Biomedical Engineering Reference
In-Depth Information
0.7
0.6
order 1
0.5
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order 2
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order 3
order 4
0.1
0
0
5
10
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No. of Generations
(a)
0.7
0.6
order 1
0.5
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0.3
order 2
0.2
order 3
order 4
0.1
0
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No. of Generations
(b)
Figure 4.5
The.proportion. of.schemata. of.different. orders. against. generations. using.(a). copy-and-paste.
and.(b).cut-and-paste.operations..(From.Tang,.K..S.,.Yin,.R..J.,.Kwong,.S.,.Ng,.K..T.,.Man,.K..F.,.A.
theoretical.development.and.analysis.of.jumping.gene.genetic.algorithm,.
IEEETransactionson
IndustrialInformatics
,.7(3),.2011,.408-418.)
frequency;.therefore,.the.global.searching.ability.of.these.two.JG.operations.
is.justified..It.should.be.emphasized.that.the.capability.of.searching.globally.
by.these.two.JG.operations.is.rigorously.proven.by.mathematics.instead.of.
relying.on.a.statistical.behavior.of.randomness.such.as.for.the.mutation.in.
conventional.GA..Second,.the.JG.operations.tend.to.respect.the.survival.rates.
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