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This work focuses on the synthesis of finite -state machines (FSMs) by observing its input/output behaviors. Evolutionary approaches that have been proposed to s olve this problem do not include strategies to escape from local optima, a typical problem found in simple evolutionary algorithms , particularly in the evolution of sequential machines. Simulations show that the proposed approach improves significantly the state space search.

Improvements in FSM Evolutions from Partial Input/Output Sequences