Table 4 The qualitative evaluation of error indices for test system 2.
Reduction method, | Reduced model | RMSE | ISE | IAE | IRE |
---|---|---|---|---|---|
 | Original system |  |  |  | 0.1826 |
Proposed 3rd -order model | \(\frac{{0.09147{s^2} - 0.6571s}}{{{s^3}+4.3035{s^2}+0.334s+0.1801}}\) | 4.6663 | 0.1678 | 3.1795 | 0.1728 |
EPSO-DV IMPPA [15] | \(\frac{{ - 0.15811s}}{{{s^2}+0.07078s+0.041276}}\) | 5.5162 | 0.1666 | 3.2640 | 0.1766 |
BTM-PSO [29] | \(\frac{{ - 0.1432{s^2} - 0.06946s}}{{{s^3}+0.4514{s^2}+0.07559s+0.0162}}\) | 5.6558 | 0.2103 | 3.2812 | 0.1779 |
BTM MM [35] | \(\frac{{ - 1.516{s^2} - 0.0162s}}{{{s^3}+0.4514{s^2}+0.07559s+0.0162}}\) | 17.9155 | 54.9876 | 49.9909 | 4.8542 |
MBTM [36] | \(\frac{{ - 0.09222{s^2} - 0.07393s}}{{{s^3}+0.4514{s^2}+0.07559s+0.0162}}\) | 5.4456 | 0.2983 | 3.5604 | 0.1704 |
BTM-MCCF [37] | \(\frac{{ - 0.1{s^2} - 0.0162s}}{{{s^3}+0.4514{s^2}+0.07559s+0.0162}}\) | 5.0231 | 2.4677 | 10.2127 | 0.0284 |
LPC-IPAM [38] | \(\frac{{ - 0.1{s^2} - 0.0155s}}{{{s^3}+0.1554{s^2}+0.0518s+0.003}}\) | 6.0791 | 1.1362 | 6.5795 | 0.0751 |
BSPA [40] | \(\frac{{ - 0.1132{s^3}+0.4623{s^2} - 2.189s+1.501 \times {{10}^{ - 16}}}}{{{s^3}+13.54{s^2}+1.002s+0.5691}}\) | 25.0139 | 0.1720 | 3.3189 | Inf |
SEM-PSO [42] | \(\frac{{ - 0.20632{s^2} - 0.00039653s}}{{{s^3}+0.1837{s^2}+0.0375s+0.00134}}\) | 5.3087 | 0.7032 | 6.5322 | 0.1439 |