# Deep Learning Cluster Structures for Management Decisions: The Digital CEO +
## 5 Experimental Results
### Quality of Service Deep Learning Cluster Results (3 \(\times\) 3 Nodes)
\begin{table}
\begin{tabular}{c c c c} \hline \hline
**Packet** & **Goal Number** & **Goal Description** & **QoS** \\ \hline
001–020 & - & Network Initialization Packets & \\
021–022 & 1 & 1 \(\times\) Delay & Initial Values \\
023–040 & 1 & 1 \(\times\) Delay & Final Values \\
041–042 & 2 & 1 \(\times\) Loss & Initial Values \\
043–060 & 2 & 1 \(\times\) Loss & Final Values \\
061–062 & 3 & 1 \(\times\) Bandwidth & Initial Values \\
063–080 & 3 & 1 \(\times\) Bandwidth & Final Values \\
081–082 & 4 & 0.5 \(\times\) Delay + 0.5 \(\times\) Loss & Initial Values \\
083–100 & 4 & 0.5 \(\times\) Delay + 0.5 \(\times\) Loss & Final Values \\
101–102 & 5 & 0.5 \(\times\) Delay + 0.5 \(\times\) Bandwidth & Initial Values \\
103–120 & 5 & 0.5 \(\times\) Delay + 0.5 \(\times\) Bandwidth & Final Values \\
121–122 & 6 & 0.5 \(\times\) Loss + 0.5 \(\times\) Bandwidth & Initial Values \\
123–140 & 6 & 0.5 \(\times\) Loss + 0.5 \(\times\) Bandwidth & Final Values \\
141–142 & 7 & 0.3 \(\times\) Delay + 0.3 \(\times\) Loss + 0.3 \(\times\) Bandwidth & Initial Values \\
143–160 & 7 & 0.3 \(\times\) Delay + 0.3 \(\times\) Loss + 0.3 \(\times\) Bandwidth & Final Values \\ \hline \hline \end{tabular}
\end{table} 
Table 3: QoS Deep Learning Cluster Validation (3 \(\times\) 3 Nodes)—Simulation Parameters. \begin{table}
\begin{tabular}{c c c c c} \hline \hline
**Updates** & **RNN-RL** & **QoS Delay** & **QoS Loss** & **QoS Bandwidth** \\ \hline Initialization & 0 & 4 & 1 & 3 \\ CP 021-160 & 140 & 9 & 1 & 9 \\ \hline \hline \end{tabular}
\end{table} 
Table 5: Deep Learning Cluster vs RNN-RL (3 \(\times\) 3 Nodes). The route provided by the QoS DL clusters remains unchanged due to its slow learning process until the new best route is found by the RNN-RL. The Reward and Threshold of route decision taken by the CEO Management Cluster when the Cyber management cluster has authorized the different Cyber keys is shown in Figure 9 for the seven different Goals. When the new best route is discovered; the CPN Threshold adapts gradually to the original value. \begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Packet** & **RNN-RL Route** & **DL Route** & **Best Route** & **Goal 1/Reward** & **1/Threshold** \\ \hline
021 & 1-4-9 & 1-4-9 & 1-4-9 & 130.00 & 130.00 \\
022 & 1-4-9 & 1-4-9 & 1-4-9 & 130.00 & 130.00 \\
023 & 1-4-9 & 1-4-9 & 1-6-9 & 150.00 & 130.00 \\
024 & 1-4-9 & 1-4-9 & 1-6-9 & 150.00 & 131.76 \\
025 & 1-4-9 & 1-4-9 & 1-6-9 & 150.00 & 133.38 \\
026 & 1-4-9 & 1-4-9 & 1-6-9 & 150.00 & 134.87 \\
027 & 1-5-9 & 1-4-9 & 1-6-9 & 140.00 & 136.25 \\
028 & 1-4-9 & 1-4-9 & 1-6-9 & 150.00 & 136.61 \\
029 & 1-2-6-9 & 1-4-9 & 1-6-9 & 150.00 & 137.84 \\
030 & 1-6-9 & 1-4-9 & 1-6-9 & 130.00 & 138.97 \\
031 & 1-6-9 & 1-6-9 & 1-6-9 & 130.00 & 138.02 \\
040 & 1-6-9 & 1-6-9 & 1-6-9 & 130.00 & 132.99 \\ \hline \hline \end{tabular}
\end{table} 
Table 6: Goal: 1 \(\times\) Delay (3 \(\times\) 3 Nodes). \begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Packet** & **RNN-RL Route** & **DL Route** & **Best Route** & **Goal 1/Reward** & **1/Threshold** \\ \hline
081 & 1-4-9 & 1-4-9 & 1-4-9 & 82.50 & 82.50 \\
082 & 1-4-9 & 1-4-9 & 1-4-9 & 82.50 & 82.50 \\
083 & 1-4-9 & 1-4-9 & 1-6-9 & 87.50 & 82.50 \\
084 & 1-5-9 & 1-4-9 & 1-6-9 & 85.00 & 82.97 \\
085 & 1-6-9 & 1-4-9 & 1-6-9 & 82.50 & 83.17 \\
086 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 83.10 \\
087 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 83.04 \\
088 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 82.99 \\
089 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 82.94 \\
090 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 82.90 \\
091 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 82.86 \\
100 & 1-6-9 & 1-6-9 & 1-6-9 & 82.50 & 82.64 \\ \hline \hline \end{tabular}
\end{table} 
Table 7: Goal: 0.5 \(\times\) Delay + 0.5 \(\times\) Loss (3 \(\times\) 3 Nodes).