A Simulation-Based Optimization (SBO) procedure is introduced for JARAP.
The proposed SBO works for any given failure and repair times.
An efficient simulation procedure is developed to estimate availability.
Customized NSGA-II and SPEA2 are proposed to solve the bi-objective JARAP.
Statistical analysis is employed to test the performance of optimization methods.