Title
Extraction of Design Patterns from Evolutionary Algorithms Using Case-Based Reasoning
Abstract
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.
Year
DOI
Venue
2001
10.1007/3-540-45443-8_22
ICES
Keywords
Field
DocType
design patterns,design pattern,genetic algorithm,case-based reasoning,convergence time,new simplification rule,similar problem,traditional boolean rule,circuit simplification,combinational circuit,case base reasoning,evolutionary algorithm,use case
Convergence (routing),Evolutionary algorithm,Computer science,Software design pattern,Combinational logic,Combinatorial optimization,Artificial intelligence,Case-based reasoning,Genetic algorithm
Conference
ISBN
Citations 
PageRank 
3-540-42671-X
2
0.50
References 
Authors
6
3
Name
Order
Citations
PageRank
E. Islas Pérez130.86
C. A. Coello Coello25799427.99
Arturo Hernández Aguirre340558.10