To improve clustered communication architecture, in this work a prioritized clustering mechanism is defined. The prioritization is here provided under energy based analysis. The improved formed cluster is defined here with two cluster head. One cluster to control the communication for high energy nodes and other to control the communication for low energy nodes. The paper includes a parametric analysis to identify the CH and second cluster head. The cluster head selection will be performed based on the energy, distance and residual energy parameters. Each cluster head will be handled separately for the re-election process.