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All three examples show that compared with a full-set robust optimization, the proposed adaptive robust optimization algorithm not only improves the optimization convergence rate, but also find a higher optimal NPV when the optimization is terminated at a maximum affordable simulation cost using the stochastic simplex gradient.
For each run, the optimization is terminated when the number of generation exceeds 350.
The optimization is terminated when all of the particles have converged to or a sufficient condition of fitness function met: We propose to use PSO as optimization method for maximization of with respect to coefficients of parallel equalizers as dimensional particles.
In case convergence cannot be achieved the optimization is terminated after a large number of iterations nmax_iter.
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For each ligand screened, GEMDOCK optimization was terminated either when the convergence was below a certain threshold value or when the iterations exceeded a maximal preset value of 60.
Each optimization was terminated after 15000 fitness evaluations, which were enough evaluations for each tested algorithm to converge.
A single-objective optimization algorithm is terminated upon obtaining an optimal or near-optimal solution.
When the SPEA-II is iterated as many as the pre-specified number of iterations (i.e., maximum number of generations), the multi-objective optimization process is terminated.
If the maximum number of iterations is reached, the optimization process is terminated; otherwise, the previous generation is replaced by the new current generation and the algorithm jumps to Step 6. Figure 3 shows a flowchart illustrating the proposed algorithm for solving the optimization problem.
RBT-GA's optimization process is terminated when no improvement is met for a predefined number of iterations.
If a traffic flow is eligible for this kind of traffic optimization, the connection is terminated here and the TO1 replies with locally cached content or it sets up a new connection with the destination server on the other side if there was no cached data available or if the cached data was outdated.
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