Encode the problem and create an initial population of 4 different chromosomes. Explain what would be an appropriate fitness function for this problem. Use the fitness function and perform natural selection to choose the 2 fittest chromosomes. Using the selected chromosomes perform a single point crossover to get 2 offspring. Perform mutation and check the fitness of the final offspring. Explain your work.

Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
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G E N E T I C - A L G O R I T H M

OBJECT REWARD WEIGHT
A 20 1
B 5 2
C 10 3
D 40 8
E 15 7
F 25 4
G 4 5
H 7 2

Here, Maximum weight = 12

The above problem is a 0/1 Knapsack problem. You have to carry the different objects in your bag in a way such that the reward is maximized without exceeding the weight limit. You can carry an object exactly once but you always have to carry the object labeled “H”.

  1. Encode the problem and create an initial population of 4 different chromosomes.
  2. Explain what would be an appropriate fitness function for this problem. Use the fitness function and perform natural selection to choose the 2 fittest chromosomes.
  3. Using the selected chromosomes perform a single point crossover to get 2 offspring.
  4. Perform mutation and check the fitness of the final offspring. Explain your work.
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