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an increase in the number of particles, but at the expense of increased computational complexity The basic PSO also fails another important objective of niching algorithms, namely to maintain niches If the search process is allowed to continue, more particles converge to the global best position in the process to reach an equilibrium, mainly due to the social component (as explained above) Emanating from the discussion in this section, it is desirable to rather adapt the basic PSO with true speciation abilities One such algorithm, the NichePSO is described next The NichePSO was developed to nd multiple solutions to general multi-modal problems [89, 88, 91] The basic operating principle of NichePSO is the self-organization of particles into independent sub-swarms Each sub-swarm locates and maintains a niche Information exchange is only within the boundaries of a sub-swarm No information is exchanged between sub-swarms This independency among sub-swarms allows sub-swarms to maintain niches To emphasize: each sub-swarm functions as a stable, individual swarm, evolving on its own, independent of individuals in other swarms The NichePSO starts with one swarm, referred to as the main swarm, containing all particles As soon as a particle converges on a potential solution, a sub-swarm is created by grouping together particles that are in close proximity to the potential solution These particles are then removed from the main swarm, and continue within their sub-swarm to re ne (and to maintain) the solution Over time, the main swarm shrinks as sub-swarms are spawned from it NichePSO is considered to have converged when sub-swarms no longer improve the solutions that they represent The global best position from each ub-swarm is then taken as an optimum (solution) The NichePSO is summarized in Algorithm 1615 The di erent steps of the algorithm are explained in more detail in the following sections Algorithm 1615 NichePSO Algorithm Create and initialize a nx -dimensional main swarm, S; repeat Train the main swarm, S, for one iteration using the cognition-only model; Update the tness of each main swarm particle, Sxi ; for each sub-swarm Sk do Train sub-swarm particles, Sk xi , using a full model PSO; Update each particle s tness; Update the swarm radius Sk R; endFor If possible, merge sub-swarms; Allow sub-swarms to absorb any particles from the main swarm that moved into the sub-swarm; If possible, create new sub-swarms; until stopping condition is true; y Return Sk for each sub-swarm Sk as a solution;. free barcode generator asp.net c# Create barcode display multiple for Word, ASP . 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