Spontaneous symmetry breaking and discontinuous phase transition for spreading dynamics in multiplex networks
arXiv:1907.13364 · doi:10.1088/1367-2630/aaf660 10.1088/1367-2630/aaf660 10.1088/1367-2630/aaf660 10.1088/1367-2630/aaf660
Abstract
We propose a spreading model in multilayer networks and study the nature of nonequilibrium phase transition in the model. The model integrates the susceptible-infected-susceptible (or susceptible-infected-recovered) spreading dynamics with a biased diffusion process among different layers. A parameter is introduced to control the bias of the diffusion process, such that each individual prefers to move to one layer with more infected (or recovered) neighbors for larger values of . Using stochastic simulations and mean-field theory, we show that the type of phase transition from a disease-free phase to an endemic phase depends on the value of . When is small enough, the system undergoes a usual continuous phase transition as an effective spreading rate increases, as in single-layer networks. Interestingly, when exceeds a critical value the system shows either a hybrid two-step phase transition or a one-step discontinuous phase transition as increases. The former contains a continuous transition between the disease-free phase and a low-prevalence endemic phase, and a discontinuous transition between the low-prevalence endemic phase and a high-prevalence endemic phase. For the latter, only a discontinuous transition occurs from the disease-free phase directly to the high-prevalence endemic phase. Moreover, we show that the discontinuous transition is always accompanied by a spontaneous symmetry breaking in occupation probabilities of individuals in each layer.
arXiv comment8 pages and 5 figures
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