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Let us see for example some iterations for the Banana function.
We use here a j value smaller than 1, so the initial position must be on the frontier of the definition area. As long as there is still "hope", the shape of the swarm doesn't change: it is a square.
At each time step the whole swarm is going towards the best particle.