Research Article

Optimizing Pinned Nodes to Maximize the Convergence Rate of Multiagent Systems with Digraph Topologies

Algorithm 2

Searching for the pinned node set that maximizes .
Input:
the Laplacian matrix , the pinning strength , the cardinality of pinned node set ,
the generation number , the population size
Output: the pinned node set ,
1: initialize and individuals , as vectors by
randomly choosing integers from , where is the network size
2: for    do
3: mutation step: generate a mutated vector for each individual ,
4: crossover step: generate a trial vector for each individual ,
5: selection step: Let if , otherwise ,
.
6: end for
7: set
8: return  ,