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Try and look up a Particle filter on google, in order to understand the parameters you need some background knowledge of the filter. In short each particle is a simulated potential position of the robot. Each position is then scored with respect to the current laserscan and map.

The minimum number of particles is the minimum number of particles you want in your filter to maintain an accurate belief of the robots position.