# Personalized-Template-Guided Intelligent Evolutionary Algorithm
## 3 Results
### Comparison of PTG with Other Algorithms
#### 3.3.2 Analysis of Experimental Results of CEC2022 Test Function
\begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Function** & **Metric** & **PTG** & **WOA** & **HHO** & **COA** & **TSA** \\ \hline \multirow{4}{*}{F1} & mean & \(8.32\times 10^{3}\) & \(2.43\times 10^{4}\) & \(8.79\times 10^{3}\) & \(4.56\times 10^{4}\) & \(1.75\times 10^{4}\) \\  & std & \(3.16\times 10^{3}\) & \(6.46\times 10^{3}\) & \(3.41\times 10^{3}\) & \(1.22\times 10^{4}\) & \(6.45\times 10^{3}\) \\  & rank & 1 & 7 & 2 & 10 & 6 \\  & time & 3.50 & \(8.42\times 10^{-2}\) & \(2.45\times 10^{-1}\) & \(1.87\times 10^{-1}\) & \(1.34\times 10^{-1}\) \\ \hline \multirow{4}{*}{F2} & mean & \(4.52\times 10^{2}\) & \(5.66\times 10^{2}\) & \(4.94\times 10^{2}\) & \(3.09\times 10^{3}\) & \(7.74\times 10^{2}\) \\  & std & \(1.49\times 10^{1}\) & \(6.11\times 10^{1}\) & \(3.87\times 10^{1}\) & \(8.97\times 10^{2}\) & \(2.06\times 10^{2}\) \\  & rank & 1 & 7 & 4 & 10 & 8 \\  & time & 3.63 & \(8.45\times 10^{-2}\) & \(2.41\times 10^{-1}\) & \(1.59\times 10^{-1}\) & \(1.45\times 10^{-1}\) \\ \hline \multirow{4}{*}{F3} & mean & \(6.00\times 10^{2}\) & \(6.68\times 10^{2}\) & \(6.60\times 10^{2}\) & \(6.8079\times 10^{2}\) & \(6.62\times 10^{2}\) \\  & std & \(3.12\times 10^{-1}\) & \(1.17\times 10^{1}\) & \(7.05\) & \(1.07\times 10^{1}\) & \(1.44\times 10^{1}\) \\  & rank & 1 & 8 & 6 & 9 & 7 \\  & time & 3.58 & \(1.85\times 10^{-1}\) & \(5.15\times 10^{-1}\) & \(4.18\times 10^{-1}\) & \(2.34\times 10^{-1}\) \\ \hline \multirow{4}{*}{F4} & mean & \(8.28\times 10^{2}\) & \(9.2405\times 10^{2}\) & \(8.9052\times 10^{2}\) & \(9.7333\times 10^{2}\) & \(9.5783\times 10^{2}\) \\  & std & \(1.04\times 10^{1}\) & \(3.00\times 10^{1}\) & \(1.33\times 10^{1}\) & \(1.75\times 10^{1}\) & \(3.12\times 10^{1}\) \\  & rank & 1 & 7 & 4 & 10 & 8 \\  & time & 3.55 & \(1.24\times 10^{-1}\) & \(3.14\times 10^{-1}\) & \(2.37\times 10^{-1}\) & \(1.63\times 10^{-1}\) \\ \hline \multirow{4}{*}{F5} & mean & \(9.15\times 10^{2}\) & \(3.99\times 10^{3}\) & \(2.87\times 10^{3}\) & \(3.50\times 10^{3}\) & \(4.16\times 10^{3}\) \\  & std & \(1.57559\times 10^{1}\) & \(1.36\times 10^{3}\) & \(2.5840\times 10^{2}\) & \(3.9193\times 10^{2}\) & \(1.52\times 10^{3}\) \\  & rank & 1 & 9 & 5 & 8 & 10 \\  & time & 3.48 & \(1.24\times 10^{-1}\) & \(3.34\times 10^{-1}\) & \(2.43\times 10^{-1}\) & \(1.66\times 10^{-1}\) \\ \hline \multirow{4}{*}{F6} & mean & \(6.93\times 10^{3}\) & \(7.62\times 10^{5}\) & \(1.07\times 10^{5}\) & \(2.22\times 10^{9}\) & \(1.65\times 10^{8}\) \\  & std & \(5.72\times 10^{3}\) & \(1.14\times 10^{6}\) & \(6.18\times 10^{4}\) & \(1.07\times 10^{9}\) & \(4.61\times 10^{8}\) \\  & rank & 1 & 6 & 4 & 10 & 8 \\  & time & 3.54 & \(9.58\times 10^{-2}\) & \(2.70\times 10^{-1}\) & \(2.02\times 10^{-1}\) & \(1.55\times 10^{-1}\) \\ \hline \multirow{4}{*}{F7} & mean & \(2.04\times 10^{3}\) & \(2.21\times 10^{3}\) & \(2.19\times 10^{3}\) & \(2.22\times 10^{3}\) & \(2.25\times 10^{3}\) \\  & std & \(1.22\times 10^{1}\) & \(8.44\times 10^{1}\) & \(6.68\times 10^{1}\) & \(4.82\times 10^{1}\) & \(9.53\times 10^{4}\) \\ \cline{1-1}  & rank & 1 & 7 & 6 & 8 & 10 \\ \cline{1-1}  & time & 3.97 & \(2.30\times 10^{-1}\) & \(6.05\times 10^{-1}\) & \(5.57\times 10^{-1}\) & \(2.78\times 10^{-1}\) \\ \hline \multirow{4}{*}{F8} & mean & \(2.23\times 10^{3}\) & \(2.27\times 10^{3}\) & \(2.28\times 10^{3}\) & \(2.43\times 10^{3}\) & \(2.41\times 10^{3}\) \\ \cline{1-1}  & std & \(2.61\) & \(4.86\times 10^{1}\) & \(7.74\times 10^{1}\) & \(1.36\times 10^{2}\) & \(3.84\times 10^{2}\) \\ \cline{1-1}  & rank & 1 & 4 & 7 & 9 & 8 \\ \cline{1-1}  & time & 3.96 & \(2.74\times 10^{-1}\) & \(6.82\times 10^{-1}\) & \(6.42\times 10^{-1}\) & \(3.23\times 10^{-1}\) \\ \hline \hline \end{tabular}
\end{table} 
Table 5: Performance Comparison of Algorithms (PTG, WOA, HHO, COA, TSA) on CEC2022.