Realization of learning induced self-adaptive sampling in noisy optimization

• Proposed three extensions to amend artificial bee colony in noisy fitness landscape. • Stochastic learning automata induced adaptive sample size selection of trial solution. • Local noise distribution captured by local neighborhood fitness variance. • Effective fitness estimate of solution from lo...
Ausführliche Beschreibung

• Proposed three extensions to amend artificial bee colony in noisy fitness landscape. • Stochastic learning automata induced adaptive sample size selection of trial solution. • Local noise distribution captured by local neighborhood fitness variance. • Effective fitness estimate of solution from local distribution of noisy samples. • Probabilistic selection to avoid deterministic dismissal of quality solutions. Ausführliche Beschreibung