Title
Mutation Rate for Evolvable Hardware
Abstract
Evolvable hardware (EHW) refers to a self-reconfiguration hardware design, where the configuration is under the control of an evolutionary algorithm (EA). A lot of research has been done in this area several different EA have been introduced. Every time a specific EA is chosen for solving a particular problem, all its components, such as population size, initialization, selection mechanism, mutation rate, and genetic operators, should be selected in order to achieve the best results. In the last three decade a lot of research has been carried out in order to identify the best parameters for the EA's components for different "test-problems". However different researchers propose different solutions. In this paper the behaviour of mutation rate on (1+lambda) evolution strategy (ES) for designing logic circuits, which has not been done before, has been deeply analyzed. The mutation rate for an ERW system modifies values of the logic cell inputs, the cell type (for example from AND to NOR) and the circuit output. The behaviour of the mutation has been analyzed based on the number of generations, genotype redundancy and number of logic gates used for the evolved circuits. The experimental results found provide the behaviour of the mutation rate to be used during evolution for the design and optimization of logic circuits. The researches on the best mutation rate during the last 40 years are also summarized.
Year
Venue
Keywords
2005
ENFORMATIKA, VOL 7: IEC 2005 PROCEEDINGS
evolvable hardware,mutation rate,evolutionary computation,design of logic circuit
Field
DocType
Volume
Logic gate,Mutation rate,Evolutionary algorithm,Computer science,Evolutionary computation,Evolvable hardware,Theoretical computer science,Redundancy (engineering),Evolution strategy,Control reconfiguration
Conference
7
ISSN
Citations 
PageRank 
1307-6884
3
0.40
References 
Authors
22
3
Name
Order
Citations
PageRank
Emanuele Stomeo1633.25
Tatiana Kalganova219515.96
Cyrille Lambert3633.25