Solution

The Correct answer is Option 1

Explanation of each option:

A → III (Worst Individual):

• The "Worst Individual" criterion ensures that the entire population meets a minimum standard of fitness.
• By eliminating poorly performing individuals, this criterion guarantees a gradual improvement in the quality of solutions.
• Thus, "Worst Individual" is mapped to "Guarantees that the entire population to be of a minimum standard."

B → IV (Best Individual):

• The "Best Individual" criterion ensures that the algorithm converges faster by maintaining at least one best solution in the population.
• This guarantees that the search does not lose the best-performing solution during the evolutionary process.
• Thus, "Best Individual" is mapped to "Faster search convergence, guaranteeing at least one best solution."

C → II (Sum of Fitness):

• The "Sum of Fitness" criterion ensures that the total fitness of the population is within a specific range.
• This guarantees that virtually all individuals in the population will have fitness values that are competitive within a defined range.
• Thus, "Sum of Fitness" is mapped to "Guarantees that virtually all individuals in the population will be within a particular fitness range."

D → I (Median Fitness):

• The "Median Fitness" criterion ensures that at least half of the individuals in the population will have fitness values better than or equal to a specific convergence value.
• This criterion focuses on improving the overall quality of the population by ensuring that the majority of individuals perform reasonably well.
• Thus, "Median Fitness" is mapped to "At least half of the individuals will be better than or equal to the convergence value."