EXERCISES FOR CHAPTER FOUR: REPRESENTATION, RECOMBINATION AND MUTATION 1. A genetic algorithm has individuals coded as binary strings of length 27. Mutation is applied with a bit-wise probability of 1/27. What is the probability that the gene 17 is changed by mutation? 1/27 26/27 1/17 It is not possible to say without knowing what happens to the other genes 2. A number of on/off switches control a nuclear power plant, and a given configuration can be thought of as a state. It is desired to search the space of possible states to find one that minimises temperature fluctuations within the plant. It is decided to do this with a Genetic algorithm. What representation do you think would be most suitable for this problem if there are n switches? A string of n binary values. A vector of n floating point numbers. A string of values each coming from the set {1,…,n} A tree with n terminal nodes (leaves). 3. For which of the following types of problem representation would it not be suitable to use 2point crossover? A permutation representing the order in which a series of operations are performed in an operating theatre. A binary string. A sequence of integers representing moves from the set {left, right, ahead}. A vector of floating-point numbers representing angles within a design problem. 4. Which of the following offspring can not be created by one point crossover from two parents 000000 and 111111 ? 111111. 000000 111000 110011 011110 001111 5. A mountain bike designer is trying to create a frame with certain desirable characteristics under simulation. To do this they must specify a set of n tube lengths and m angles between them. What representation do you think would be most suitable for this problem? A string of (n+m) binary values. A string of n values each between 1 and m. A vector of (n+m) floating point numbers. A permutation of the numbers 1 through to (n+m) A tree with (n+m) terminal nodes (leaves). 6. It is necessary to schedule a set of appointments with a doctor so as to minimise the average waiting time per patient. There are n patients. What representation do you think would be most suitable for this problem? A string of n binary values. A vector of n floating point numbers. A string of values, each coming from the set 1 to n. A permutation of the numbers 1 to n. A tree with n terminal nodes (leaves).