قارن الطرق
راجع الطرق التي اخترتها جنبًا إلى جنب؛ الصفوف المختلفة مميَّزة.
| المحاكاة الصلبة للتلدين (Robust Simulated Annealing)× | البحث الجدولي القوي× | |
|---|---|---|
| المجال | المحاكاة | المحاكاة |
| العائلة | Process / pipeline | Process / pipeline |
| سنة النشأة≠ | 1983 (SA); robust variant emerged 1990s–2000s | 1989 (TS); robust variant ~2000s |
| صاحب الطريقة≠ | Kirkpatrick, Gelatt & Vecchi (SA basis); robust formulation developed across the operations research community | Glover, F. (Tabu Search); robustness extensions by various authors |
| النوع≠ | Metaheuristic with robustness evaluation | Metaheuristic with robustness mechanism |
| المصدر التأسيسي≠ | Kirkpatrick, S., Gelatt, C. D., Vecchi, M. P. (1983). Optimization by simulated annealing. Science, 220(4598), 671-680. DOI ↗ | Glover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗ |
| الأسماء البديلة | RSA, Robust SA, Uncertainty-robust simulated annealing, Worst-case simulated annealing | RTS, Robust TS, Uncertainty-aware Tabu Search, Tabu Search under Uncertainty |
| ذات صلة≠ | 5 | 6 |
| الملخص≠ | Robust Simulated Annealing (RSA) adapts the classical simulated annealing metaheuristic to seek solutions that perform well not just under nominal conditions but across the full range of uncertain or adversarial parameter values. By embedding a robustness evaluation — worst-case, expected-case, or regret-based — into the SA acceptance step, RSA trades some nominal optimality for resilience, making it valuable when problem parameters are imprecisely known or subject to environmental variation. | 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. |
| ScholarGateمجموعة البيانات ↗ |
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