2003 · 730 citations · 9 references
Artificial IntelligenceDifferential EvolutionEvolution StrategyEngineeringEvolutionary AlgorithmComputer EngineeringEvolutionary AlgorithmsComputer ScienceParallel ComputingExplicit MemoryEvolution-based MethodEvolutionary Multimodal OptimizationEvolutionary ProgrammingOperations Research
Recently, there has been increased interest in evolutionary computation applied to changing optimization problems. The paper surveys a number of approaches that extend the evolutionary algorithm with implicit or explicit memory, suggests a new benchmark problem and examines under which circumstances a memory may be helpful. From these observations, we derive a new way to explore the benefits of a memory while minimizing its negative side effects.
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Genetic algorithms for changing environments
John J. Grefenstette · 1992 · 556 citations
Case-Based Initialization of Genetic Algorithms
Connie Loggia Ramsey, John J. Grefenstette · 1993 · 176 citations