Opportunistic maintenance strategy optimization considering imperfect maintenance under hybrid unit-level maintenance strategy

•The maintenance strategy at unit-level in opportunistic maintenance model is hybrid.•Both preventive maintenance actions in the model are imperfect.•The calculation methods of operation planning time for different preventive maintenance strategy are given.•An optimization algorithm based on Monte Carlo simulation is designed.