan). Benthos Res. 56, 1–7 (2001)

    Article  Google Scholar 

  13. Kot, M.: Elements of Mathematical Ecology. Cambridge University Press, Cambridge (2001)

    Book  MATH  Google Scholar 

  14. Kuczma, M.: An Introduction to the Theory of Functional Equations and Inequalities: Cauchy’s Equation and Jensen’s Inequality. Birkhäuser, Basel (2008)

    MATH  Google Scholar 

  15. Levins, R.: The effect of random variations of different types on population growth. Proc. Natl. Acad. Sci. U. S. A. 62(4), 1061–1065 (1969). doi:10.1073/pnas.62.4.1061

    Article  MathSciNet  Google Scholar 

  16. Lewontin, R.C., Cohen, D.: On population growth in a randomly varying environment. Proc. Natl. Acad. Sci. U. S. A. 62(4), 1056–1060 (1969). doi:10.1073/pnas.62.4.1056

    Article  MathSciNet  Google Scholar 

  17. Lowe, S., Browne, M., Boudjelas, S., De Poorter, M.: 100 of the World’s Worst Invasive Alien Species: A Selection from the Global Invasive Species Database. The Invasive Species Specialist Group, Auckland (2000)

    Google Scholar 

  18. MacIsaac, H.J., Robbins, T.C., Lewis, M.A.: Modeling ships’ ballast water as invasion threats to the Great Lakes. Can. J. Fish. Aquat. Sci. 59(7), 1245–1256 (2002). doi:10.1139/f02-090

    Article  Google Scholar 

  19. Morris, W.F., Doak, D.F.: Quantitative Conservation Biology: Theory and Practice of Population Viability Analysis. Sinauer Associates, Sunderland (2002)

    Google Scholar 

  20. Nisbet, R.M., Gurney, W.S.C.: Modelling Fluctuating Populations. Wiley, Chichester (1982)

    MATH  Google Scholar 

  21. Rajakaruna, H., Potapov, A., Lewis, M.: Impact of stochasticity in immigration and reintroduction on colonizing and extirpating populations. Theor. Popul. Biol. 85, 38–48 (2013). doi:10.1016/j.tpb. 2013.01.009

    Article  MATH  Google Scholar 

  22. Renshaw, E.: Modelling Biological Populations in Space and Time. Cambridge University Press, Cambridge (1991)

    Book  MATH  Google Scholar 

  23. Ricciardi, L.M.: Stochastic population theory: birth and death processes. In: Hallam, T.G., Levin, S.A. (eds.) Mathematical Ecology: An Introduction, pp. 155–190. Springer, Berlin (1986)

    Chapter  Google Scholar 

  24. Tier, C., Hanson, F.B.: Persistence in density dependent stochastic populations. Math. Biosci. 53, 89–117 (1981). doi:10.1016/ 0025-5564(81)90041-9

    Article  MathSciNet  MATH  Google Scholar 

  25. Williamson, M., Fitter, A.: The varying success of invaders. Ecology 77(6), 1661–1666 (1996). doi:10.2307/2265769

    Article  Google Scholar 

  26. Yusa, Y.: Nuclear sex-determining genes cause large sex-ratio variation in the apple snail Pomacea canaliculata. Genetics 175, 179–184 (2007). doi:10.1534/genetics.106.060400

    Google Scholar 

  27. Zhang, T., Li, Z., Cui, Y.: Survival, growth, sex ratio, and maturity of the Chinese mitten crab (Eriocheir sinensis) reared in a Chinese pond. J. Freshw. Ecol. 16(4), 633–640 (2001). doi:10.1080/02705060.2001. 9663855

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Lewis, M.A., Petrovskii, S.V., Potts, J.R. (2016). Stochasticity and Invasion Dynamics. In: The Mathematics Behind Biological Invasions. Interdisciplinary Applied Mathematics, vol 44. Springer, Cham. https://doi.org/10.1007/978-3-319-32043-4_7

Download citation

Publish with us

Policies and ethics