Dynamic local search based immune automatic clustering algorithm and its applications

Ring topology of neighborhood in Mutation Strategy 2. Besides four different local search operation includes external cluster swapping, internal cluster swapping, cluster addition and cluster decrease is proposed to realize variation of the number of clusters during evolution, a neighborhood structure based hybrid mutation strategy provides a proper tradeoff between exploration and exploitation.