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Moreover, the longer we run the ACO, the solution updates are the less and less frequent.
Additionally, −f 0(p) as the approximate lower bound of the best solution updates itself after each iteration.
In this phase, existing solution updates according to the following expression: X_{j,k,i}^{{prime }} = X_{j,k,i } + D_{j,k,i} (2 where (X_{j,k,i}^{{prime }}) is the updated value of (X_{j,k,i}) in subject j, learners k, and iteration i. (D_{j,k,i}) is the difference between existing mean result and corresponding result of teacher in each subject.
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The subtraction-based solution update mechanism has caused premature convergence and stagnation in particle population during the iterations.
Since its invention, many PSO variants have been proposed by modifying its solution update rule to improve its performance.
To achieve more rapid convergence, a sub-problem optimal solution updating direction-guided variation strategy is developed to replace the original variation strategy of the RVEA.
A new solution updating equation, which can learn both from other bees and from features of problem at hand, is designed for the TSP.
The algorithm exploits a reformulation of the PDE as a sampling problem, followed by a solution update through data manipulation that is resilient to SDCs.
Compared with the G-Jaya algorithm, three main procedures of the GPU-Jaya, the solution update, fitness value computation, and the best/worst solution selection are all computed in parallel on GPU via a compute unified device architecture (CUDA).
Since that time we've extensively reviewed various online storage services, including rumored products from Google and Microsoft, as well as Amazon's storage API solution (update here) for application developers.
Systematic experiments were performed to show the advantage of the new solution updating equation, to verify the necessity of using non-greedy acceptance strategy for keeping sufficient diversity, to compare different selection schemes for onlooker bees, and to analyze the contribution of scout bee.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com