Many animal groups are heterogeneous and may even consist of individuals of
different species, called mixed-species flocks. Mathematical and computational
models of collective animal movement behaviour, however, typically assume that
groups and populations consist of identical individuals. In this paper, using
the mathematical framework of the coagulation-fragmentation process, we develop
and analyse a model of merge and split group dynamics, also called
fission-fusion dynamics, for heterogeneous populations that contain two types
(or species) of individuals. We assume that more heterogeneous groups
experience higher split rates than homogeneous groups, forming two daughter
groups whose compositions are drawn uniformly from all possible partitions. We
analytically derive a master equation for group size and compositions and find
mean-field steady-state solutions. We predict that there is a critical group
size below which groups are more likely to be homogeneous and contain the
abundant type/species. Despite the propensity of heterogeneous groups to split
at higher rates, we find that groups are more likely to be heterogeneous but
only above the critical group size. Monte-Carlo simulation of the model show
excellent agreement with these analytical model results. Thus, our model makes
a testable prediction that composition of flocks are group-size dependent and
do not merely reflect the population level heterogeneity. We discuss the
implications of our results to empirical studies on flocking systems.Comment: 19 pages, 8 figure