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For each stationary policy, the associated Markov chain {X n } in the perturbed model is aperiodic It is not dif cult to verify that for each stationary policy the average cost per time unit in the perturbed model is the same as that in the original model For the unichain case this is an immediate consequence of the representation (627) for the average cost and the fact that for each stationary policy the Markov chain {X n } has the same equilibrium probabilities as the Markov chain {Xn } in the original model For the multichain case, a similar argument can be used to show that the two models are in fact equivalent Thus the value-iteration algorithm can be applied to the perturbed model in order to solve the original model In speci c problems involving periodicities, the optimal value of is usually not clear beforehand; empirical investigations indicate that = 1 is usually a satisfactory choice 2 Modi ed value iteration with a dynamic relaxation factor Value iteration does not have the fast convergence of policy iteration The number of iterations equired by the value-iteration algorithm is problem dependent and increases when the number of problem states gets larger Also, the tolerance number in the stopping criterion affects the number of iterations required The stopping criterion should be based on the lower and upper bounds mn and Mn but not on any repetitive behaviour of the generated policies R(n) The convergence rate of value iteration can often be accelerated by using a relaxation factor, such as in successive overrelaxation for solving a single system of linear equations Then at the nth iteration a new approximation to the value function Vn (i) is obtained by using both the previous values Vn 1 (i) and the residuals Vn (i) Vn 1 (i) It is possible to select dynamically a relaxation factor and thus avoid the experimental determination of the best value of a xed relaxation factor The following modi cation of the standard value-iteration algorithm can be formulated Steps 0, 1, 2 and 3 are as before, while step 4 of the standard value-iteration algorithm is modi ed as follows Step 4(a) Determine the states u and v such that Vn (u) Vn 1 (u) = mn and compute the relaxation factor = Mn mn + Mn mn , j I {puj (Ru ) pvj (Rv )}{Vn (j ) Vn 1 (j )} and Vn (v) Vn 1 (v) = Mn.

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2 Stopping condition for the while-loop: In most of the discussed AIS models, the stopping condition is based on convergence of the ALC population or a preset number of iterations 3 Selecting a subset, S, of ALCs: The selected subset S can be the entire set P or a number of randomly elected ALCs from P Selection of S can also be based on the stimulation level (as discussed below) 4 Calculating the antigen affinity: The antigen a nity is the measurement of similarity or dissimilarity between an ALC and an antigen pattern The most commonly used measures of a nity in existing AIS models are the Euclidean distance, r-continuous matching rule, hamming distance and cosine similarity 5 Selecting a subset, H, of ALCs: In some of the AIS models, the selection of highest affinity ALCs is based on a preset a nity threshold Thus, the selected subset H can be the entire set S, depending on the preset a nity threshold 6 Calculating the network affinity: This is the measurement of affinity between two ALCs The di erent measures of network a nity are the same as those for antigen affinity A preset network a nity threshold determines whether two or more ALCs are linked to form a network 7 Adapting the ALCs in subset H: Adaptation of ALCs can be seen as the maturation process of the ALC, supervised or unsupervised Some of the selection methods that can be used are negative selection (or positive selection), clonal selection and/or some evolutionary technique with mutation operators ALCs that form a network can in uence each other to adapt to an antigen These selection methods are discussed for each of the discussed AIS models in the chapter 8 Updating the stimulation of an ALC: The stimulation level is calculated in di erent ways in existing AIS models In some AIS models, the stimulation level is seen as the summation of antigen a nities, which determines the resource.

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