## 5 Analysis of Simulation Experiments
\begin{table}
\begin{tabular}{c c c c c c c c} \hline \# & \(\mu^{\pi}\) & \(\mu^{\pi}\) & \(\lambda^{a_{o}}\) & \(\lambda^{m_{o}}\) & \(\mu^{e}\) & \(\mu^{e}\) & \(\mu^{e}\) \\ \hline
1 & 2.15 & 1.6 & \
\begin{tabular}{c} (1.25, 1.78, 2.53, \\ 3.84, 4.29, 5.23) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 34.15 & 6.22 & 7.17 \\ \hline
2 & 2.15 & 1.6 & \
\begin{tabular}{c} (1.25, 1.78, 2.53, \\ 3.84, 4.29, 5.23) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 34.15 & 6.22 & 7.17 \\ \hline
3 & 2.15 & 2.48 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 34.15 & 5.73 & 6.58 \\ \hline
4 & 2.15 & 2.48 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 34.15 & 5.73 & 6.58 \\ \hline
5 & 2.15 & 2.48 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 34.15 & 5.73 & 6.58 \\ \hline
6 & 4.8 & 3.81 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 23.79 & 4.74 & 5.21 \\ \hline
7 & 4.8 & 3.81 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 23.79 & 4.74 & 5.21 \\ \hline
8 & 4.8 & 3.81 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 23.79 & 4.74 & 5.21 \\ \hline
9 & 4.8 & 3.81 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 23.79 & 4.74 & 5.21 \\ \hline
10 & 7.35 & 4.63 & \
\begin{tabular}{c} (5.44, 5.97, 6.63, \\ 7.38, 7.49, 8.02) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 23.79 & 3.47 & 4.35 \\ \hline
11 & 7.35 & 5.32 & \
\begin{tabular}{c} (8.28, 8.81, 9.08, \\ 10.68, 11.68, 11.68) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 13.43 & 2.53 & 3.12 \\ \hline
12 & 7.35 & 5.32 & \
\begin{tabular}{c} (8.28, 8.81, 9.08, \\ 10.68, 11.68, 11.68) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 13.43 & 2.53 & 3.12 \\ \hline
13 & 7.35 & 5.32 & \
\begin{tabular}{c} (8.28, 8.81, 9.08, \\ 10.68, 11.68, 11.68) \\ \end{tabular} &
\begin{tabular}{c} (30.27, 29.74, 28.3, \\ 27.68, 27.23, 26.29) \\ \end{tabular} & 13.43 & 2.53 & 3.12 \\ \hline \end{tabular}
\end{table} 
Table 2: Thirteen experimental scenarios. to scarcely authorize maintenance and repair in the system. That is, their corresponding rates received moderate values. Furthermore, since the experiments simulated the behavior of the examined stochastic system, preliminary experiments were conducted to determine how many times the experiments would be replicated in order to obtain satisfactory results. During these experiments, the performance of the studied manufacturing under R-Smart was assessed to determine the appropriate number of replication. For simplicity reasons, the preliminary experiments were based on the 1 st scenario listed in Table 2, and the number of the completed item inventory was kept constant at 6 million, since it does not considerably affect the performance of the simulated system. In this respect, the simulation of two-stage manufacturing system under the 1 st experimental scenario was replicated 2-20 times. The obtained results demonstrated that the system was efficient in the case of experiments, where the replication parameter assumed values equal, or above 15.