Resource Management in WCDMA - Multiobjective Optimization Methodology: A Jumping Gene Approach - page 160

Table 7.5
Parameters.of.MOEAs

Parameter Value/Type

Population.size
. MOGA,.NPGA2,.NSGA2,.SPEA2,.JG 50

. PAES 1

. MICROGA 4

Maximum.generations.or.iterations
. MOGA,.NPGA2,.NSGA2,.SPEA2,.JG 100

. PAES 5,000

. MICROGA 1,250

Crossover.type Uniform.crossover

Crossover.rate 0.8

Mutation.rate Scenario.a.(25.users):.0.02

Scenario.b.(50.users):.0.01

Other Settings for JG
Jumping.rate

0.02

Number.of.transposons 4

Length.of.transposon 1

Other Settings for SPEA2 or PAES
Archive.size 100

Depth 4

Other Settings for MICROGA
Size.of.external.memory 100

Size.of.population.memory 80

Percentage.of.nonreplaceable.memory 0.25

Replacement.cycle Every.25.iterations

Number.of.subdivisions.of.the.adaptive.grid 25

Number.of.iterations.to.achieve.nominal.convergence 4

Source: . Data.from.Chan,.T..M.,.Man,.K..F.,.Tang,.K..S.,.Kwong,.S.,.A.jumping.gene.

algorithm.for.multiobjective.resource.management.in.wideband.CDMA.
systems,. TheComputerJournal ,.48(6),.749-768,.2005.

Note. that. the. results. of. the. PAES,. MICROGA,. and. modiied. GA. are. not.
listed.in . Tables 7.7 .t o. 7.12 . because.the.QoS.of.some.users.was.violated.in.some.
simulation.runs.of.the.two.scenarios.even.in.the.final.nondominated.solu-
tions..Therefore,.they.were.disqualified.

7.8.1 Mean and Standard Deviation of Deb and Jain
Convergence Metric for evaluating Convergence

The.means.and.standard.deviations.of.the.Deb.and.Jain.convergence.metric.
for.the.two.scenarios.are.presented.in. Tables 7.6 . and. 7.7 .. For.scenario.a.with.
25.users,.the.smallest.means.(i.e.,.the.better.convergence).were.obtained.by.