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.
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...
Related questions
Question
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”.
- 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.
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