Abstract
We present here the core elements of a stochastic optimal foraging theory (SOFT), essentially, a random search theory for ecologists. SOFT complements classic optimal foraging theory (OFT) in that it assumes fully uninformed searchers in an explicit space. Mathematically, the theory quantifies the time spent by a random walker (the forager) on a spatial region delimited by absorbing boundaries (the targets). The walker starts from a given initial position and has no previous knowledge (nor the possibility to gain knowledge) on target/patch locations. Averages on such process can describe the dynamics of an uninformed forager looking for successive targets in a diverse and dynamical spatial environment. The framework provides a means to advance in the study of search uncertainty and animal information use in natural foraging systems.
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References
D.J. Anderson, Optimal foraging and the traveling salesman. Theor. Popul. Biol. 24, 145–159 (1983)
F. Bartumeus, M.G.E. da Luz, G.M. Viswanathan, J. Catalan, Animal search strategies: a quantitative random-walk analysis. Ecology 86, 3078–3087 (2005)
F. Bartumeus, Lévy processes in animal movement: an evolutionary hypothesis. Fractals 15, 151–162 (2007)
F. Bartumeus, J. Catalan, Optimal search behavior and classic foraging theory. J. Phys. A: Math. Theor. 42, 434002 (2009)
F. Bartumeus, S.A. Levin, Fractal intermittence in locomotion: linking animal behavior to statistical patterns of search. Proc. Natl. Acad. Sci. USA 105, 19072–19077 (2008)
F. Bartumeus, P. Fernández, M.G.E. da Luz, J. Catalan, R.V. Solé, S.A. Levin, Superdiffusion and encounter rates in diluted, low dimensional worlds. Eur. Phys. J. Spec. Top. 157, 157–166 (2008)
F. Bartumeus, J. Catalan, G.M. Viswanathan, E.P. Raposo, M.G.E. da Luz, The influence of turning angles on the success of non-oriented animal searches. J. Theor. Biol. 252, 43–55 (2008)
W.J. Bell, Searching Behaviour: The Behavioural Ecology of Finding Resources (Cambridge University Press, Cambridge, 1991)
O. Bénichou, C. Loverdo, M. Moreau, R. Voituriez, Two-dimensional intermittent search processes: an alternative to Lévy flight strategies. Phys. Rev. E 75, 020102(R) (2006)
S.V. Buldyrev, S. Havlin, A.Ya. Kazakov, M.G.E. da Luz, E.P. Raposo, H.E. Stanley, G.M. Viswanathan, Average time spent by Lévy flights and walks on an interval with absorbing boundaries. Phys. Rev. E 64, 041108 (2001)
S.V. Buldyrev, M. Gitterman, S. Havlin, A.Ya. Kazakov, M.G.E. da Luz, E.P. Raposo, H.E. Stanley, G.M. Viswanathan, Properties of Lévy fights on an interval with absorbing boundaries. Physica A 302, 148–161 (2001)
G.C. Collier, C.K. Rovee-Collier, A comparative analysis of optimal foraging behavior: laboratory simulations, in Foraging Behavior: Ecological, Ethological, and Psychological Approaches, ed. by A.C. Kamil, T.D. Sargent. Garland Series in Ethology (Garland STPM Press, New York, 1981)
I.C. Cuthill, P. Haccou, A. Kacelnick, J.R. Krebs, Y. Iwasa, Starlings exploiting patches: the effect of recent experience on foraging decisions. Anim. Behav. 40, 625–640 (1990)
I.C. Cuthill, P. Haccou, A. Kacelnick, Starlings Sturnus vulgaris exploiting patches: response to long-term changes in travel time. Behav. Ecol. 5, 81–90 (1994)
M.G.E. da Luz, S. Buldyrev, S. Havlin, E. Raposo, H. Stanley, G.M. Viswanathan, Improvements in the statistical approach to random Lévy flight searches. Physica A 295, 89–92 (2001)
M.G.E. da Luz, A. Grosberg, E.P. Raposo, G.M. Viswanathan (eds.), The random search problem: trends and perspectives. J. Phys. A 42(43), 430301 (2009)
A.S. Ferreira, E.P. Raposo, G.M. Viswanathan, M.G.E. da Luz, The influence of the Lévy random search efficiency: fractality and memory effects. Physica A 391, 3234–3246 (2012)
T. Geisel, J. Nierwetberg, A. Zacherl, Accelerated diffusion in Josephson junctions and related chaotic systems. Phys. Rev. Lett. 54, 616–619 (1985)
L.-A. Giraldeau, Solitary foraging strategies, in Behavioural Ecology, ed. by E. Danchin, L.-A. Giraldeau, F. Cézilly (Oxford University Press, Oxford, 2008)
R.F. Green, Bayesian birds: a simple example of Oaten’s stochastic model of optimal foraging. Theor. Popul. Biol. 18, 244–256 (1980)
Y. Iwasa, M. Higashi, N. Iamamura, Prey distribution as a factor determining the choice of optimal foraging strategy. Am. Nat. 117, 710–723 (1981)
A. James, M.J. Planck, R. Brown, Optimizing the encounter rate in biological interactions: ballistic versus Lévy versus Brownian strategies. Phys. Rev. E 78, 051128 (2008)
A. James, M.J. Planck, A.M. Edwards, Assessing Lévy walks as models of animal foraging. J. R. Soc. Interface 8(62), 1233–1247 (2011). doi:10.1098/rsif.2011.0200
A. Kacelnick, I.A. Todd, Psychological mechanisms and the marginal value theorem: effect of variability in travel time on patch exploitation. Anim. behav. 43, 313–322 (1992)
A.C. Kamil, T.D. Sargent (eds.), in Foraging Behavior: Ecological, Ethological, and Psychological Approaches. Garland Series in Ethology (Garland STPM Press, New York, 1981)
A.C. Kamil, J.R. Krebs, H.R. Pulliam (eds.), Foraging Behavior (Plenum Press, New York, 1987)
T. Koren, M.A. Lomholt, A.V. Chechkin, J. Klafter, R. Metzler, Leapover lengths and first passage time statistics for Lévy flights. Phys. Rev. Lett. 99, 160602 (2007)
J.R. Krebs, N.B. Davies, An Introduction to Behavioural Ecology, 3rd edn. (Blackwell, Oxford, 1993)
M.A. Lomholt, T. Koren, R. Metzler, J. Klafter, Lévy strategies in intermittent search processes are advantageous. Proc. Natl. Acad. Sci. USA 105, 1055–1059 (2008)
R.N. Mantegna, H.E. Stanley, Phys. Rev. Lett. 73, 2946–2949 (1994)
J.M. McNamara, Optimal patch use in a stochastic environment. Theor. Popul. Biol. 21, 269–288 (1982)
J.M. McNamara, Memory and the efficient use of information. J. Theor. Biol. 125, 385–395 (1987)
R. Metzler, J. Klafter, The random walk’s guide to anomalous diffusion: a fractional dynamics approach. Phys. Rep. 339, 1–77 (2000)
A. Oaten, Optimal foraging in patches: a case for stochasticity. Theor. Popul. Biol. 12, 263–285 (1977)
A. Okubo, S.A. Levin, Diffusion and Ecological Problems: Modern Perspectives (Springer, Berlin/Plenum Press, New York, 2001)
M.J. Plank, A. James, Optimal foraging: Lévy pattern or process? J. R. Soc. Interface 5, 1077–1086 (2008)
E.P. Raposo, F. Bartumeus, M.G.E. da Luz, P.J. Ribeiro-Neto, T.A. Souza, G.M. Viswanathan, How landscape heterogeneity frames optimal diffusivity in searching processes. PLOS Comput. Biol. 7(11), e10002233 (2011)
S. Redner, A Guide to First-Passage Processes (Cambridge Univeristy Press, Cambridge, 2001)
F. Reif, Fundamentals of Statistical and Thermal Physics (Chap. 1) (McGraw-Hill, Singapore, 1985)
A.M. Reynolds, F. Bartumeus, Optimising the success of random destructive searches: Lévy walks can outperform ballistic motions. J. Theor. Biol. 260, 98–103 (2009)
A.M. Reynolds, A.D. Smith, R. Menzel, U. Greggers, D.R. Reynolds, J.R. Riley, Displaced honey bees perform optimal scale-free search flights. Ecology 88, 1955–1961 (2007)
M.F. Shlesinger, J. Klafter, Comment on accelerated diffusion in Josephson junctions and related chaotic systems. Phys. Rev. Lett. 54, 2551 (1985)
M.F. Shlesinger, J. Klafter, Lévy walks versus Lévy flights, in On Growth and Form, ed. by H.E. Stanley, N. Ostrowsky (Nijhoff, Dordrecht, 1986)
M.F. Shlesinger, G. Zaslavsky, U. Frisch (eds.), Lévy Flights and Related Topics in Physics (Springer, Berlin, 1995)
T.W. Shoener, Theory of feeding strategies. Ann. Rev. Ecol. Syst. 2, 369–404 (1971)
T.W. Shoener, A brief history of optimal foraging ecology, in Foraging Behavior, ed. by A.C. Kamil, J.R. Krebs, H.R. Pulliam (Plenum Press, New York, 1987)
D.W. Stephens, J.R. Krebs, Foraging Theory (Princeton University Press, Princeton, 1986)
D.W. Stephens, J.S. Brown, R.C. Ydenberg, Foraging: Behavior and Ecology (The University Chicago Press, Chicago, 2007)
G.M. Viswanathan, S. Buldyrev, S. Havlin, M.G.E. da Luz, E. Raposo, H. Stanley, Optimizing the success of random searches. Nature 401, 911–914 (1999)
G.M. Viswanathan, E.P. Raposo, F. Bartumeus, J. Catalan, M.G.E. da Luz, Necessary criterion for distinguishing true superdiffusion from correlated random walk processes. Phys. Rev. E 72, 011111(6) (2005)
G.M. Viswanathan, M.G.E. da Luz, E.P. Raposo, H.E. Stanley, The Physics of Foraging: An Introduction to Random Searches and Biological Encounters (Cambridge University Press, Cambridge, 2011)
Acknowledgements
We thank CNPq, CAPES, FACEPE (Brazilian agencies), the Spanish Ministry of Science and Innovation (RyC-2009-04133 and BFU2010-22337) for financial support. FB specially thanks A. Oltra for helping in the edition of this chapter.
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Bartumeus, F., Raposo, E.P., Viswanathan, G.M., da Luz, M.G.E. (2013). Stochastic Optimal Foraging Theory. In: Lewis, M., Maini, P., Petrovskii, S. (eds) Dispersal, Individual Movement and Spatial Ecology. Lecture Notes in Mathematics(), vol 2071. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-35497-7_1
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