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Εξετάστε τις επιλεγμένες μεθόδους δίπλα-δίπλα· οι γραμμές που διαφέρουν επισημαίνονται.
| Εύρωστη Αναζήτηση Tabu× | Γενετικός Αλγόριθμος Εύρωστης Απόδοσης× | |
|---|---|---|
| Πεδίο | Προσομοίωση | Προσομοίωση |
| Οικογένεια | Process / pipeline | Process / pipeline |
| Έτος προέλευσης≠ | 1989 (TS); robust variant ~2000s | 2005 (systematic survey); earlier applications from late 1990s |
| Δημιουργός≠ | Glover, F. (Tabu Search); robustness extensions by various authors | Jin, Y. and Branke, J. (systematic formalization); roots in Holland (1975) |
| Τύπος≠ | Metaheuristic with robustness mechanism | Metaheuristic evolutionary optimizer with robustness mechanism |
| Θεμελιώδης πηγή≠ | Glover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗ | Jin, Y., Branke, J. (2005). Evolutionary optimization in uncertain environments — a survey. IEEE Transactions on Evolutionary Computation, 9(3), 303–317. DOI ↗ |
| Εναλλακτικές ονομασίες | RTS, Robust TS, Uncertainty-aware Tabu Search, Tabu Search under Uncertainty | RGA, Robust GA, Uncertainty-Aware Genetic Algorithm, Noise-Tolerant Genetic Algorithm |
| Συναφείς | 6 | 6 |
| Σύνοψη≠ | Robust Tabu Search (RTS) extends the classical Tabu Search metaheuristic by evaluating candidate solutions not only on their nominal objective value but also on their performance under uncertainty. Instead of seeking the best solution for a single scenario, RTS seeks solutions that perform well across a range of scenarios or realizations, trading peak optimality for reliability. | The Robust Genetic Algorithm (RGA) extends standard genetic algorithms to find solutions that perform well not only at the nominal design point but also when subjected to uncertainty in decision variables, parameters, or fitness evaluations. By incorporating explicit robustness measures into selection pressure, RGA balances optimality against sensitivity to perturbation, making it suitable for engineering design, scheduling, and policy optimization under real-world variability. |
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