Research Article
Nonlinear Inertia Weighted Teaching-Learning-Based Optimization for Solving Global Optimization Problem
Table 9
Comparative results of NIWTLBO and different variants of TLBO algorithms. Population size: 20;
: 2; max. eval.: 80,000FEs.
| Number | Function | ā | WTLBO | ITLBO22 | ITLBO23 | I-TLBO (NT = 4) | NIWTLBO |
| | Sphere | MNFE | 365 | 386 | 482 | 372 | 281 |
Succ% | 100 | 100 | 100 | 100 | 100 |
| | Schwefel 2.22 | MNFE | 442 | 428 | 563 | 416 | 324 | Succ% | 100 | 100 | 100 | 100 | 100 |
| | Rosenbrock | MNFE | 1643 | 704 | 726 | 684 | 1606 | Succ% | 65 | 100 | 100 | 100 | 100 |
| | Bohachevsky3 | MNFE | 468 | 432 | 516 | 398 | 364 | Succ% | 100 | 100 | 100 | 100 | 100 |
| | Branin | MNFE | 41010 | 649 | 763 | 367 | 1922 | Succ% | 28 | 100 | 100 | 100 | 100 |
| | Ackley | MNFE | 564 | 508 | 682 | 491 | 443 | Succ% | 100 | 100 | 100 | 100 | 100 |
| | Rastrigin | MNFE | 4608 | 651 | 1406 | 632 | 481 | Succ% | 100 | 100 | 100 | 100 | 100 |
| | Griewank | MNFE | 18246 | 1208 | 2248 | 1024 | 965 | Succ% | 85 | 100 | 81 | 100 | 100 |
| | Weierstrass | MNFE | 19642 | 1243 | 2325 | 1186 | 1042 | Succ% | 78 | 100 | 93 | 100 | 100 |
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