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## Genetic Algorithm Using NS2

Genetic Algorithm using NS2 is a programming technique which mimics biological evolution and used for problem-solving strategy. We have guided more than 50+ Genetic Algorithm using NS2 Simulation Projects for academic students.When introduced to a specific problem to solve, the input to the Genetic Algorithm is a set of potential solutions to that problem, encoded in different fashion, and a metric known as fitness function that allows each candidate to be quantitatively evaluated.

### Concepts involved in genetic algorithm:

• Task scheduling models.
• Optimized Routing.
• Vehicle navigation routing models.
• Container terminal network model.

Scope of genetic algorithm used in network:

• Node density (ND).
• Reduce Delay of the packet arrival.
• Increase Bandwidth availability.
• Optimum Resource allocation (RA).
• To achieve Network lifetime (NL).

#### Sample code for genetic algorithm:

proc genrand {max num} {
set result [list] for {set i 0} {\$i < \$num} {incr i} {
lappend result [expr {int(\$max * rand())}] }
return \$result
}
proc generation {name gen} {
puts “0eneration: \$gen0
}
proc evaluate {name entity} {
global goal
set result [expr {100 * 10}] for {set i 0} {\$i < 10} {incr i} {
incr result [expr {−1 * abs([lindex \$goal \$i] − [lindex \$entity \$i])}] }
return \$result
}
proc seed {name entity} {
set seed [genrand 100 10] return \$seed
}
proc adapt {name entity} {
return \$entity
}
proc mutate {name entity} {
lset entity [genrand 10 1] [genrand 100 1] return \$entity
}
proc crossover {name entity1 entity2} {
set cross [genrand 10 1] set child1 [concat [lrange \$entity1 0 \$cross−1] [lrange \$entity2 \$cross end]] set child2 [concat [lrange \$entity2 0 \$cross−1] [lrange \$entity1 \$cross end]] return [list \$child1 \$child2] }

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#### Customized NS2 Projects

We build NS2 Projects based on your requirements.Helping you to achieve your goal in creating Innovative ns2 Projects.

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##### Can you help me to Implement NS2 Projects with source Code.

Sure.We are here to guide you to complete NS2 Projects with source code.

##### What is your turn around time for completing my NS2 Projects?

It Various depending upon your requirements, we analyze your paper and mail back with estimated time frame. We guarantee you to deliver NS2 Projects within stipulated time frame.

##### Can u help me to write source code for Projects?

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Wonderful Team ! Delivered my project within stipulated time as per requirement.Video File was very Helpful in guiding to execute my project.Cleared my doubts on project through Skype.On the whole Great job.Would recommend to anyone Outsource ns2 projects

James Hendrix - M.Tech , USA

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Guided all the way to complete my PhD Thesis , Helped me to simulate my paper  with NS2. Supported me in publishing my paper in reputed journal platform. Kept my work 100% confidential . Very Supportive hand to complete PhD Degree. Thanks

Christina - PhD , Germany