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The main swarm uses a cognition-only model (refer to Section 1635) to promote exploration of the search space Because the social component serves as an attractor for all particles, it is removed from the velocity update equation This allows particles to converge on di erent parts of the search space It is important to note that velocities must be initialized to zero Sub-swarm Training The sub-swarms are independent swarms, trained using a full model PSO (refer to Section 161) Using a full model to train sub-swarms allows particle positions to be adjusted on the basis both of particle s own experience (the cognitive component) and of socially obtained information (the social component) While any ull model PSO can be used to train the sub-swarms, the NichePSO as presented in [88, 89] uses the GCPSO (discussed in Section 1651) The GCPSO is used since it has guaranteed convergence to a local minimum [863], and because the GCPSO has been shown to perform well on extremely small swarms [863] The latter property of GCPSO is necessary because sub-swarms initially consist of only two particles The gbest PSO has a tendency to stagnate with such small swarms Identification of Niches A sub-swarm is formed when a particle seems to have converged on a solution If a particle s tness shows little change over a number of iterations, a sub-swarm is created with that particle and its closest topological neighbor Formally, the standard deviation, i , in the tness f (xi ) of each particle is tracked over a number of iterations If i < , a sub-swarm is created To avoid problem-dependence, i is normalized according to the domain The closest neighbor, l, to the position xi of particle i is computed using Euclidean distance, ie l = arg min{||xi xa ||}. azure pdf How to create PDF in Azure website | ASP.NET Core (jQuery) - PDF
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