Case-based reasoning
Genetic algorithms as a computational tool for design
Genetic algorithms as a computational tool for design
Circuit Evolution and Visualisation
ICES '00 Proceedings of the Third International Conference on Evolvable Systems: From Biology to Hardware
Case-Based Initialization of Genetic Algorithms
Proceedings of the 5th International Conference on Genetic Algorithms
Combining Genetic Algorithms with Memory Based Reasoning
Proceedings of the 6th International Conference on Genetic Algorithms
Design of combinational logic circuits through an evolutionary multiobjective optimization approach
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Using genetic algorithms to discover selection criteria for contradictory solutions retrieved by CBR
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
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In this paper we show a scheme based on case-based reasoning to extract design patterns from a genetic algorithm used to optimize combinational circuits at the gate-level. The approach is able to rediscover several of the traditional Boolean rules used for circuit simplification and it also finds new simplification rules. Also, we illustrate how the approach can be used to reduce convergence times of a genetic algorithm using previously found solutions as cases to solve similar problems.