Back to Search
Start Over
A Markov jump process modelling animal group size statistics
- Source :
- Communications in Mathematical Sciences, Communications in Mathematical Sciences, International Press, 2020, 18, pp.55-89, Communications in Mathematical Sciences, 2020, 18, pp.55-89
- Publication Year :
- 2020
- Publisher :
- International Press of Boston, 2020.
-
Abstract
- International audience; We translate a coagulation-framentation model, describing the dynamics of animal group size distributions , into a model for the population distribution and associate the nonlinear evolution equation with a Markov jump process of a type introduced in classic work of H. McKean. In particular this formalizes a model suggested by H.-S. Niwa [J. Theo. Biol. 224 (2003)] with simple coagulation and fragmentation rates. Based on the jump process, we develop a numerical scheme that allows us to approximate the equilibrium for the Niwa model, validated by comparison to analytical results by Degond et al. [J. Nonlinear Sci. 27 (2017)], and study the population and size distributions for more complicated rates. Furthermore, the simulations are used to describe statistical properties of the underlying jump process. We additionally discuss the relation of the jump process to models expressed in stochastic differential equations and demonstrate that such a connection is justified in the case of nearest-neighbour interactions, as opposed to global interactions as in the Niwa model.
- Subjects :
- POPULATION BALANCE-EQUATIONS
DYNAMICS
Work (thermodynamics)
Population dynamics
q-bio.PE
General Mathematics
Population
Mathematics, Applied
self-consistent Markov process
COAGULATION
jump process
01 natural sciences
0101 Pure Mathematics
010104 statistics & probability
Stochastic differential equation
92D50
Simple (abstract algebra)
0102 Applied Mathematics
CONVERGENCE
DISTRIBUTIONS
65C30
Statistical physics
[MATH]Mathematics [math]
0101 mathematics
Quantitative Biology - Populations and Evolution
education
65C35
Mathematics
45J05
education.field_of_study
Science & Technology
fish schools
SCHEME
Applied Mathematics
010102 general mathematics
Populations and Evolution (q-bio.PE)
1502 Banking, Finance and Investment
70F45
AGGREGATION
self-consistent Markov process Mathematics Subject Classification (2010): 60J75
Connection (mathematics)
Nonlinear system
Distribution (mathematics)
FOS: Biological sciences
Physical Sciences
Jump process
numerics
Subjects
Details
- ISSN :
- 19450796 and 15396746
- Volume :
- 18
- Database :
- OpenAIRE
- Journal :
- Communications in Mathematical Sciences
- Accession number :
- edsair.doi.dedup.....86e8de06553335058d5742e8802b43ea
- Full Text :
- https://doi.org/10.4310/cms.2020.v18.n1.a3