Markov epidemic model with two instantaneous states and two absorption states

Assume no population ingoing and outmigration after the infection outbreak in an region, a kind of two instantaneous and two absorption states Markov model with multi-causes death competition was presented. It can describe the epidemic transfer strength, direct mortality and indirect mortality, and obtain their expectation respectively.